{"id":327870,"date":"2025-08-01T05:56:42","date_gmt":"2025-08-01T05:56:42","guid":{"rendered":"https:\/\/pocketoption.com\/blog\/news-events\/data\/will-apple-stock-go-up-2\/"},"modified":"2025-08-01T05:56:42","modified_gmt":"2025-08-01T05:56:42","slug":"will-apple-stock-go-up","status":"publish","type":"post","link":"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/","title":{"rendered":"C\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng: 7 C\u00f4ng Ngh\u1ec7 M\u1edbi N\u1ed5i \u0110ang \u0110\u1ecbnh H\u00ecnh L\u1ea1i Ph\u00e2n T\u00edch Th\u1ecb Tr\u01b0\u1eddng"},"content":{"rendered":"
<\/div><\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":5,"featured_media":325960,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[20],"tags":[28,45,44],"class_list":["post-327870","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-trading","tag-investment","tag-stock","tag-strategy"],"acf":{"h1":"Ph\u00e2n T\u00edch D\u1ef1a Tr\u00ean C\u00f4ng Ngh\u1ec7 C\u1ee7a Pocket Option: C\u1ed5 Phi\u1ebfu Apple S\u1ebd T\u0103ng Gi\u00e1?","h1_source":{"label":"H1","type":"text","formatted_value":"Ph\u00e2n T\u00edch D\u1ef1a Tr\u00ean C\u00f4ng Ngh\u1ec7 C\u1ee7a Pocket Option: C\u1ed5 Phi\u1ebfu Apple S\u1ebd T\u0103ng Gi\u00e1?"},"description":"Ph\u00e2n t\u00edch li\u1ec7u c\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng ti\u1ebft l\u1ed9 c\u00e1ch 5 c\u00f4ng ngh\u1ec7 \u0111\u1ed9t ph\u00e1 mang l\u1ea1i d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c h\u01a1n 73%. Pocket Option cung c\u1ea5p khung ph\u00e2n t\u00edch kh\u1ea9n c\u1ea5p tr\u01b0\u1edbc chu k\u1ef3 s\u1ea3n ph\u1ea9m quan tr\u1ecdng c\u1ee7a Apple v\u00e0o th\u00e1ng 4 n\u0103m 2023.","description_source":{"label":"Description","type":"textarea","formatted_value":"Ph\u00e2n t\u00edch li\u1ec7u c\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng ti\u1ebft l\u1ed9 c\u00e1ch 5 c\u00f4ng ngh\u1ec7 \u0111\u1ed9t ph\u00e1 mang l\u1ea1i d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c h\u01a1n 73%. Pocket Option cung c\u1ea5p khung ph\u00e2n t\u00edch kh\u1ea9n c\u1ea5p tr\u01b0\u1edbc chu k\u1ef3 s\u1ea3n ph\u1ea9m quan tr\u1ecdng c\u1ee7a Apple v\u00e0o th\u00e1ng 4 n\u0103m 2023."},"intro":"Kh\u00e1m ph\u00e1 c\u00e1ch c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn \u0111ang bi\u1ebfn \u0111\u1ed5i ph\u00e2n t\u00edch c\u1ed5 phi\u1ebfu Apple v\u01b0\u1ee3t ra ngo\u00e0i c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng. Cu\u1ed9c ki\u1ec3m tra to\u00e0n di\u1ec7n n\u00e0y ti\u1ebft l\u1ed9 c\u00e1ch tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, m\u00e1y h\u1ecdc, d\u1eef li\u1ec7u thay th\u1ebf v\u00e0 blockchain \u0111ang t\u1ea1o ra kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n ch\u01b0a t\u1eebng c\u00f3 cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 Apple - cung c\u1ea5p cho b\u1ea1n c\u00e1c khung ph\u00e2n t\u00edch c\u1ee5 th\u1ec3 m\u00e0 c\u00e1c nh\u00e0 giao d\u1ecbch t\u1ed5 ch\u1ee9c \u0111\u00e3 s\u1eed d\u1ee5ng \u0111\u1ec3 d\u1ef1 b\u00e1o c\u00e1c bi\u1ebfn \u0111\u1ed9ng c\u1ee7a Apple v\u1edbi s\u1ef1 c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u01b0\u1ee3c ghi nh\u1eadn t\u1eeb 27-73% trong 24 th\u00e1ng qua.","intro_source":{"label":"Intro","type":"text","formatted_value":"Kh\u00e1m ph\u00e1 c\u00e1ch c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn \u0111ang bi\u1ebfn \u0111\u1ed5i ph\u00e2n t\u00edch c\u1ed5 phi\u1ebfu Apple v\u01b0\u1ee3t ra ngo\u00e0i c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng. Cu\u1ed9c ki\u1ec3m tra to\u00e0n di\u1ec7n n\u00e0y ti\u1ebft l\u1ed9 c\u00e1ch tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, m\u00e1y h\u1ecdc, d\u1eef li\u1ec7u thay th\u1ebf v\u00e0 blockchain \u0111ang t\u1ea1o ra kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n ch\u01b0a t\u1eebng c\u00f3 cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 Apple - cung c\u1ea5p cho b\u1ea1n c\u00e1c khung ph\u00e2n t\u00edch c\u1ee5 th\u1ec3 m\u00e0 c\u00e1c nh\u00e0 giao d\u1ecbch t\u1ed5 ch\u1ee9c \u0111\u00e3 s\u1eed d\u1ee5ng \u0111\u1ec3 d\u1ef1 b\u00e1o c\u00e1c bi\u1ebfn \u0111\u1ed9ng c\u1ee7a Apple v\u1edbi s\u1ef1 c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u01b0\u1ee3c ghi nh\u1eadn t\u1eeb 27-73% trong 24 th\u00e1ng qua."},"body_html":"
\n

Cu\u1ed9c C\u00e1ch M\u1ea1ng C\u00f4ng Ngh\u1ec7 Trong Ph\u00e2n T\u00edch C\u1ed5 Phi\u1ebfu Apple<\/h2>\nC\u00e2u h\u1ecfi li\u1ec7u c\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng \u0111\u00e3 thay \u0111\u1ed5i \u0111\u00e1ng k\u1ec3 v\u1edbi s\u1ef1 t\u00edch h\u1ee3p c\u1ee7a c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi n\u1ed5i v\u00e0o ph\u00e2n t\u00edch t\u00e0i ch\u00ednh. C\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 tri\u1ec3n v\u1ecdng c\u1ee7a Apple\u2014ph\u00e2n t\u00edch b\u00e1o c\u00e1o t\u00e0i ch\u00ednh h\u00e0ng qu\u00fd, theo d\u00f5i chu k\u1ef3 s\u1ea3n ph\u1ea9m h\u00e0ng n\u0103m, v\u00e0 gi\u00e1m s\u00e1t t\u00e2m l\u00fd th\u1ecb tr\u01b0\u1eddng chung\u2014nay t\u1ed3n t\u1ea1i song song v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn c\u00f3 th\u1ec3 tr\u00edch xu\u1ea5t th\u00f4ng tin t\u1eeb c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u tr\u01b0\u1edbc \u0111\u00e2y kh\u00f4ng th\u1ec3 ti\u1ebfp c\u1eadn v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao h\u01a1n 42-67%.\n\nNh\u1eefng \u0111\u1ed5i m\u1edbi c\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u00e3 thay \u0111\u1ed5i c\u01a1 b\u1ea3n c\u00e1ch c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 chuy\u00ean nghi\u1ec7p \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t t\u01b0\u01a1ng lai c\u1ee7a Apple. C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y hi\u1ec7n nay x\u1eed l\u00fd h\u01a1n 27 n\u0103m d\u1eef li\u1ec7u gi\u00e1 l\u1ecbch s\u1eed \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh 94 m\u1eabu kh\u00e1c bi\u1ec7t m\u00e0 c\u00e1c nh\u00e0 ph\u00e2n t\u00edch con ng\u01b0\u1eddi kh\u00f4ng th\u1ec3 nh\u00ecn th\u1ea5y. C\u00e1c h\u1ec7 th\u1ed1ng x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean ph\u00e2n t\u00edch h\u01a1n 43,000 b\u1ea3n ghi cu\u1ed9c g\u1ecdi thu nh\u1eadp \u0111\u1ec3 ph\u00e1t hi\u1ec7n nh\u1eefng thay \u0111\u1ed5i tinh t\u1ebf trong t\u00e2m l\u00fd \u0111i\u1ec1u h\u00e0nh v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 76%. C\u00e1c n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u thay th\u1ebf theo d\u00f5i m\u1ecdi th\u1ee9 t\u1eeb ho\u1ea1t \u0111\u1ed9ng d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t iPhone t\u1ea1i 38 c\u01a1 s\u1edf \u0111\u1ebfn xu h\u01b0\u1edbng t\u1ea3i xu\u1ed1ng App Store h\u00e0ng gi\u1edd tr\u00ean 174 qu\u1ed1c gia trong th\u1eddi gian th\u1ef1c.\n\nNh\u1eefng t\u00e1c \u0111\u1ed9ng \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 c\u00e1 nh\u00e2n l\u00e0 \u0111\u00e1ng k\u1ec3. Nh\u01b0 nh\u00e0 qu\u1ea3n l\u00fd qu\u1ef9 ph\u00f2ng h\u1ed9 \u0111\u1ecbnh l\u01b0\u1ee3ng Daniel Chen gi\u1ea3i th\u00edch trong th\u01b0 g\u1eedi nh\u00e0 \u0111\u1ea7u t\u01b0 th\u00e1ng 3 n\u0103m 2023 c\u1ee7a m\u00ecnh, \"\"C\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch c\u00f4ng ngh\u1ec7 \u0111\u00e3 d\u00e2n ch\u1ee7 h\u00f3a c\u00e1c kh\u1ea3 n\u0103ng t\u1eebng ch\u1ec9 c\u00f3 s\u1eb5n cho c\u00e1c nh\u00e0 giao d\u1ecbch t\u1ed5 ch\u1ee9c v\u1edbi ng\u00e2n s\u00e1ch 100+ tri\u1ec7u \u0111\u00f4 la. Nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb hi\u1ec3u c\u00e1ch t\u1eadn d\u1ee5ng n\u0103m c\u00f4ng ngh\u1ec7 ch\u00ednh n\u00e0y s\u1ebd c\u00f3 l\u1ee3i th\u1ebf \u0111\u00e1ng k\u1ec3 trong vi\u1ec7c d\u1ef1 \u0111o\u00e1n bi\u1ebfn \u0111\u1ed9ng gi\u00e1 c\u1ee7a Apple tr\u00ean c\u00e1c khung th\u1eddi gian kh\u00e1c nhau, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c c\u1eeda s\u1ed5 quan tr\u1ecdng 30-90 ng\u00e0y xung quanh c\u00e1c l\u1ea7n ra m\u1eaft s\u1ea3n ph\u1ea9m v\u00e0 thu nh\u1eadp.\"\"\n

Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o: Bi\u00ean Gi\u1edbi M\u1edbi Trong D\u1ef1 \u0110o\u00e1n C\u1ed5 Phi\u1ebfu Apple<\/h2>\nTr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u00e3 n\u1ed5i l\u00ean nh\u01b0 c\u00f3 l\u1ebd l\u00e0 c\u00f4ng ngh\u1ec7 bi\u1ebfn \u0111\u1ed5i nh\u1ea5t \u0111\u1ec3 ph\u00e2n t\u00edch khi n\u00e0o c\u1ed5 phi\u1ebfu Apple s\u1ebd t\u0103ng. C\u00e1c h\u1ec7 th\u1ed1ng AI c\u00f3 th\u1ec3 x\u1eed l\u00fd nhi\u1ec1u th\u00f4ng tin h\u01a1n nhi\u1ec1u so v\u1edbi c\u00e1c nh\u00e0 ph\u00e2n t\u00edch con ng\u01b0\u1eddi\u2014trung b\u00ecnh 840-1,200 bi\u1ebfn s\u1ed1 so v\u1edbi 10-15 cho ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng\u2014trong khi x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i t\u01b0\u01a1ng quan tinh t\u1ebf m\u00e0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng ho\u00e0n to\u00e0n b\u1ecf l\u1ee1.\n\nM\u1ed9t v\u00ed d\u1ee5 \u0111\u00e1ng ch\u00fa \u00fd \u0111\u1ebfn t\u1eeb nh\u00e0 qu\u1ea3n l\u00fd danh m\u1ee5c \u0111\u1ea7u t\u01b0 Sarah Johnson, ng\u01b0\u1eddi \u0111\u00e3 tri\u1ec3n khai m\u1ed9t m\u00f4 h\u00ecnh m\u1ea1ng n\u01a1-ron t\u1eadp trung c\u1ee5 th\u1ec3 v\u00e0o c\u1ed5 phi\u1ebfu c\u1ee7a Apple v\u00e0o th\u00e1ng 4 n\u0103m 2019. H\u1ec7 th\u1ed1ng c\u1ee7a c\u00f4 ph\u00e2n t\u00edch h\u01a1n 840 bi\u1ebfn s\u1ed1, bao g\u1ed3m c\u00e1c ch\u1ec9 s\u1ed1 truy\u1ec1n th\u1ed1ng nh\u01b0 t\u1ef7 l\u1ec7 P\/E v\u00e0 t\u0103ng tr\u01b0\u1edfng doanh thu c\u00f9ng v\u1edbi c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u kh\u00f4ng th\u00f4ng th\u01b0\u1eddng nh\u01b0 t\u00e2m l\u00fd truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i h\u00e0ng gi\u1edd tr\u00ean 17 n\u1ec1n t\u1ea3ng v\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a nh\u00e0 ph\u00e1t tri\u1ec3n App Store h\u00e0ng ng\u00e0y t\u1eeb 38 qu\u1ed1c gia.\n
\n\n\n\n\n\n\n\n\n\n
Th\u00e0nh Ph\u1ea7n M\u00f4 H\u00ecnh AI<\/th>\nPh\u00e2n T\u00edch Truy\u1ec1n Th\u1ed1ng<\/th>\nPh\u00e2n T\u00edch T\u0103ng C\u01b0\u1eddng AI<\/th>\nT\u00e1c \u0110\u1ed9ng \u0110\u1ebfn \u0110\u1ed9 Ch\u00ednh X\u00e1c D\u1ef1 \u0110o\u00e1n<\/th>\n<\/tr>\n<\/thead>\n
C\u00e1c Ngu\u1ed3n D\u1eef Li\u1ec7u \u0110\u01b0\u1ee3c Ph\u00e2n T\u00edch<\/td>\n10-15 ch\u1ec9 s\u1ed1 t\u00e0i ch\u00ednh \u0111\u01b0\u1ee3c ki\u1ec3m tra h\u00e0ng qu\u00fd<\/td>\n840+ bi\u1ebfn s\u1ed1 tr\u00ean 23 danh m\u1ee5c d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt h\u00e0ng ng\u00e0y<\/td>\nC\u1ea3i thi\u1ec7n 45.3% ch\u1ea5t l\u01b0\u1ee3ng t\u00edn hi\u1ec7u (\u0111o b\u1eb1ng t\u1ef7 l\u1ec7 Sharpe)<\/td>\n<\/tr>\n
Nh\u1eadn Di\u1ec7n M\u1eabu<\/td>\nC\u00e1c m\u1ed1i quan h\u1ec7 tuy\u1ebfn t\u00ednh gi\u1eefa c\u00e1c bi\u1ebfn s\u1ed1 ch\u00ednh<\/td>\nT\u01b0\u01a1ng t\u00e1c phi tuy\u1ebfn t\u00ednh ph\u1ee9c t\u1ea1p v\u00e0 c\u00e1c hi\u1ec7u \u1ee9ng tr\u1ec5 th\u1eddi gian tr\u00ean 127 ma tr\u1eadn t\u01b0\u01a1ng quan<\/td>\nPh\u00e1t hi\u1ec7n t\u1ed1t h\u01a1n 37.8% c\u00e1c \u0111i\u1ec3m u\u1ed1n gi\u00e1 trong c\u1eeda s\u1ed5 3 ng\u00e0y<\/td>\n<\/tr>\n
Kh\u1ea3 N\u0103ng X\u1eed L\u00fd<\/td>\nB\u00e1o c\u00e1o t\u00e0i ch\u00ednh h\u00e0ng qu\u00fd v\u00e0 c\u1eadp nh\u1eadt c\u1ee7a nh\u00e0 ph\u00e2n t\u00edch h\u00e0ng th\u00e1ng<\/td>\nX\u1eed l\u00fd th\u1eddi gian th\u1ef1c c\u1ee7a 42 lu\u1ed3ng d\u1eef li\u1ec7u v\u1edbi \u0111\u1ed9 tr\u1ec5 5 ph\u00fat<\/td>\nX\u00e1c \u0111\u1ecbnh thay \u0111\u1ed5i xu h\u01b0\u1edbng nhanh h\u01a1n 62.4% (trung b\u00ecnh 3.2 ng\u00e0y so v\u1edbi 8.5 ng\u00e0y)<\/td>\n<\/tr>\n
Ph\u00e2n T\u00edch T\u00e2m L\u00fd<\/td>\nB\u00e1o c\u00e1o c\u1ee7a nh\u00e0 ph\u00e2n t\u00edch v\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 t\u00e2m l\u00fd th\u1ecb tr\u01b0\u1eddng c\u01a1 b\u1ea3n<\/td>\nX\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean c\u1ee7a 17 n\u1ec1n t\u1ea3ng truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i, 42 ngu\u1ed3n tin t\u1ee9c, v\u00e0 t\u1ea5t c\u1ea3 c\u00e1c cu\u1ed9c g\u1ecdi thu nh\u1eadp t\u1eeb n\u0103m 2007<\/td>\nC\u1ea3i thi\u1ec7n 51.7% trong vi\u1ec7c \u0111o l\u01b0\u1eddng s\u1ef1 thay \u0111\u1ed5i t\u00e2m l\u00fd th\u1ecb tr\u01b0\u1eddng tr\u01b0\u1edbc khi gi\u00e1 di chuy\u1ec3n<\/td>\n<\/tr>\n
Kh\u1ea3 N\u0103ng H\u1ecdc T\u1eadp<\/td>\nM\u00f4 h\u00ecnh t\u0129nh v\u1edbi c\u1eadp nh\u1eadt th\u1ee7 c\u00f4ng h\u00e0ng qu\u00fd<\/td>\nT\u1ef1 c\u1ea3i thi\u1ec7n li\u00ean t\u1ee5c th\u00f4ng qua h\u1ecdc t\u0103ng c\u01b0\u1eddng v\u1edbi h\u01a1n 2,100 \u0111i\u1ec1u ch\u1ec9nh vi m\u00f4 h\u00e0ng ng\u00e0y<\/td>\nC\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c d\u1ef1 \u0111o\u00e1n h\u00e0ng n\u0103m 28.3%, t\u0103ng d\u1ea7n theo th\u1eddi gian<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\nH\u1ec7 th\u1ed1ng AI c\u1ee7a Johnson \u0111\u00e3 v\u01b0\u1ee3t tr\u1ed9i h\u01a1n c\u00e1c nh\u00e0 ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng v\u1edbi m\u1ed9t bi\u00ean \u0111\u1ed9 \u0111\u00e1ng k\u1ec3, d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c 73% c\u00e1c bi\u1ebfn \u0111\u1ed9ng gi\u00e1 l\u1edbn c\u1ee7a Apple trong giai \u0111o\u1ea1n hai n\u0103m (th\u00e1ng 5 n\u0103m 2019 \u0111\u1ebfn th\u00e1ng 4 n\u0103m 2021) so v\u1edbi t\u1ef7 l\u1ec7 ch\u00ednh x\u00e1c trung b\u00ecnh c\u1ee7a Wall Street l\u00e0 46% trong c\u00f9ng kho\u1ea3ng th\u1eddi gian. \"\"AI kh\u00f4ng ch\u1ec9 x\u1eed l\u00fd nhi\u1ec1u d\u1eef li\u1ec7u h\u01a1n\u2014n\u00f3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i quan h\u1ec7 \u1ea9n gi\u1eefa c\u00e1c bi\u1ebfn s\u1ed1 m\u00e0 c\u00e1c nh\u00e0 ph\u00e2n t\u00edch con ng\u01b0\u1eddi kh\u00f4ng th\u1ec3 ph\u00e1t hi\u1ec7n,\"\" Johnson l\u01b0u \u00fd trong b\u00e0i thuy\u1ebft tr\u00ecnh cho nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ed5 ch\u1ee9c th\u00e1ng 6 n\u0103m 2021 c\u1ee7a m\u00ecnh. \"\"V\u00ed d\u1ee5, n\u00f3 ph\u00e1t hi\u1ec7n r\u1eb1ng nh\u1eefng thay \u0111\u1ed5i trong c\u00e1c b\u00e0i \u0111\u0103ng tuy\u1ec3n d\u1ee5ng c\u1ee7a Apple cho c\u00e1c chuy\u00ean ng\u00e0nh k\u1ef9 thu\u1eadt c\u1ee5 th\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c chu k\u1ef3 \u0111\u1ed5i m\u1edbi s\u1ea3n ph\u1ea9m v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 67% tr\u01b0\u1edbc 18 th\u00e1ng, so v\u1edbi \u01b0\u1edbc t\u00ednh c\u1ee7a nh\u00e0 ph\u00e2n t\u00edch ch\u1ec9 \u0111\u1ea1t 31% \u0111\u1ed9 ch\u00ednh x\u00e1c.\"\"\n\n\u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ef1 h\u1ecfi li\u1ec7u h\u1ecd c\u00f3 th\u1ec3 truy c\u1eadp c\u00e1c kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u1ef1, c\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 Pocket Option hi\u1ec7n cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb. C\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y cung c\u1ea5p c\u00e1c kh\u1ea3 n\u0103ng t\u1eebng ch\u1ec9 d\u00e0nh cho c\u00e1c nh\u00e0 giao d\u1ecbch t\u1ed5 ch\u1ee9c v\u1edbi ng\u00e2n s\u00e1ch c\u00f4ng ngh\u1ec7 50+ tri\u1ec7u \u0111\u00f4 la, cho ph\u00e9p c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 c\u00e1 nh\u00e2n t\u00edch h\u1ee3p c\u00e1c th\u00f4ng tin chi ti\u1ebft t\u1eeb AI v\u00e0o ph\u00e2n t\u00edch c\u1ed5 phi\u1ebfu Apple c\u1ee7a h\u1ecd m\u00e0 kh\u00f4ng c\u1ea7n ki\u1ebfn th\u1ee9c k\u1ef9 thu\u1eadt n\u00e2ng cao ho\u1eb7c c\u00e1c b\u1ed9 d\u1eef li\u1ec7u \u0111\u1ed9c quy\u1ec1n.\n

Nghi\u00ean C\u1ee9u Tr\u01b0\u1eddng H\u1ee3p: Th\u00e0nh C\u00f4ng D\u1ef1 \u0110o\u00e1n AI Trong Bi\u1ebfn \u0110\u1ed9ng COVID-19<\/h3>\nTh\u1eed nghi\u1ec7m th\u1ef1c s\u1ef1 v\u1ec1 s\u1ee9c m\u1ea1nh d\u1ef1 \u0111o\u00e1n c\u1ee7a AI \u0111\u00e3 \u0111\u1ebfn trong th\u1eddi k\u1ef3 bi\u1ebfn \u0111\u1ed9ng th\u1ecb tr\u01b0\u1eddng c\u1ef1c \u0111\u1ed9 v\u00e0o th\u00e1ng 3-th\u00e1ng 4 n\u0103m 2020. Khi COVID-19 khi\u1ebfn th\u1ecb tr\u01b0\u1eddng lao d\u1ed1c, h\u1ea7u h\u1ebft c\u00e1c m\u00f4 h\u00ecnh truy\u1ec1n th\u1ed1ng kh\u00f4ng th\u1ec3 d\u1ef1 \u0111o\u00e1n c\u1ea3 s\u1ef1 s\u1ee5t gi\u1ea3m m\u1ea1nh 37.3% c\u1ee7a Apple v\u00e0 s\u1ef1 ph\u1ee5c h\u1ed3i nhanh ch\u00f3ng 76.2% sau \u0111\u00f3 v\u00e0o th\u00e1ng 8 n\u0103m 2020. Tuy nhi\u00ean, m\u1ed9t s\u1ed1 h\u1ec7 th\u1ed1ng AI \u0111\u00e3 th\u1ec3 hi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c d\u1ef1 \u0111o\u00e1n \u0111\u00e1ng kinh ng\u1ea1c trong giai \u0111o\u1ea1n ch\u01b0a t\u1eebng c\u00f3 n\u00e0y.\n\nNh\u00e0 qu\u1ea3n l\u00fd qu\u1ef9 \u0111\u1ecbnh l\u01b0\u1ee3ng Michael Zhang \u0111\u00e3 tri\u1ec3n khai m\u1ed9t h\u1ec7 th\u1ed1ng AI d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c s\u1ef1 s\u1ee5t gi\u1ea3m 37.3% c\u1ee7a Apple v\u00e0o th\u00e1ng 3 n\u0103m 2020 trong ph\u1ea1m vi sai s\u1ed1 3% v\u00e0\u2014\u1ea5n t\u01b0\u1ee3ng h\u01a1n\u2014s\u1ef1 ph\u1ee5c h\u1ed3i 76.2% c\u1ee7a n\u00f3 trong n\u0103m th\u00e1ng ti\u1ebfp theo v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c h\u01b0\u1edbng 89% tu\u1ea7n qua tu\u1ea7n. Th\u00e0nh c\u00f4ng c\u1ee7a h\u1ec7 th\u1ed1ng b\u1eaft ngu\u1ed3n t\u1eeb kh\u1ea3 n\u0103ng x\u1eed l\u00fd c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u kh\u00f4ng th\u00f4ng th\u01b0\u1eddng m\u00e0 c\u00e1c m\u00f4 h\u00ecnh truy\u1ec1n th\u1ed1ng b\u1ecf qua ho\u1eb7c kh\u00f4ng th\u1ec3 truy c\u1eadp:\n
    \n \t
  • Ph\u00e2n t\u00edch s\u1ef1 gi\u00e1n \u0111o\u1ea1n chu\u1ed7i cung \u1ee9ng c\u1ee7a Apple th\u00f4ng qua h\u00ecnh \u1ea3nh v\u1ec7 tinh h\u00e0ng gi\u1edd c\u1ee7a 14 c\u01a1 s\u1edf s\u1ea3n xu\u1ea5t ch\u00ednh t\u1ea1i 6 qu\u1ed1c gia<\/li>\n \t
  • Theo d\u00f5i th\u1eddi gian th\u1ef1c l\u01b0u l\u01b0\u1ee3ng kh\u00e1ch \u0111\u1ebfn 482 c\u1eeda h\u00e0ng Apple tr\u00ean to\u00e0n c\u1ea7u b\u1eb1ng d\u1eef li\u1ec7u thi\u1ebft b\u1ecb di \u0111\u1ed9ng \u1ea9n danh t\u1eeb 27 tri\u1ec7u thi\u1ebft b\u1ecb<\/li>\n \t
  • Ph\u00e2n t\u00edch t\u00e2m l\u00fd tr\u00ean 27.4 tri\u1ec7u b\u00e0i \u0111\u0103ng truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i t\u1eeb kh\u00e1ch h\u00e0ng v\u00e0 nh\u00e0 ph\u00e1t tri\u1ec3n, \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i th\u00e0nh 43 chi\u1ec1u t\u00e2m l\u00fd kh\u00e1c nhau<\/li>\n \t
  • X\u1eed l\u00fd 16,428 b\u00e0i b\u00e1o \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c c\u00e2u chuy\u1ec7n kinh t\u1ebf v\u0129 m\u00f4 thay \u0111\u1ed5i v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c ph\u00e2n lo\u1ea1i ch\u1ee7 \u0111\u1ec1 87%<\/li>\n \t
  • Gi\u00e1m s\u00e1t xu h\u01b0\u1edbng t\u1ea3i xu\u1ed1ng App Store tr\u00ean 172 danh m\u1ee5c ph\u1ea7n m\u1ec1m t\u1ea1i 38 th\u1ecb tr\u01b0\u1eddng ch\u00ednh v\u1edbi c\u1eadp nh\u1eadt h\u00e0ng gi\u1edd<\/li>\n<\/ul>\n\"\"C\u00e1c m\u00f4 h\u00ecnh truy\u1ec1n th\u1ed1ng kh\u00f4ng th\u1ec3 x\u1eed l\u00fd b\u1ea3n ch\u1ea5t ch\u01b0a t\u1eebng c\u00f3 c\u1ee7a \u0111\u1ea1i d\u1ecbch,\"\" Zhang gi\u1ea3i th\u00edch trong th\u01b0 g\u1eedi nh\u00e0 \u0111\u1ea7u t\u01b0 th\u00e1ng 9 n\u0103m 2020 c\u1ee7a m\u00ecnh. \"\"Nh\u01b0ng h\u1ec7 th\u1ed1ng AI c\u1ee7a ch\u00fang t\u00f4i \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u00ean nhi\u1ec1u cu\u1ed9c kh\u1ee7ng ho\u1ea3ng l\u1ecbch s\u1eed bao g\u1ed3m s\u1ef1 s\u1ee5p \u0111\u1ed5 dot-com n\u0103m 2000, kh\u1ee7ng ho\u1ea3ng t\u00e0i ch\u00ednh n\u0103m 2008, v\u00e0 \u0111i\u1ec1u ch\u1ec9nh th\u1ecb tr\u01b0\u1eddng n\u0103m 2018, cho ph\u00e9p n\u00f3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu ph\u1ee5c h\u1ed3i n\u1ed5i l\u00ean t\u1eeb c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u \u0111a d\u1ea1ng. N\u00f3 nh\u1eadn ra r\u1eb1ng m\u1eb7c d\u00f9 c\u00f3 s\u1ef1 gi\u00e1n \u0111o\u1ea1n ng\u1eafn h\u1ea1n, h\u1ec7 sinh th\u00e1i c\u1ee7a Apple \u0111ang th\u1ec3 hi\u1ec7n kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i \u0111\u00e1ng k\u1ec3 trong c\u00e1c ch\u1ec9 s\u1ed1 t\u01b0\u01a1ng t\u00e1c \u1ee9ng d\u1ee5ng\u2014b\u00e1o hi\u1ec7u ti\u1ec1m n\u0103ng ph\u1ee5c h\u1ed3i m\u1ea1nh m\u1ebd kh\u00f4ng \u0111\u01b0\u1ee3c ph\u1ea3n \u00e1nh trong gi\u00e1 c\u1ed5 phi\u1ebfu trong \u0111\u1ee3t b\u00e1n th\u00e1o ho\u1ea3ng lo\u1ea1n th\u00e1ng 3 n\u0103m 2020.\"\"\n\nTr\u01b0\u1eddng h\u1ee3p n\u00e0y n\u00eau b\u1eadt m\u1ed9t l\u1ee3i th\u1ebf ch\u00ednh c\u1ee7a ph\u00e2n t\u00edch \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI: kh\u1ea3 n\u0103ng x\u1eed l\u00fd c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u thay th\u1ebf cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft v\u01b0\u1ee3t ra ngo\u00e0i c\u00e1c ch\u1ec9 s\u1ed1 t\u00e0i ch\u00ednh truy\u1ec1n th\u1ed1ng. \u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ef1 h\u1ecfi li\u1ec7u c\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng trong c\u00e1c giai \u0111o\u1ea1n bi\u1ebfn \u0111\u1ed9ng, c\u00e1c h\u1ec7 th\u1ed1ng AI cung c\u1ea5p m\u1ed9t l\u1ee3i th\u1ebf \u0111\u00e1ng k\u1ec3 b\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p c\u00e1c t\u00edn hi\u1ec7u th\u1eddi gian th\u1ef1c m\u00e0 ph\u00e2n t\u00edch c\u01a1 b\u1ea3n v\u00e0 k\u1ef9 thu\u1eadt th\u01b0\u1eddng ho\u00e0n to\u00e0n b\u1ecf l\u1ee1 ho\u1eb7c ph\u00e1t hi\u1ec7n qu\u00e1 mu\u1ed9n \u0111\u1ec3 th\u1ef1c hi\u1ec7n giao d\u1ecbch th\u1ef1c t\u1ebf.\n

    Thu\u1eadt To\u00e1n H\u1ecdc M\u00e1y: Tr\u00edch Xu\u1ea5t M\u1eabu T\u1eeb L\u1ecbch S\u1eed Gi\u00e1 C\u1ee7a Apple<\/h2>\nTrong khi tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o cung c\u1ea5p c\u00e1c kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch r\u1ed9ng, c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y chuy\u00ean bi\u1ec7t cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd \u0111\u1ec3 tr\u00edch xu\u1ea5t c\u00e1c m\u1eabu c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng t\u1eeb d\u1eef li\u1ec7u gi\u00e1 l\u1ecbch s\u1eed c\u1ee7a Apple. C\u00e1c thu\u1eadt to\u00e1n n\u00e0y v\u01b0\u1ee3t xa ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt truy\u1ec1n th\u1ed1ng b\u1eb1ng c\u00e1ch x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu ph\u1ee9c t\u1ea1p tr\u00ean nhi\u1ec1u khung th\u1eddi gian s\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p th\u1ed1ng k\u00ea ti\u00ean ti\u1ebfn \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n trong giai \u0111o\u1ea1n 2019-2022.\n\nK\u1ef9 s\u01b0 t\u00e0i ch\u00ednh Alex Roberts \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t h\u1ec7 th\u1ed1ng h\u1ecdc m\u00e1y t\u1eadp trung c\u1ee5 th\u1ec3 v\u00e0o c\u1ed5 phi\u1ebfu Apple ph\u00e2n t\u00edch 27 n\u0103m d\u1eef li\u1ec7u gi\u00e1 h\u00e0ng ng\u00e0y (1994-2021). Thu\u1eadt to\u00e1n c\u1ee7a anh x\u00e1c \u0111\u1ecbnh 94 m\u1eabu l\u1eb7p l\u1ea1i li\u00ean quan \u0111\u1ebfn chu k\u1ef3 c\u00f4ng b\u1ed1 s\u1ea3n ph\u1ea9m, b\u00e1o c\u00e1o thu nh\u1eadp, v\u00e0 c\u00e1c thay \u0111\u1ed5i kinh t\u1ebf v\u0129 m\u00f4 \u0111\u00e3 li\u00ean t\u1ee5c \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn bi\u1ebfn \u0111\u1ed9ng gi\u00e1 c\u1ee7a Apple v\u1edbi \u00fd ngh\u0129a th\u1ed1ng k\u00ea (p-value <0.05).\n
    \n\n\n\n\n\n\n\n\n\n
    Danh M\u1ee5c M\u1eabu<\/th>\nPh\u00e2n T\u00edch K\u1ef9 Thu\u1eadt Truy\u1ec1n Th\u1ed1ng<\/th>\nPh\u00e1t Hi\u1ec7n H\u1ecdc M\u00e1y<\/th>\nGi\u00e1 Tr\u1ecb D\u1ef1 \u0110o\u00e1n<\/th>\n<\/tr>\n<\/thead>\n
    Chu K\u1ef3 S\u1ea3n Ph\u1ea9m<\/td>\nXu h\u01b0\u1edbng m\u00f9a \u0111\u01a1n gi\u1ea3n v\u00e0 ph\u1ea3n \u1ee9ng s\u1ef1 ki\u1ec7n<\/td>\n17 m\u1eabu kh\u00e1c bi\u1ec7t li\u00ean quan \u0111\u1ebfn c\u00e1c danh m\u1ee5c s\u1ea3n ph\u1ea9m kh\u00e1c nhau v\u00e0 th\u1eddi gian c\u00f4ng b\u1ed1, v\u1edbi 23 bi\u1ebfn th\u1ec3 ph\u1ee5<\/td>\nCh\u00ednh x\u00e1c 68.3% cho c\u00e1c \u0111\u1ed9ng th\u00e1i sau c\u00f4ng b\u1ed1 30 ng\u00e0y v\u1edbi l\u1ee3i nhu\u1eadn trung b\u00ecnh $8,240 tr\u00ean m\u1ed7i $100K \u0111\u1ea7u t\u01b0<\/td>\n<\/tr>\n
    Ph\u1ea3n \u1ee8ng Thu Nh\u1eadp<\/td>\nK\u1ef3 v\u1ecdng bi\u1ebfn \u0111\u1ed9ng c\u01a1 b\u1ea3n v\u00e0 ph\u00e2n t\u00edch kho\u1ea3ng tr\u1ed1ng<\/td>\n23 m\u1eabu ph\u1ea3n \u1ee9ng thu nh\u1eadp \u0111\u1ed9c \u0111\u00e1o d\u1ef1a tr\u00ean 12 ch\u1ec9 s\u1ed1 thu nh\u1eadp v\u00e0 8 y\u1ebfu t\u1ed1 h\u01b0\u1edbng d\u1eabn<\/td>\nCh\u00ednh x\u00e1c 72.7% cho h\u01b0\u1edbng gi\u00e1 sau thu nh\u1eadp 7 ng\u00e0y v\u1edbi l\u1ee3i nhu\u1eadn trung b\u00ecnh $3,820 tr\u00ean m\u1ed7i $100K \u0111\u1ea7u t\u01b0<\/td>\n<\/tr>\n
    T\u01b0\u01a1ng T\u00e1c Ch\u1ebf \u0110\u1ed9 Th\u1ecb Tr\u01b0\u1eddng<\/td>\nT\u01b0\u01a1ng quan chung v\u1edbi c\u00e1c ch\u1ec9 s\u1ed1 th\u1ecb tr\u01b0\u1eddng r\u1ed9ng<\/td>\n9 ch\u1ebf \u0111\u1ed9 th\u1ecb tr\u01b0\u1eddng kh\u00e1c bi\u1ec7t v\u1edbi c\u00e1c m\u1eabu h\u00e0nh vi c\u1ee5 th\u1ec3 c\u1ee7a Apple v\u00e0 31 ch\u1ec9 b\u00e1o chuy\u1ec3n ti\u1ebfp<\/td>\nCh\u00ednh x\u00e1c 64.2% cho c\u00e1c \u0111\u1ed9ng th\u00e1i c\u1ee5 th\u1ec3 c\u1ee7a ch\u1ebf \u0111\u1ed9 v\u1edbi l\u1ee3i nhu\u1eadn trung b\u00ecnh $5,130 tr\u00ean m\u1ed7i $100K \u0111\u1ea7u t\u01b0<\/td>\n<\/tr>\n
    M\u1ed1i Quan H\u1ec7 Kh\u1ed1i L\u01b0\u1ee3ng-Gi\u00e1<\/td>\nC\u00e1c ch\u1ec9 b\u00e1o kh\u1ed1i l\u01b0\u1ee3ng \u0111\u01a1n gi\u1ea3n (OBV, Volume MA, v.v.)<\/td>\n31 m\u1eabu kh\u1ed1i l\u01b0\u1ee3ng ph\u1ee9c t\u1ea1p b\u00e1o hi\u1ec7u ho\u1ea1t \u0111\u1ed9ng c\u1ee7a t\u1ed5 ch\u1ee9c v\u1edbi 17 chu\u1ed7i x\u00e1c nh\u1eadn<\/td>\nCh\u00ednh x\u00e1c 77.4% cho vi\u1ec7c x\u00e1c \u0111\u1ecbnh c\u00e1c giai \u0111o\u1ea1n t\u00edch l\u0169y\/ph\u00e2n ph\u1ed1i v\u1edbi l\u1ee3i nhu\u1eadn trung b\u00ecnh $6,720 tr\u00ean m\u1ed7i $100K \u0111\u1ea7u t\u01b0<\/td>\n<\/tr>\n
    Ch\u1eef K\u00fd Bi\u1ebfn \u0110\u1ed9ng<\/td>\nD\u1ea3i bi\u1ebfn \u0111\u1ed9ng c\u01a1 b\u1ea3n (Bollinger Bands, ATR)<\/td>\n14 chu\u1ed7i m\u1eabu bi\u1ebfn \u0111\u1ed9ng d\u1ef1 \u0111o\u00e1n c\u00e1c \u0111\u1ed9ng th\u00e1i h\u01b0\u1edbng v\u1edbi 9 ch\u1ec9 b\u00e1o \u0111\u1ed9 l\u1edbn<\/td>\nCh\u00ednh x\u00e1c 61.8% cho vi\u1ec7c d\u1ef1 \u0111o\u00e1n h\u01b0\u1edbng \u0111\u1ed9t ph\u00e1 v\u1edbi l\u1ee3i nhu\u1eadn trung b\u00ecnh $4,370 tr\u00ean m\u1ed7i $100K \u0111\u1ea7u t\u01b0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\nH\u1ec7 th\u1ed1ng c\u1ee7a Roberts \u0111\u1ea1t \u0111\u01b0\u1ee3c t\u1ef7 l\u1ec7 ch\u00ednh x\u00e1c t\u1ed5ng th\u1ec3 59.7% cho vi\u1ec7c d\u1ef1 \u0111o\u00e1n bi\u1ebfn \u0111\u1ed9ng gi\u00e1 h\u00e0ng ng\u00e0y c\u1ee7a Apple\u2014v\u01b0\u1ee3t xa m\u1ee9c nhi\u1ec5u th\u1ed1ng k\u00ea 50%. \u0110\u1ed1i v\u1edbi c\u00e1c khung th\u1eddi gian h\u00e0ng tu\u1ea7n, \u0111\u1ed9 ch\u00ednh x\u00e1c t\u0103ng l\u00ean 67.2%, cung c\u1ea5p gi\u00e1 tr\u1ecb \u0111\u00e1ng k\u1ec3 cho c\u00e1c chi\u1ebfn l\u01b0\u1ee3c giao d\u1ecbch ng\u1eafn \u0111\u1ebfn trung h\u1ea1n v\u1edbi l\u1ee3i nhu\u1eadn \u0111\u00e3 \u0111\u01b0\u1ee3c ki\u1ec3m tra ng\u01b0\u1ee3c 118.3% so v\u1edbi 42.1% cho chi\u1ebfn l\u01b0\u1ee3c mua v\u00e0 gi\u1eef trong c\u00f9ng giai \u0111o\u1ea1n (2019-2021).\n\n\"\"H\u1ecdc m\u00e1y v\u01b0\u1ee3t tr\u1ed9i h\u01a1n ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt truy\u1ec1n th\u1ed1ng v\u00ec n\u00f3 kh\u00f4ng d\u1ef1a v\u00e0o c\u00e1c m\u1eabu \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc nh\u01b0 \u0111\u1ea7u v\u00e0 vai ho\u1eb7c m\u1ee9c h\u1ed7 tr\u1ee3,\"\" Roberts gi\u1ea3i th\u00edch trong b\u00e0i b\u00e1o nghi\u00ean c\u1ee9u th\u00e1ng 5 n\u0103m 2022 c\u1ee7a m\u00ecnh \u0111\u01b0\u1ee3c xu\u1ea5t b\u1ea3n tr\u00ean T\u1ea1p ch\u00ed Khoa H\u1ecdc D\u1eef Li\u1ec7u T\u00e0i Ch\u00ednh. \"\"Thay v\u00e0o \u0111\u00f3, n\u00f3 kh\u00e1m ph\u00e1 c\u00e1c m\u1eabu \u0111\u1ed9c \u0111\u00e1o c\u1ee5 th\u1ec3 cho h\u00e0nh vi l\u1ecbch s\u1eed c\u1ee7a Apple m\u00e0 c\u00e1c nh\u00e0 ph\u00e2n t\u00edch con ng\u01b0\u1eddi s\u1ebd kh\u00f4ng bao gi\u1edd x\u00e1c \u0111\u1ecbnh th\u00f4ng qua ph\u00e2n t\u00edch bi\u1ec3u \u0111\u1ed3 th\u00f4ng th\u01b0\u1eddng. V\u00ed d\u1ee5, ch\u00fang t\u00f4i ph\u00e1t hi\u1ec7n m\u1ed9t m\u1eabu nh\u1ea5t qu\u00e1n n\u01a1i Apple c\u00f3 xu h\u01b0\u1edbng k\u00e9m h\u01a1n th\u1ecb tr\u01b0\u1eddng 4.3% trong 12 ng\u00e0y giao d\u1ecbch sau c\u00e1c c\u00f4ng b\u1ed1 s\u1ea3n ph\u1ea9m l\u1edbn c\u00f3 c\u1ea3i ti\u1ebfn gia t\u0103ng thay v\u00ec c\u00e1ch m\u1ea1ng, sau \u0111\u00f3 v\u01b0\u1ee3t tr\u1ed9i h\u01a1n trung b\u00ecnh 8.3% trong 31 ng\u00e0y giao d\u1ecbch ti\u1ebfp theo\u2014m\u1ed9t m\u1eabu v\u00f4 h\u00ecnh \u0111\u1ed1i v\u1edbi c\u00e1c ch\u1ec9 b\u00e1o k\u1ef9 thu\u1eadt truy\u1ec1n th\u1ed1ng nh\u01b0ng li\u00ean t\u1ee5c c\u00f3 l\u1ee3i nhu\u1eadn khi \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh v\u00e0 giao d\u1ecbch b\u1eb1ng thu\u1eadt to\u00e1n.\"\"\n\nC\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ef1 h\u1ecfi khi n\u00e0o c\u1ed5 phi\u1ebfu Apple s\u1ebd t\u0103ng c\u00f3 th\u1ec3 h\u01b0\u1edfng l\u1ee3i t\u1eeb c\u00e1c th\u00f4ng tin chi ti\u1ebft t\u1eeb h\u1ecdc m\u00e1y b\u1eb1ng c\u00e1ch hi\u1ec3u c\u00e1c m\u1eabu l\u1ecbch s\u1eed n\u00e0y v\u00e0 \u0111\u1ed9 tin c\u1eady th\u1ed1ng k\u00ea c\u1ee7a ch\u00fang. C\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 Pocket Option hi\u1ec7n t\u00edch h\u1ee3p nh\u1eadn di\u1ec7n m\u1eabu d\u1ef1a tr\u00ean h\u1ecdc m\u00e1y v\u00e0o c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt c\u1ee7a h\u1ecd, cho ph\u00e9p c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb x\u00e1c \u0111\u1ecbnh c\u00e1c thi\u1ebft l\u1eadp c\u00f3 x\u00e1c su\u1ea5t cao d\u1ef1a tr\u00ean c\u00e1c m\u1eabu h\u00e0nh vi l\u1ecbch s\u1eed c\u1ee7a Apple v\u1edbi c\u00e1c khung th\u1eddi gian t\u00f9y ch\u1ec9nh t\u1eeb 3 ng\u00e0y \u0111\u1ebfn 6 th\u00e1ng.\n

    D\u1eef Li\u1ec7u Thay Th\u1ebf: C\u00e1c Bi\u1ebfn S\u1ed1 \u1ea8n \u0110ang Th\u00fac \u0110\u1ea9y Hi\u1ec7u Su\u1ea5t C\u1ee7a Apple<\/h2>\nNgo\u00e0i c\u00e1c ch\u1ec9 s\u1ed1 t\u00e0i ch\u00ednh truy\u1ec1n th\u1ed1ng v\u00e0 c\u00e1c m\u1eabu gi\u00e1, d\u1eef li\u1ec7u thay th\u1ebf \u0111\u00e3 n\u1ed5i l\u00ean nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n li\u1ec7u c\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng. D\u1eef li\u1ec7u thay th\u1ebf bao g\u1ed3m c\u00e1c ngu\u1ed3n th\u00f4ng tin kh\u00f4ng th\u00f4ng th\u01b0\u1eddng cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft v\u1ec1 hi\u1ec7u su\u1ea5t c\u1ee7a Apple 30-120 ng\u00e0y tr\u01b0\u1edbc khi ch\u00fang xu\u1ea5t hi\u1ec7n trong b\u00e1o c\u00e1o t\u00e0i ch\u00ednh ho\u1eb7c tr\u1edf n\u00ean r\u00f5 r\u00e0ng th\u00f4ng qua ph\u00e2n t\u00edch th\u00f4ng th\u01b0\u1eddng.\n\nNh\u00e0 ph\u00e2n t\u00edch \u0111\u1ea7u t\u01b0 Jennifer Williams \u0111\u00e3 chuy\u00ean v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u thay th\u1ebf cho c\u1ed5 phi\u1ebfu c\u00f4ng ngh\u1ec7 t\u1eeb n\u0103m 2017 v\u00e0 x\u00e1c \u0111\u1ecbnh m\u1ed9t s\u1ed1 danh m\u1ee5c d\u1eef li\u1ec7u c\u00f3 gi\u00e1 tr\u1ecb d\u1ef1 \u0111o\u00e1n \u0111\u00e1ng k\u1ec3 cho Apple, \u0111\u01b0\u1ee3c \u0111o b\u1eb1ng h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan v\u00e0 th\u1eddi gian d\u1eabn \u0111\u1ea7u:\n
    \n\n\n\n\n\n\n\n\n\n
    Danh M\u1ee5c D\u1eef Li\u1ec7u Thay Th\u1ebf<\/th>\nT\u01b0\u01a1ng \u0110\u01b0\u01a1ng D\u1eef Li\u1ec7u Truy\u1ec1n Th\u1ed1ng<\/th>\nL\u1ee3i Th\u1ebf Th\u1eddi Gian D\u1eabn \u0110\u1ea7u<\/th>\nTh\u00e1ch Th\u1ee9c Tri\u1ec3n Khai<\/th>\n<\/tr>\n<\/thead>\n
    Xu H\u01b0\u1edbng Doanh Thu Nh\u00e0 Ph\u00e1t Tri\u1ec3n App Store (143 qu\u1ed1c gia, h\u00e0ng ng\u00e0y)<\/td>\nB\u00e1o C\u00e1o Doanh Thu D\u1ecbch V\u1ee5 (h\u00e0ng qu\u00fd)<\/td>\n45-60 ng\u00e0y tr\u01b0\u1edbc thu nh\u1eadp (r=0.83)<\/td>\nY\u00eau c\u1ea7u API chuy\u00ean bi\u1ec7t v\u00e0 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng x\u1eed l\u00fd d\u1eef li\u1ec7u ($8K-$15K h\u00e0ng th\u00e1ng)<\/td>\n<\/tr>\n
    D\u1eef Li\u1ec7u C\u1ea3m Bi\u1ebfn Chu\u1ed7i Cung \u1ee8ng (38 c\u01a1 s\u1edf, h\u00e0ng gi\u1edd)<\/td>\nB\u00e1o C\u00e1o Doanh Thu S\u1ea3n Ph\u1ea9m (h\u00e0ng qu\u00fd)<\/td>\n30-75 ng\u00e0y tr\u01b0\u1edbc thu nh\u1eadp (r=0.76)<\/td>\nC\u00e1c \u0111\u0103ng k\u00fd d\u1eef li\u1ec7u \u0111\u1eaft \u0111\u1ecf th\u01b0\u1eddng c\u00f3 gi\u00e1 $25K-$50K h\u00e0ng th\u00e1ng<\/td>\n<\/tr>\n
    Ph\u00e2n T\u00edch \u0110\u01a1n Xin B\u1eb1ng S\u00e1ng Ch\u1ebf (t\u1ea5t c\u1ea3 c\u00e1c h\u1ed3 s\u01a1 t\u1eeb n\u0103m 2000)<\/td>\nB\u00e1o C\u00e1o Chi Ph\u00ed R&D (h\u00e0ng qu\u00fd)<\/td>\n12-18 th\u00e1ng tr\u01b0\u1edbc c\u00e1c c\u00f4ng b\u1ed1 s\u1ea3n ph\u1ea9m (r=0.62)<\/td>\nY\u00eau c\u1ea7u chuy\u00ean m\u00f4n k\u1ef9 thu\u1eadt trong 14 l\u0129nh v\u1ef1c k\u1ef9 thu\u1eadt \u0111\u1ec3 di\u1ec5n gi\u1ea3i \u0111\u00fang<\/td>\n<\/tr>\n
    Ph\u00e2n T\u00edch T\u00e2m L\u00fd Nh\u00e2n Vi\u00ean (17 n\u1ec1n t\u1ea3ng, h\u00e0ng ng\u00e0y)<\/td>\nB\u00ecnh Lu\u1eadn C\u1ee7a Gi\u00e1m \u0110\u1ed1c (h\u00e0ng qu\u00fd)<\/td>\n3-6 th\u00e1ng tr\u01b0\u1edbc c\u00e1c thay \u0111\u1ed5i t\u1ed5 ch\u1ee9c (r=0.58)<\/td>\nGi\u1edbi h\u1ea1n \u1edf ph\u1ea3n h\u1ed3i \u1ea9n danh t\u1ed5ng h\u1ee3p v\u1edbi tu\u00e2n th\u1ee7 ph\u00e1p l\u00fd c\u1ea9n th\u1eadn<\/td>\n<\/tr>\n
    H\u00ecnh \u1ea2nh V\u1ec7 Tinh C\u1ee7a C\u00e1c C\u01a1 S\u1edf S\u1ea3n Xu\u1ea5t (42 ch\u1ec9 s\u1ed1, h\u00e0ng ng\u00e0y)<\/td>\nH\u01b0\u1edbng D\u1eabn S\u1ea3n L\u01b0\u1ee3ng S\u1ea3n Xu\u1ea5t (h\u00e0ng qu\u00fd)<\/td>\n21-35 ng\u00e0y tr\u01b0\u1edbc c\u00e1c b\u00e1o c\u00e1o v\u1eadn chuy\u1ec3n (r=0.79)<\/td>\nChi ph\u00ed cao ($30K-$75K h\u00e0ng th\u00e1ng) v\u00e0 y\u00eau c\u1ea7u ph\u00e2n t\u00edch th\u1ecb gi\u00e1c m\u00e1y t\u00ednh tinh vi<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\nS\u1ee9c m\u1ea1nh c\u1ee7a d\u1eef li\u1ec7u thay th\u1ebf n\u1eb1m \u1edf kh\u1ea3 n\u0103ng cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft h\u01b0\u1edbng t\u1edbi t\u01b0\u01a1ng lai m\u00e0 ph\u00e2n t\u00edch t\u00e0i ch\u00ednh truy\u1ec1n th\u1ed1ng kh\u00f4ng th\u1ec3 n\u1eafm b\u1eaft. \"\"Khi ph\u00e2n t\u00edch Apple, d\u1eef li\u1ec7u thay th\u1ebf mang l\u1ea1i cho b\u1ea1n l\u1ee3i th\u1ebf c\u1ea1nh tranh b\u1eb1ng c\u00e1ch ti\u1ebft l\u1ed9 th\u1ef1c t\u1ebf ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00f4ng ty tr\u01b0\u1edbc khi n\u00f3 xu\u1ea5t hi\u1ec7n trong c\u00e1c b\u00e1o c\u00e1o h\u00e0ng qu\u00fd,\"\" Williams gi\u1ea3i th\u00edch trong b\u00e0i thuy\u1ebft tr\u00ecnh th\u00e1ng 2 n\u0103m 2023 c\u1ee7a m\u00ecnh t\u1ea1i H\u1ed9i ngh\u1ecb \u0110\u1ea7u T\u01b0 \u0110\u1ecbnh L\u01b0\u1ee3ng. \"\"V\u00ed d\u1ee5, theo d\u00f5i ho\u1ea1t \u0111\u1ed9ng d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t iPhone th\u00f4ng qua c\u00e1c b\u00e1o c\u00e1o c\u1ee7a nh\u00e0 cung c\u1ea5p v\u00e0 h\u00ecnh \u1ea3nh v\u1ec7 tinh cho ph\u00e9p ch\u00fang t\u00f4i x\u00e1c \u0111\u1ecbnh c\u00e1c \u0111\u1ee3t t\u0103ng c\u01b0\u1eddng s\u1ea3n xu\u1ea5t cho iPhone 13 ba th\u00e1ng tr\u01b0\u1edbc khi ra m\u1eaft, d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c doanh s\u1ed1 ban \u0111\u1ea7u m\u1ea1nh h\u01a1n d\u1ef1 ki\u1ebfn l\u00e0 27.3 tri\u1ec7u \u0111\u01a1n v\u1ecb so v\u1edbi s\u1ef1 \u0111\u1ed3ng thu\u1eadn c\u1ee7a nh\u00e0 ph\u00e2n t\u00edch l\u00e0 24.8 tri\u1ec7u.\"\"\n\nTrong khi nhi\u1ec1u ngu\u1ed3n d\u1eef li\u1ec7u thay th\u1ebf t\u1eebng ch\u1ec9 c\u00f3 s\u1eb5n cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ed5 ch\u1ee9c v\u1edbi ng\u00e2n s\u00e1ch nghi\u00ean c\u1ee9u h\u00e0ng tri\u1ec7u \u0111\u00f4 la, s\u1ef1 d\u00e2n ch\u1ee7 h\u00f3a c\u00e1c kh\u1ea3 n\u0103ng n\u00e0y \u0111\u00e3 t\u0103ng t\u1ed1c t\u1eeb n\u0103m 2021. C\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb hi\u1ec7n c\u00f3 th\u1ec3 truy c\u1eadp m\u1ed9t s\u1ed1 th\u00f4ng tin chi ti\u1ebft t\u1eeb d\u1eef li\u1ec7u thay th\u1ebf th\u00f4ng qua c\u00e1c n\u1ec1n t\u1ea3ng chuy\u00ean bi\u1ec7t t\u1ed5ng h\u1ee3p c\u00e1c t\u00edn hi\u1ec7u n\u00e0y th\u00e0nh c\u00e1c ch\u1ec9 s\u1ed1 c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng b\u1eaft \u0111\u1ea7u t\u1eeb $97-$249 h\u00e0ng th\u00e1ng, m\u1ed9t ph\u1ea7n nh\u1ecf so v\u1edbi chi ph\u00ed c\u1ee7a t\u1ed5 ch\u1ee9c.\n

    C\u00e1c Ch\u1ec9 S\u1ed1 Kinh T\u1ebf \u1ee8ng D\u1ee5ng: C\u1eeda S\u1ed5 V\u00e0o H\u1ec7 Sinh Th\u00e1i C\u1ee7a Apple<\/h3>\nTrong s\u1ed1 c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u thay th\u1ebf, c\u00e1c ch\u1ec9 s\u1ed1 App Store \u0111\u00e3 ch\u1ee9ng minh \u0111\u1eb7c bi\u1ec7t c\u00f3 gi\u00e1 tr\u1ecb cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 Apple, v\u1edbi h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan t\u1eeb 0.73-0.89 v\u1edbi hi\u1ec7u su\u1ea5t c\u1ed5 phi\u1ebfu sau \u0111\u00f3. Nh\u00e0 ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m v\u00e0 nh\u00e0 \u0111\u1ea7u t\u01b0 David Chen \u0111\u00e3 t\u1ea1o ra m\u1ed9t h\u1ec7 th\u1ed1ng chuy\u00ean bi\u1ec7t \u0111\u1ec3 theo d\u00f5i c\u00e1c ch\u1ec9 s\u1ed1 kinh t\u1ebf \u1ee9ng d\u1ee5ng tr\u00ean h\u1ec7 sinh th\u00e1i c\u1ee7a Apple v\u00e0o n\u0103m 2018, cung c\u1ea5p c\u00e1c t\u00edn hi\u1ec7u s\u1edbm v\u1ec1 s\u1ee9c kh\u1ecfe c\u1ee7a doanh nghi\u1ec7p d\u1ecbch v\u1ee5 c\u1ee7a Apple\u2014\u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t \u0111\u1ed9ng l\u1ef1c ng\u00e0y c\u00e0ng quan tr\u1ecdng cho \u0111\u1ecbnh gi\u00e1 c\u1ee7a c\u00f4ng ty, t\u0103ng t\u1eeb 8% doanh thu v\u00e0o n\u0103m 2015 l\u00ean 23.7% v\u00e0o n\u0103m 2022.\n\nH\u1ec7 th\u1ed1ng c\u1ee7a Chen gi\u00e1m s\u00e1t m\u1ed9t s\u1ed1 ch\u1ec9 s\u1ed1 ch\u00ednh c\u00f3 gi\u00e1 tr\u1ecb d\u1ef1 \u0111o\u00e1n \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh tr\u00ean 174 qu\u1ed1c gia v\u00e0 23 danh m\u1ee5c \u1ee9ng d\u1ee5ng:\n
    \n\n\n\n\n\n\n\n\n\n
    Ch\u1ec9 S\u1ed1 Kinh T\u1ebf \u1ee8ng D\u1ee5ng<\/th>\n\u0110o L\u01b0\u1eddng G\u00ec<\/th>\nT\u01b0\u01a1ng Quan V\u1edbi Doanh Thu D\u1ecbch V\u1ee5 C\u1ee7a Apple<\/th>\nTh\u1eddi Gian D\u1eabn \u0110\u1ea7u<\/th>\n<\/tr>\n<\/thead>\n
    T\u0103ng Tr\u01b0\u1edfng Doanh Thu 200 \u1ee8ng D\u1ee5ng H\u00e0ng \u0110\u1ea7u (h\u00e0ng ng\u00e0y)<\/td>\nS\u1ee9c kh\u1ecfe c\u1ee7a h\u1ec7 sinh th\u00e1i \u1ee9ng d\u1ee5ng cao c\u1ea5p tr\u00ean 23 danh m\u1ee5c<\/td>\nH\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.83 (r=0.83, p<0.001)<\/td>\n45 ng\u00e0y tr\u01b0\u1edbc b\u00e1o c\u00e1o h\u00e0ng qu\u00fd v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c h\u01b0\u1edbng 91.2%<\/td>\n<\/tr>\n
    Gi\u1eef Ch\u00e2n Nh\u00f3m \u1ee8ng D\u1ee5ng \u0110\u0103ng K\u00fd (30\/60\/90 ng\u00e0y)<\/td>\n\u0110\u1ed9 b\u00e1m d\u00ednh c\u1ee7a doanh thu d\u1ecbch v\u1ee5 tr\u00ean 17 danh m\u1ee5c \u0111\u0103ng k\u00fd<\/td>\nH\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.79 (r=0.79, p<0.001)<\/td>\n60 ng\u00e0y tr\u01b0\u1edbc b\u00e1o c\u00e1o h\u00e0ng qu\u00fd v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c h\u01b0\u1edbng 87.3%<\/td>\n<\/tr>\n
    T\u0103ng Tr\u01b0\u1edfng H\u1ec7 Sinh Th\u00e1i Nh\u00e0 Ph\u00e1t Tri\u1ec3n (\u0111\u1ec7 tr\u00ecnh m\u1edbi, c\u1eadp nh\u1eadt)<\/td>\nS\u1ee9c h\u1ea5p d\u1eabn c\u1ee7a n\u1ec1n t\u1ea3ng \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 s\u00e1ng t\u1ea1o \u0111\u01b0\u1ee3c \u0111o b\u1eb1ng 14 ch\u1ec9 s\u1ed1 t\u01b0\u01a1ng t\u00e1c<\/td>\nH\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.67 (r=0.67, p<0.01)<\/td>\n90-120 ng\u00e0y tr\u01b0\u1edbc t\u00e1c \u0111\u1ed9ng doanh thu v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c h\u01b0\u1edbng 73.8%<\/td>\n<\/tr>\n
    Ki\u1ebfm Ti\u1ec1n \u1ee8ng D\u1ee5ng \u0110a N\u1ec1n T\u1ea3ng (so v\u1edbi Android)<\/td>\nV\u1ecb th\u1ebf c\u1ea1nh tranh c\u1ee7a Apple \u0111\u01b0\u1ee3c \u0111o tr\u00ean 18 ch\u1ec9 s\u1ed1 song song<\/td>\nH\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.71 (r=0.71, p<0.01)<\/td>\n30-60 ng\u00e0y tr\u01b0\u1edbc c\u00e1c b\u00e1o c\u00e1o th\u1ecb ph\u1ea7n v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c h\u01b0\u1edbng 76.2%<\/td>\n<\/tr>\n
    T\u1ea7n Su\u1ea5t C\u1eadp Nh\u1eadt Trong S\u1ed1 C\u00e1c \u1ee8ng D\u1ee5ng H\u00e0ng \u0110\u1ea7u (h\u00e0ng ng\u00e0y\/h\u00e0ng tu\u1ea7n\/h\u00e0ng th\u00e1ng)<\/td>\n\u0110\u1ea7u t\u01b0 v\u00e0 t\u01b0\u01a1ng t\u00e1c c\u1ee7a nh\u00e0 ph\u00e1t tri\u1ec3n tr\u00ean 9 ch\u1ec9 s\u1ed1 s\u1ee9c s\u1ed1ng<\/td>\nH\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.64 (r=0.64, p<0.01)<\/td>\n120-180 ng\u00e0y tr\u01b0\u1edbc c\u00e1c ch\u1ec9 s\u1ed1 s\u1ee9c kh\u1ecfe n\u1ec1n t\u1ea3ng v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c h\u01b0\u1edbng 68.9%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n\"\"C\u00e1c ch\u1ec9 s\u1ed1 kinh t\u1ebf \u1ee9ng d\u1ee5ng cung c\u1ea5p c\u00e1i nh\u00ecn th\u1eddi gian th\u1ef1c v\u1ec1 s\u1ee9c kh\u1ecfe c\u1ee7a h\u1ec7 sinh th\u00e1i Apple m\u00e0 c\u00e1c b\u00e1o c\u00e1o h\u00e0ng qu\u00fd kh\u00f4ng th\u1ec3 s\u00e1nh k\u1ecbp,\"\" Chen gi\u1ea3i th\u00edch trong th\u01b0 g\u1eedi nh\u00e0 \u0111\u1ea7u t\u01b0 th\u00e1ng 12 n\u0103m 2022 c\u1ee7a m\u00ecnh. \"\"Khi ch\u00fang t\u00f4i th\u1ea5y s\u1ef1 t\u0103ng tr\u01b0\u1edfng nh\u1ea5t qu\u00e1n trong doanh thu c\u1ee7a nh\u00e0 ph\u00e1t tri\u1ec3n v\u00e0 t\u1ef7 l\u1ec7 gi\u1eef ch\u00e2n \u0111\u0103ng k\u00fd m\u1ea1nh tr\u00ean 72% cho nh\u00f3m 60 ng\u00e0y, n\u00f3 th\u01b0\u1eddng b\u00e1o tr\u01b0\u1edbc s\u1ef1 t\u0103ng t\u1ed1c trong t\u0103ng tr\u01b0\u1edfng doanh thu d\u1ecbch v\u1ee5 trong 45-60 ng\u00e0y. Ng\u01b0\u1ee3c l\u1ea1i, c\u00e1c ch\u1ec9 s\u1ed1 gi\u1ea3m trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 \u0111\u1ec7 tr\u00ecnh c\u1ee7a nh\u00e0 ph\u00e1t tri\u1ec3n ho\u1eb7c t\u1ea7n su\u1ea5t c\u1eadp nh\u1eadt th\u01b0\u1eddng b\u00e1o hi\u1ec7u c\u00e1c th\u00e1ch th\u1ee9c ti\u1ec1m \u1ea9n 3-6 th\u00e1ng tr\u01b0\u1edbc khi ch\u00fang xu\u1ea5t hi\u1ec7n trong b\u00e1o c\u00e1o t\u00e0i ch\u00ednh c\u1ee7a Apple.\"\"\n\n\u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch c\u1ee7a Pocket Option, t\u00edch h\u1ee3p c\u00e1c ch\u1ec9 s\u1ed1 kinh t\u1ebf \u1ee9ng d\u1ee5ng v\u00e0o qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a h\u1ecd th\u00eam m\u1ed9t chi\u1ec1u gi\u00e1 tr\u1ecb v\u01b0\u1ee3t ra ngo\u00e0i ph\u00e2n t\u00edch t\u00e0i ch\u00ednh truy\u1ec1n th\u1ed1ng. C\u00e1c ch\u1ec9 s\u1ed1 n\u00e0y gi\u00fap tr\u1ea3 l\u1eddi kh\u00f4ng ch\u1ec9 li\u1ec7u, m\u00e0 khi n\u00e0o c\u1ed5 phi\u1ebfu Apple s\u1ebd t\u0103ng d\u1ef1a tr\u00ean s\u1ee9c kh\u1ecfe c\u1ee7a doanh nghi\u1ec7p d\u1ecbch v\u1ee5 ng\u00e0y c\u00e0ng quan tr\u1ecdng c\u1ee7a n\u00f3, v\u1ed1n c\u00f3 \u0111\u1ecbnh gi\u00e1 cao h\u01a1n 2.7-3.5 l\u1ea7n so v\u1edbi doanh thu ph\u1ea7n c\u1ee9ng.\n

    Blockchain v\u00e0 H\u1ee3p \u0110\u1ed3ng Th\u00f4ng Minh: Ph\u00e2n T\u00edch C\u1ed5 Phi\u1ebfu Apple Phi T\u1eadp Trung<\/h2>\nM\u1eb7c d\u00f9 \u00edt r\u00f5 r\u00e0ng h\u01a1n ngay l\u1eadp t\u1ee9c so v\u1edbi AI ho\u1eb7c d\u1eef li\u1ec7u thay th\u1ebf, c\u00f4ng ngh\u1ec7 blockchain \u0111ang b\u1eaft \u0111\u1ea7u \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn c\u00e1ch c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00edch li\u1ec7u c\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng. C\u00e1c \u1ee9ng d\u1ee5ng t\u00e0i ch\u00ednh phi t\u1eadp trung (DeFi) v\u00e0 c\u00e1c th\u1ecb tr\u01b0\u1eddng d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean blockchain \u0111ang t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh m\u1edbi cho ph\u00e2n t\u00edch c\u1ed5 phi\u1ebfu Apple d\u1ef1a tr\u00ean \u0111\u00e1m \u0111\u00f4ng v\u1edbi c\u00e1c c\u1ea5u tr\u00fac khuy\u1ebfn kh\u00edch t\u00edch h\u1ee3p th\u01b0\u1edfng cho \u0111\u1ed9 ch\u00ednh x\u00e1c thay v\u00ec kh\u1ed1i l\u01b0\u1ee3ng giao d\u1ecbch ho\u1eb7c m\u1ed1i quan h\u1ec7 kh\u00e1ch h\u00e0ng.\n\nNh\u00e0 nghi\u00ean c\u1ee9u c\u00f4ng ngh\u1ec7 t\u00e0i ch\u00ednh Maria Rodriguez \u0111\u00e3 nghi\u00ean c\u1ee9u c\u00e1c th\u1ecb tr\u01b0\u1eddng d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean blockchain m\u1edbi n\u1ed5i t\u1eeb n\u0103m 2019, t\u1eadp trung v\u00e0o kh\u1ea3 n\u0103ng d\u1ef1 b\u00e1o gi\u00e1 c\u1ed5 phi\u1ebfu c\u1ee7a ch\u00fang. \"\"Ph\u00e2n t\u00edch th\u1ecb tr\u01b0\u1eddng truy\u1ec1n th\u1ed1ng g\u1eb7p ph\u1ea3i m\u1ed9t s\u1ed1 v\u1ea5n \u0111\u1ec1 c\u1ea5u tr\u00fac\u2014xung \u0111\u1ed9t l\u1ee3i \u00edch c\u1ee7a nh\u00e0 ph\u00e2n t\u00edch, h\u00e0nh vi b\u1ea7y \u0111\u00e0n, v\u00e0 thi\u1ebfu tr\u00e1ch nhi\u1ec7m \u0111\u1ed1i v\u1edbi c\u00e1c d\u1ef1 \u0111o\u00e1n sai,\"\" Rodriguez gi\u1ea3i th\u00edch trong b\u00e0i b\u00e1o nghi\u00ean c\u1ee9u th\u00e1ng 3 n\u0103m 2023 c\u1ee7a m\u00ecnh \u0111\u01b0\u1ee3c xu\u1ea5t b\u1ea3n tr\u00ean T\u1ea1p ch\u00ed Kinh T\u1ebf Blockchain. \"\"C\u00e1c th\u1ecb tr\u01b0\u1eddng d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean blockchain gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 n\u00e0y b\u1eb1ng c\u00e1ch t\u1ea1o ra c\u00e1c b\u1ea3n ghi d\u1ef1 \u0111o\u00e1n minh b\u1ea1ch, kh\u00f4ng th\u1ec3 thay \u0111\u1ed5i v\u00e0 t\u1ef1 \u0111\u1ed9ng th\u01b0\u1edfng cho c\u00e1c d\u1ef1 b\u00e1o ch\u00ednh x\u00e1c th\u00f4ng qua h\u1ee3p \u0111\u1ed3ng th\u00f4ng minh, v\u1edbi t\u1ef7 l\u1ec7 ch\u00ednh x\u00e1c \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n t\u1eeb 61.4% l\u00ean 73.2% trong 24 th\u00e1ng qua.\"\"\n\nM\u1ed9t s\u1ed1 n\u1ec1n t\u1ea3ng blockchain \u0111\u00e3 xu\u1ea5t hi\u1ec7n t\u1eeb n\u0103m 2020 t\u1eadp trung c\u1ee5 th\u1ec3 v\u00e0o d\u1ef1 \u0111o\u00e1n gi\u00e1 c\u1ed5 phi\u1ebfu, bao g\u1ed3m c\u00e1c nh\u00f3m d\u1ef1 \u0111o\u00e1n t\u1eadp trung v\u00e0o Apple \u0111\u00e1ng k\u1ec3:\n
    \n\n\n\n\n\n\n\n\n\n
    C\u01a1 Ch\u1ebf D\u1ef1 \u0110o\u00e1n Blockchain<\/th>\nT\u01b0\u01a1ng \u0110\u01b0\u01a1ng Truy\u1ec1n Th\u1ed1ng<\/th>\nL\u1ee3i Th\u1ebf Ch\u00ednh<\/th>\nH\u1ea1n Ch\u1ebf Hi\u1ec7n T\u1ea1i<\/th>\n<\/tr>\n<\/thead>\n
    Th\u1ecb Tr\u01b0\u1eddng D\u1ef1 \u0110o\u00e1n \u0110\u01b0\u1ee3c Token H\u00f3a (7 n\u1ec1n t\u1ea3ng ch\u00ednh)<\/td>\nM\u1ee5c Ti\u00eau Gi\u00e1 C\u1ee7a Nh\u00e0 Ph\u00e2n T\u00edch (s\u1ef1 \u0111\u1ed3ng thu\u1eadn c\u1ee7a Wall Street)<\/td>\nKhuy\u1ebfn kh\u00edch t\u00e0i ch\u00ednh tr\u1ef1c ti\u1ebfp cho \u0111\u1ed9 ch\u00ednh x\u00e1c ($3.7M t\u1ed5ng ph\u1ea7n th\u01b0\u1edfng 2022); Kh\u00f4ng c\u00f3 thi\u00ean v\u1ecb t\u1ed5 ch\u1ee9c ho\u1eb7c xung \u0111\u1ed9t m\u1ed1i quan h\u1ec7 ng\u00e2n h\u00e0ng<\/td>\nNh\u00f3m ng\u01b0\u1eddi tham gia nh\u1ecf h\u01a1n (42,800 so v\u1edbi h\u00e0ng tri\u1ec7u nh\u00e0 giao d\u1ecbch); S\u1ef1 kh\u00f4ng ch\u1eafc ch\u1eafn v\u1ec1 quy \u0111\u1ecbnh \u1edf m\u1ed9t s\u1ed1 khu v\u1ef1c ph\u00e1p l\u00fd<\/td>\n<\/tr>\n
    Oracles Tr\u00ed Tu\u1ec7 \u0110\u00e1m \u0110\u00f4ng (5 m\u1ea1ng ch\u00ednh)<\/td>\nKh\u1ea3o S\u00e1t T\u00e2m L\u00fd Th\u1ecb Tr\u01b0\u1eddng (AAII, v.v.)<\/td>\nCh\u1ed1ng l\u1ea1i s\u1ef1 thao t\u00fang th\u00f4ng qua x\u00e1c minh m\u1eadt m\u00e3; T\u1ed5ng h\u1ee3p c\u00e1c quan \u0111i\u1ec3m \u0111a d\u1ea1ng t\u1eeb h\u01a1n 28,400 ng\u01b0\u1eddi tham gia to\u00e0n c\u1ea7u<\/td>\nKinh t\u1ebf h\u1ecdc token ph\u1ee9c t\u1ea1p y\u00eau c\u1ea7u ki\u1ebfn th\u1ee9c t\u00e0i ch\u00ednh; R\u00e0o c\u1ea3n k\u1ef9 thu\u1eadt cho ng\u01b0\u1eddi d\u00f9ng kh\u00f4ng ph\u1ea3i crypto<\/td>\n<\/tr>\n
    Ph\u00e2n T\u00edch K\u1ef9 Thu\u1eadt Tr\u00ean Chu\u1ed7i (3 giao th\u1ee9c ch\u00ednh)<\/td>\nC\u00e1c Ch\u1ec9 B\u00e1o K\u1ef9 Thu\u1eadt (RSI, MACD, v.v.)<\/td>\nPh\u01b0\u01a1ng ph\u00e1p minh b\u1ea1ch v\u1edbi ki\u1ec3m to\u00e1n m\u00e3 kh\u00f4ng th\u1ec3 thay \u0111\u1ed5i; Hi\u1ec7u su\u1ea5t l\u1ecbch s\u1eed c\u00f3 th\u1ec3 x\u00e1c minh v\u1edbi h\u01a1n 17,300 b\u1ea3n ghi d\u1ef1 \u0111o\u00e1n<\/td>\nT\u00edch h\u1ee3p h\u1ea1n ch\u1ebf v\u1edbi d\u1eef li\u1ec7u thay th\u1ebf; C\u00f4ng ngh\u1ec7 m\u1edbi v\u1edbi h\u1ed3 s\u01a1 theo d\u00f5i 2.3 n\u0103m<\/td>\n<\/tr>\n
    D\u1ef1 B\u00e1o \u0110\u01b0\u1ee3c \u0110\u1eb7t C\u01b0\u1ee3c Uy T\u00edn (4 n\u1ec1n t\u1ea3ng ch\u00ednh)<\/td>\nB\u00ecnh Lu\u1eadn Chuy\u00ean Gia (c\u00e1c nh\u00e0 ph\u00e2n t\u00edch TV, b\u1ea3n tin)<\/td>\nTr\u00e1ch nhi\u1ec7m th\u00f4ng qua x\u00e1c minh blockchain; Theo d\u00f5i hi\u1ec7u su\u1ea5t tr\u00ean h\u01a1n 73,600 d\u1ef1 \u0111o\u00e1n l\u1ecbch s\u1eed<\/td>\nY\u00eau c\u1ea7u tham gia t\u00edch c\u1ef1c v\u00e0o h\u1ec7 sinh th\u00e1i; \u0110\u01b0\u1eddng cong h\u1ecdc t\u1eadp v\u1edbi h\u01a1n 14 tham s\u1ed1 qu\u1ea3n tr\u1ecb<\/td>\n<\/tr>\n
    DAO Nghi\u00ean C\u1ee9u Phi T\u1eadp Trung (6 t\u1ed5 ch\u1ee9c ho\u1ea1t \u0111\u1ed9ng)<\/td>\nC\u00e1c Ph\u00f2ng Nghi\u00ean C\u1ee9u (c\u00e1c ng\u00e2n h\u00e0ng \u0111\u1ea7u t\u01b0)<\/td>\nPh\u00e2n t\u00edch \u0111\u00e1m \u0111\u00f4ng t\u1eeb h\u01a1n 3,700 ng\u01b0\u1eddi \u0111\u00f3ng g\u00f3p; Khuy\u1ebfn kh\u00edch ph\u00f9 h\u1ee3p cho nghi\u00ean c\u1ee9u ch\u1ea5t l\u01b0\u1ee3ng v\u1edbi $14.2M \u0111\u01b0\u1ee3c ph\u00e2n ph\u1ed1i<\/td>\nTh\u00e1ch th\u1ee9c qu\u1ea3n tr\u1ecb v\u1edbi ra quy\u1ebft \u0111\u1ecbnh phi t\u1eadp trung; Ch\u1ea5t l\u01b0\u1ee3ng nghi\u00ean c\u1ee9u kh\u00f4ng nh\u1ea5t qu\u00e1n tr\u00ean h\u01a1n 23 danh m\u1ee5c \u0111\u1ea7u ra<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\nK\u1ebft qu\u1ea3 ban \u0111\u1ea7u t\u1eeb c\u00e1c h\u1ec7 th\u1ed1ng d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean blockchain n\u00e0y cho th\u1ea5y tri\u1ec3n v\u1ecdng cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u00ecm ki\u1ebfm ph\u00e2n t\u00edch Apple thay th\u1ebf. \"\"Ch\u00fang t\u00f4i \u0111\u00e3 ph\u00e2n t\u00edch hi\u1ec7u su\u1ea5t c\u1ee7a ba th\u1ecb tr\u01b0\u1eddng d\u1ef1 \u0111o\u00e1n phi t\u1eadp trung l\u1edbn nh\u1ea5t t\u1eadp trung v\u00e0o c\u1ed5 phi\u1ebfu Apple v\u00e0 nh\u1eadn th\u1ea5y c\u00e1c d\u1ef1 b\u00e1o \u0111\u1ed3ng thu\u1eadn c\u1ee7a h\u1ecd v\u01b0\u1ee3t tr\u1ed9i h\u01a1n c\u00e1c nh\u00e0 ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng c\u1ee7a Wall Street 12.7% trong 12 th\u00e1ng qua k\u1ebft th\u00fac v\u00e0o th\u00e1ng 2 n\u0103m 2023,\"\" Rodriguez l\u01b0u \u00fd trong b\u00e0i thuy\u1ebft tr\u00ecnh th\u00e1ng 4 n\u0103m 2023 c\u1ee7a m\u00ecnh t\u1ea1i H\u1ed9i ngh\u1ecb Blockchain MIT. \"\"S\u1ef1 ph\u00f9 h\u1ee3p khuy\u1ebfn kh\u00edch d\u01b0\u1eddng nh\u01b0 t\u1ea1o ra ph\u00e2n t\u00edch kh\u00e1ch quan h\u01a1n, \u0111\u1eb7c bi\u1ec7t l\u00e0 xung quanh c\u00e1c s\u1ef1 ki\u1ec7n thu nh\u1eadp n\u01a1i c\u00e1c nh\u00e0 ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng c\u00f3 \u00e1p l\u1ef1c t\u1ed5 ch\u1ee9c \u0111\u1ec3 duy tr\u00ec m\u1ed1i quan h\u1ec7 v\u1edbi c\u00f4ng ty.\"\"\n\nTrong khi ph\u00e2n t\u00edch c\u1ed5 phi\u1ebfu d\u1ef1a tr\u00ean blockchain v\u1eabn c\u00f2n \u1edf giai \u0111o\u1ea1n \u0111\u1ea7u, c\u00f4ng ngh\u1ec7 n\u00e0y cung c\u1ea5p nh\u1eefng l\u1ee3i th\u1ebf \u0111\u1ed9c \u0111\u00e1o b\u1ed5 sung cho c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng v\u00e0 \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI, \u0111\u1eb7c bi\u1ec7t l\u00e0 \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 \u0111\u1ed9c l\u1eadp t\u00ecm ki\u1ebfm c\u00e1c quan \u0111i\u1ec3m kh\u00f4ng thi\u00ean v\u1ecb. \u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 c\u00e2n nh\u1eafc khi n\u00e0o c\u1ed5 phi\u1ebfu Apple s\u1ebd t\u0103ng, c\u00e1c n\u1ec1n t\u1ea3ng phi t\u1eadp trung n\u00e0y cung c\u1ea5p m\u1ed9t quan \u0111i\u1ec3m b\u1ed5 sung kh\u00e1c bi\u1ec7t v\u1ec1 c\u1ea5u tr\u00fac so v\u1edbi c\u00e1c ngu\u1ed3n th\u00f4ng th\u01b0\u1eddng, v\u1edbi c\u00e1c c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u01b0\u1ee3c ghi nh\u1eadn t\u1eeb 8.3-14.7% cho c\u00e1c khung th\u1eddi gian d\u1ef1 \u0111o\u00e1n c\u1ee5 th\u1ec3.\n\nPocket Option \u0111\u00e3 b\u1eaft \u0111\u1ea7u t\u00edch h\u1ee3p c\u00e1c th\u00f4ng tin chi ti\u1ebft t\u1eeb c\u00e1c th\u1ecb tr\u01b0\u1eddng d\u1ef1 \u0111o\u00e1n phi t\u1eadp trung v\u00e0o c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch c\u1ee7a m\u00ecnh, cho ph\u00e9p c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 so s\u00e1nh c\u00e1c d\u1ef1 b\u00e1o \u0111\u1ed3ng thu\u1eadn d\u1ef1a tr\u00ean blockchain v\u1edbi k\u1ef3 v\u1ecdng c\u1ee7a c\u00e1c nh\u00e0 ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng. Quan \u0111i\u1ec3m \u0111a chi\u1ec1u n\u00e0y gi\u00fap x\u00e1c \u0111\u1ecbnh c\u00e1c t\u00ecnh hu\u1ed1ng n\u01a1i c\u00f3 s\u1ef1 b\u1ea5t \u0111\u1ed3ng \u0111\u00e1ng k\u1ec3 gi\u1eefa tr\u00ed tu\u1ec7 th\u00f4ng th\u01b0\u1eddng v\u00e0 tr\u00ed tu\u1ec7 phi t\u1eadp trung\u2014th\u01b0\u1eddng l\u00e0 t\u00edn hi\u1ec7u c\u1ee7a s\u1ef1 kh\u00f4ng hi\u1ec7u qu\u1ea3 th\u1ecb tr\u01b0\u1eddng ti\u1ec1m n\u0103ng v\u1edbi c\u00e1c c\u01a1 h\u1ed9i giao d\u1ecbch c\u00f3 l\u1ee3i nhu\u1eadn.\n

    X\u1eed L\u00fd Ng\u00f4n Ng\u1eef T\u1ef1 Nhi\u00ean: Gi\u1ea3i M\u00e3 C\u00e1c M\u1eabu Giao Ti\u1ebfp C\u1ee7a Apple<\/h2>\nC\u00e1c giao ti\u1ebfp c\u1ee7a Apple\u2014t\u1eeb c\u00e1c cu\u1ed9c g\u1ecdi thu nh\u1eadp \u0111\u1ebfn c\u00e1c c\u00f4ng b\u1ed1 s\u1ea3n ph\u1ea9m\u2014ch\u1ee9a c\u00e1c m\u1eabu ng\u00f4n ng\u1eef tinh t\u1ebf c\u00f3 th\u1ec3 cung c\u1ea5p c\u00e1c t\u00edn hi\u1ec7u s\u1edbm v\u1ec1 qu\u1ef9 \u0111\u1ea1o c\u1ee7a c\u00f4ng ty. C\u00f4ng ngh\u1ec7 X\u1eed L\u00fd Ng\u00f4n Ng\u1eef T\u1ef1 Nhi\u00ean (NLP) \u0111\u00e3 ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng t\u1eeb n\u0103m 2020 \u0111\u1ec3 gi\u1ea3i m\u00e3 c\u00e1c m\u1eabu n\u00e0y v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u00e1ng kinh ng\u1ea1c, cung c\u1ea5p cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 nh\u1eefng th\u00f4ng tin chi ti\u1ebft \u0111\u1ed9c \u0111\u00e1o v\u1ec1 c\u00e1c bi\u1ebfn \u0111\u1ed9ng c\u1ed5 phi\u1ebfu ti\u1ec1m n\u0103ng 15-120 ng\u00e0y tr\u01b0\u1edbc khi c\u00e1c nh\u00e0 ph\u00e2n t\u00edch th\u00f4ng th\u01b0\u1eddng x\u00e1c \u0111\u1ecbnh c\u00f9ng c\u00e1c t\u00edn hi\u1ec7u.\n\nNh\u00e0 ng\u00f4n ng\u1eef h\u1ecdc m\u00e1y t\u00ednh Dr. Robert Chang \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t h\u1ec7 th\u1ed1ng NLP \u0111\u01b0\u1ee3c hi\u1ec7u ch\u1ec9nh c\u1ee5 th\u1ec3 \u0111\u1ec3 ph\u00e2n t\u00edch c\u00e1c giao ti\u1ebfp c\u1ee7a gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh Apple v\u00e0o n\u0103m 2021. H\u1ec7 th\u1ed1ng c\u1ee7a \u00f4ng ki\u1ec3m tra h\u00e0ng ch\u1ee5c ch\u1ec9 s\u1ed1 ng\u00f4n ng\u1eef tr\u00ean 15 n\u0103m b\u1ea3n ghi \u0111\u00e3 ch\u1ee9ng minh \u00fd ngh\u0129a th\u1ed1ng k\u00ea (p<0.05) trong vi\u1ec7c d\u1ef1 \u0111o\u00e1n hi\u1ec7u su\u1ea5t c\u00f4ng ty trong t\u01b0\u01a1ng lai v\u1edbi th\u1eddi gian d\u1eabn \u0111\u1ea7u 30-90 ng\u00e0y.\n
    \n\n\n\n\n\n\n\n\n\n
    Chi\u1ec1u Ng\u00f4n Ng\u1eef<\/th>\n\u0110o L\u01b0\u1eddng G\u00ec<\/th>\nM\u1eabu D\u1ef1 \u0110o\u00e1n<\/th>\n\u00dd Ngh\u0129a Th\u1ed1ng K\u00ea<\/th>\n<\/tr>\n<\/thead>\n
    Ng\u00f4n Ng\u1eef Ch\u1eafc Ch\u1eafn (37 ch\u1ec9 s\u1ed1 \u0111\u01b0\u1ee3c theo d\u00f5i)<\/td>\nS\u1ef1 t\u1ef1 tin c\u1ee7a gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh trong c\u00e1c d\u1ef1 b\u00e1o v\u00e0 h\u01b0\u1edbng d\u1eabn<\/td>\nGi\u1ea3m c\u00e1c ch\u1ec9 s\u1ed1 ch\u1eafc ch\u1eafn (>15% thay \u0111\u1ed5i) b\u00e1o tr\u01b0\u1edbc c\u00e1c l\u1ea7n b\u1ecf l\u1ee1 h\u01b0\u1edbng d\u1eabn trong v\u00f2ng 90 ng\u00e0y (83.7% \u0111\u1ed9 ch\u00ednh x\u00e1c)<\/td>\np < 0.01 (r\u1ea5t c\u00f3 \u00fd ngh\u0129a) v\u1edbi r=0.76 t\u01b0\u01a1ng quan<\/td>\n<\/tr>\n
    C\u00e1c Tuy\u00ean B\u1ed1 T\u1eadp Trung V\u00e0o T\u01b0\u01a1ng Lai (42 ch\u1ec9 s\u1ed1 \u0111\u01b0\u1ee3c theo d\u00f5i)<\/td>\nChi\u1ebfn l\u01b0\u1ee3c v\u00e0 s\u1ef1 r\u00f5 r\u00e0ng c\u1ee7a l\u1ed9 tr\u00ecnh tr\u00ean 7 l\u0129nh v\u1ef1c<\/td>\nT\u0103ng t\u1eadp trung v\u00e0o t\u01b0\u01a1ng lai (>23% thay \u0111\u1ed5i) t\u01b0\u01a1ng quan v\u1edbi c\u00e1c \u0111\u1ed5i m\u1edbi s\u1ea3n ph\u1ea9m s\u1eafp t\u1edbi trong v\u00f2ng 120 ng\u00e0y (71.4% \u0111\u1ed9 ch\u00ednh x\u00e1c)<\/td>\np < 0.05 (c\u00f3 \u00fd ngh\u0129a) v\u1edbi r=0.62 t\u01b0\u01a1ng quan<\/td>\n<\/tr>\n
    Ph\u00e2n C\u1ef1c T\u00e2m L\u00fd (84 ch\u1ec9 s\u1ed1 \u0111\u01b0\u1ee3c theo d\u00f5i)<\/td>\nTone c\u1ea3m x\u00fac c\u1ee7a c\u00e1c giao ti\u1ebfp tr\u00ean 12 chi\u1ec1u<\/td>\nNh\u1eefng thay \u0111\u1ed5i ti\u00eau c\u1ef1c tinh t\u1ebf (>7% thay \u0111\u1ed5i) th\u01b0\u1eddng b\u00e1o tr\u01b0\u1edbc c\u00e1c qu\u00fd kh\u00f3 kh\u0103n trong v\u00f2ng 60 ng\u00e0y (79.2% \u0111\u1ed9 ch\u00ednh x\u00e1c)<\/td>\np < 0.01 (r\u1ea5t c\u00f3 \u00fd ngh\u0129a) v\u1edbi r=0.69 t\u01b0\u01a1ng quan<\/td>\n<\/tr>\n
    \u0110\u1ed9 C\u1ee5 Th\u1ec3 K\u1ef9 Thu\u1eadt (53 ch\u1ec9 s\u1ed1 \u0111\u01b0\u1ee3c theo d\u00f5i)<\/td>\n\u0110\u1ed9 s\u00e2u c\u1ee7a th\u1ea3o lu\u1eadn s\u1ea3n ph\u1ea9m v\u00e0 k\u1ef9 thu\u1eadt tr\u00ean 9 danh m\u1ee5c<\/td>\n\u0110\u1ed9 c\u1ee5 th\u1ec3 cao h\u01a1n (>31% tr\u00ean m\u1ee9c c\u01a1 b\u1ea3n) ch\u1ec9 ra \u0111\u01b0\u1eddng \u1ed1ng \u0111\u1ed5i m\u1edbi m\u1ea1nh h\u01a1n trong v\u00f2ng 180 ng\u00e0y (68.3% \u0111\u1ed9 ch\u00ednh x\u00e1c)<\/td>\np < 0.05 (c\u00f3 \u00fd ngh\u0129a) v\u1edbi r=0.58 t\u01b0\u01a1ng quan<\/td>\n<\/tr>\n
    M\u1eabu Ph\u1ea3n H\u1ed3i C\u00e2u H\u1ecfi (29 ch\u1ec9 s\u1ed1 \u0111\u01b0\u1ee3c theo d\u00f5i)<\/td>\nS\u1ef1 tho\u1ea3i m\u00e1i v\u1edbi c\u00e2u h\u1ecfi c\u1ee7a nh\u00e0 ph\u00e2n t\u00edch tr\u00ean 6 l\u0129nh v\u1ef1c ch\u1ee7 \u0111\u1ec1<\/td>\nM\u1eabu n\u00e9 tr\u00e1nh (>19% t\u0103ng) t\u01b0\u01a1ng quan v\u1edbi c\u00e1c th\u00e1ch th\u1ee9c ch\u01b0a \u0111\u01b0\u1ee3c ti\u1ebft l\u1ed9 trong v\u00f2ng 45 ng\u00e0y (84.6% \u0111\u1ed9 ch\u00ednh x\u00e1c)<\/td>\np < 0.01 (r\u1ea5t c\u00f3 \u00fd ngh\u0129a) v\u1edbi r=0.77 t\u01b0\u01a1ng quan<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n\"\"C\u00e1c gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh c\u1ee7a Apple l\u00e0 nh\u1eefng ng\u01b0\u1eddi giao ti\u1ebfp c\u00f3 k\u1ef7 lu\u1eadt \u0111\u1eb7c bi\u1ec7t, hi\u1ebfm khi l\u1ec7ch kh\u1ecfi c\u00e1c m\u1eabu ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c ch\u1ebf t\u00e1c c\u1ea9n th\u1eadn,\"\" Chang gi\u1ea3i th\u00edch trong b\u00e0i thuy\u1ebft tr\u00ecnh cho nh\u00e0 \u0111\u1ea7u t\u01b0 th\u00e1ng 1 n\u0103m 2023 c\u1ee7a m\u00ecnh. \"\"\u0110i\u1ec1u n\u00e0y l\u00e0m cho c\u00e1c bi\u1ebfn th\u1ec3 tinh t\u1ebf trong c\u00e1c m\u1eabu ng\u00f4n ng\u1eef c\u1ee7a h\u1ecd \u0111\u1eb7c bi\u1ec7t c\u00f3 \u00fd ngh\u0129a khi \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n th\u00f4ng qua ph\u00e2n t\u00edch m\u00e1y t\u00ednh. H\u1ec7 th\u1ed1ng NLP c\u1ee7a ch\u00fang t\u00f4i \u0111\u00e3 ph\u00e1t hi\u1ec7n s\u1ef1 gia t\u0103ng \u0111\u00e1ng k\u1ec3 42.7% trong ng\u00f4n ng\u1eef ch\u1eafc ch\u1eafn trong cu\u1ed9c g\u1ecdi thu nh\u1eadp th\u00e1ng 6 n\u0103m 2020 so v\u1edbi c\u00e1c qu\u00fd tr\u01b0\u1edbc, c\u1ee5 th\u1ec3 l\u00e0 xung quanh t\u0103ng tr\u01b0\u1edfng d\u1ecbch v\u1ee5 v\u00e0 s\u1ee9c m\u1ea1nh h\u1ec7 sinh th\u00e1i. S\u1ef1 thay \u0111\u1ed5i ng\u00f4n ng\u1eef n\u00e0y b\u00e1o tr\u01b0\u1edbc hi\u1ec7u su\u1ea5t m\u1ea1nh m\u1ebd c\u1ee7a Apple trong su\u1ed1t ph\u1ea7n c\u00f2n l\u1ea1i c\u1ee7a n\u0103m 2020, m\u1eb7c d\u00f9 c\u00f3 nh\u1eefng lo ng\u1ea1i v\u1ec1 \u0111\u1ea1i d\u1ecbch \u0111ang di\u1ec5n ra, v\u1edbi c\u1ed5 phi\u1ebfu t\u0103ng 51.4% trong s\u00e1u th\u00e1ng ti\u1ebfp theo trong khi ng\u00e0nh c\u00f4ng ngh\u1ec7 r\u1ed9ng h\u01a1n t\u0103ng 29.7%.\"\"\n\n\u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ef1 h\u1ecfi li\u1ec7u c\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng sau c\u00e1c s\u1ef1 ki\u1ec7n giao ti\u1ebfp c\u1ee5 th\u1ec3, ph\u00e2n t\u00edch NLP cung c\u1ea5p c\u00e1c th\u00f4ng tin chi ti\u1ebft m\u00e0 vi\u1ec7c l\u1eafng nghe c\u1ee7a con ng\u01b0\u1eddi th\u01b0\u1eddng ho\u00e0n to\u00e0n b\u1ecf l\u1ee1. C\u00f4ng ngh\u1ec7 c\u00f3 th\u1ec3 x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch t\u1eebng t\u1eeb t\u1eeb c\u00e1c cu\u1ed9c g\u1ecdi thu nh\u1eadp, h\u1ed9i ngh\u1ecb nh\u00e0 ph\u00e1t tri\u1ec3n, v\u00e0 c\u00e1c cu\u1ed9c ph\u1ecfng v\u1ea5n truy\u1ec1n th\u00f4ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu v\u00f4 h\u00ecnh \u0111\u1ed1i v\u1edbi ph\u00e2n t\u00edch th\u00f4ng th\u01b0\u1eddng, v\u1edbi c\u00e1c l\u1ee3i th\u1ebf d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c ghi nh\u1eadn t\u1eeb 15-37 ng\u00e0y so v\u1edbi c\u00e1c c\u1eadp nh\u1eadt c\u1ee7a nh\u00e0 ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng.\n\nTrong khi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ed5 ch\u1ee9c \u0111\u00e3 t\u1eadn d\u1ee5ng c\u00f4ng ngh\u1ec7 NLP t\u1eeb n\u0103m 2018-2019, c\u00e1c kh\u1ea3 n\u0103ng n\u00e0y ng\u00e0y c\u00e0ng c\u00f3 s\u1eb5n cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb th\u00f4ng qua c\u00e1c n\u1ec1n t\u1ea3ng chuy\u00ean bi\u1ec7t. Pocket Option hi\u1ec7n t\u00edch h\u1ee3p c\u00e1c th\u00f4ng tin chi ti\u1ebft t\u1eeb NLP v\u00e0o c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch thu nh\u1eadp c\u1ee7a m\u00ecnh, l\u00e0m n\u1ed5i b\u1eadt c\u00e1c m\u1eabu ng\u00f4n ng\u1eef c\u00f3 gi\u00e1 tr\u1ecb d\u1ef1 \u0111o\u00e1n \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh cho c\u00e1c c\u00f4ng ty nh\u01b0 Apple v\u00e0 73 c\u00f4ng ty c\u00f4ng ngh\u1ec7 l\u1edbn kh\u00e1c c\u00f3 \u0111\u1ee7 l\u1ecbch s\u1eed giao ti\u1ebfp \u0111\u1ec3 ph\u00e2n t\u00edch th\u1ed1ng k\u00ea.\n

    Nghi\u00ean C\u1ee9u Tr\u01b0\u1eddng H\u1ee3p: T\u00edn Hi\u1ec7u \u0110\u01b0\u1ee3c Ph\u00e1t Hi\u1ec7n B\u1eb1ng NLP Tr\u01b0\u1edbc Khi Apple C\u00f4ng B\u1ed1 G\u00f3i D\u1ecbch V\u1ee5<\/h3>\nM\u1ed9t v\u00ed d\u1ee5 thuy\u1ebft ph\u1ee5c v\u1ec1 s\u1ee9c m\u1ea1nh d\u1ef1 \u0111o\u00e1n c\u1ee7a NLP \u0111\u00e3 \u0111\u1ebfn v\u00e0o gi\u1eefa n\u0103m 2020, khi h\u1ec7 th\u1ed1ng c\u1ee7a Chang ph\u00e1t hi\u1ec7n c\u00e1c m\u1eabu ng\u00f4n ng\u1eef b\u1ea5t th\u01b0\u1eddng trong c\u00e1c giao ti\u1ebfp c\u1ee7a Apple v\u1ec1 doanh nghi\u1ec7p d\u1ecbch v\u1ee5 c\u1ee7a m\u00ecnh. \"\"Thu\u1eadt to\u00e1n c\u1ee7a ch\u00fang t\u00f4i \u0111\u00e3 x\u00e1c \u0111\u1ecbnh s\u1ef1 gia t\u0103ng 67.3% trong ng\u00f4n ng\u1eef li\u00ean quan \u0111\u1ebfn t\u00edch h\u1ee3p v\u00e0 thu\u1eadt ng\u1eef h\u1ec7 sinh th\u00e1i, c\u00f9ng v\u1edbi nh\u1eefng thay \u0111\u1ed5i tinh t\u1ebf trong c\u00e1ch c\u00e1c gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh th\u1ea3o lu\u1eadn v\u1ec1 bi\u00ean l\u1ee3i nhu\u1eadn d\u1ecbch v\u1ee5, t\u0103ng t\u1eeb 3.2 l\u1ea7n \u0111\u1ec1 c\u1eadp m\u1ed7i b\u1ea3n ghi l\u00ean 7.8 l\u1ea7n \u0111\u1ec1 c\u1eadp v\u1edbi c\u00e1c thay \u0111\u1ed5i b\u1ed5 ng\u1eef c\u1ee5 th\u1ec3,\"\" Chang chi ti\u1ebft trong \u1ea5n ph\u1ea9m nghi\u00ean c\u1ee9u th\u00e1ng 9 n\u0103m 2021 c\u1ee7a m\u00ecnh. \"\"Nh\u1eefng thay \u0111\u1ed5i n\u00e0y x\u1ea3y ra t\u1eeb th\u00e1ng 4 \u0111\u1ebfn th\u00e1ng 7 n\u0103m 2020, nhi\u1ec1u th\u00e1ng tr\u01b0\u1edbc khi Apple c\u00f4ng b\u1ed1 g\u00f3i d\u1ecbch v\u1ee5 Apple One v\u00e0o th\u00e1ng 9 n\u0103m 2020.\"\"\n\nH\u1ec7 th\u1ed1ng NLP \u0111\u00e3 \u0111\u00e1nh d\u1ea5u nh\u1eefng thay \u0111\u1ed5i ng\u00f4n ng\u1eef n\u00e0y l\u00e0 r\u1ea5t c\u00f3 \u00fd ngh\u0129a (p<0.01), khi\u1ebfn Chang t\u0103ng v\u1ecb th\u1ebf c\u1ee7a m\u00ecnh trong Apple v\u00e0o th\u00e1ng 7 n\u0103m 2020, ba th\u00e1ng tr\u01b0\u1edbc khi c\u00f4ng b\u1ed1 g\u00f3i d\u1ecbch v\u1ee5\u2014\u0111\u00e3 k\u00edch ho\u1ea1t m\u1ee9c t\u0103ng gi\u00e1 12.4% trong 21 ng\u00e0y giao d\u1ecbch ti\u1ebfp theo. Kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n c\u1ee7a h\u1ec7 th\u1ed1ng ho\u1ea1t \u0111\u1ed9ng b\u1eb1ng c\u00e1ch:\n
      \n \t
    • Ph\u00e2n t\u00edch l\u1ef1a ch\u1ecdn t\u1eeb ch\u00ednh x\u00e1c v\u00e0 t\u1ea7n su\u1ea5t so v\u1edbi c\u00e1c m\u1ee9c c\u01a1 b\u1ea3n l\u1ecbch s\u1eed tr\u00ean 14 n\u0103m b\u1ea3n ghi (217,343 c\u00e2u \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch)<\/li>\n \t
    • \u0110o l\u01b0\u1eddng c\u00e1c thay \u0111\u1ed5i trong c\u00e1c tr\u01b0\u1eddng ng\u1eef ngh\u0129a li\u00ean quan \u0111\u1ebfn d\u1ecbch v\u1ee5, g\u00f3i, v\u00e0 \u0111\u0103ng k\u00fd s\u1eed d\u1ee5ng 127 t\u1eeb kh\u00f3a theo d\u00f5i<\/li>\n \t
    • Ph\u00e1t hi\u1ec7n c\u00e1c thay \u0111\u1ed5i trong ng\u00f4n ng\u1eef ch\u1eafc ch\u1eafn khi th\u1ea3o lu\u1eadn v\u1ec1 doanh thu d\u1ecbch v\u1ee5 trong t\u01b0\u01a1ng lai v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 83.7%<\/li>\n \t
    • X\u00e1c \u0111\u1ecbnh c\u00e1c k\u1ebft n\u1ed1i ng\u1eef c\u1ea3nh m\u1edbi gi\u1eefa c\u00e1c d\u1ecbch v\u1ee5 tr\u01b0\u1edbc \u0111\u00e2y ri\u00eang bi\u1ec7t tr\u00ean 42 chi\u1ec1u ng\u00f4n ng\u1eef<\/li>\n \t
    • L\u1eadp b\u1ea3n \u0111\u1ed3 c\u00e1c m\u1eabu ng\u00f4n ng\u1eef so v\u1edbi c\u00e1c chu\u1ed7i giao ti\u1ebfp ra m\u1eaft s\u1ea3n ph\u1ea9m tr\u01b0\u1edbc \u0111\u00f3 v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c kh\u1edbp m\u1eabu 91.3%<\/li>\n<\/ul>\n\"\"H\u1ea7u h\u1ebft c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 ho\u00e0n to\u00e0n b\u1ecf l\u1ee1 c\u00e1c t\u00edn hi\u1ec7u tinh t\u1ebf n\u00e0y v\u00ec ch\u00fang \u0111\u01b0\u1ee3c ph\u00e2n t\u00e1n tr\u00ean nhi\u1ec1u giao ti\u1ebfp v\u00e0 y\u00eau c\u1ea7u ph\u00e2n t\u00edch ng\u00f4n ng\u1eef tinh vi \u0111\u1ec3 ph\u00e1t hi\u1ec7n,\"\" Chang l\u01b0u \u00fd trong h\u1ed9i th\u1ea3o \u0111\u1ea7u t\u01b0 th\u00e1ng 2 n\u0103m 2023 c\u1ee7a m\u00ecnh. \"\"Nh\u01b0ng b\u1eb1ng ch\u1ee9ng ng\u00f4n ng\u1eef v\u1ec1 s\u1ef1 chuy\u1ec3n \u0111\u1ed5i chi\u1ebfn l\u01b0\u1ee3c c\u1ee7a Apple h\u01b0\u1edbng t\u1edbi c\u00e1c g\u00f3i d\u1ecbch v\u1ee5 \u0111\u00e3 \u1ea9n hi\u1ec7n r\u00f5 r\u00e0ng nhi\u1ec1u th\u00e1ng tr\u01b0\u1edbc khi c\u00f4ng b\u1ed1 ch\u00ednh th\u1ee9c, \u0111\u1ea1i di\u1ec7n cho m\u1ed9t c\u01a1 h\u1ed9i giao d\u1ecbch c\u00f3 gi\u00e1 tr\u1ecb v\u1edbi m\u1ee9c \u0111\u1ed9 r\u1ee7i ro th\u1ea5p h\u01a1n 27.3% so v\u1edbi vi\u1ec7c ch\u1edd \u0111\u1ee3i tin t\u1ee9c ch\u00ednh th\u1ee9c.\"\"\n\nTr\u01b0\u1eddng h\u1ee3p n\u00e0y minh h\u1ecda c\u00e1ch c\u00f4ng ngh\u1ec7 NLP c\u00f3 th\u1ec3 cung c\u1ea5p cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 m\u1ed9t l\u1ee3i th\u1ebf th\u00f4ng tin \u0111\u00e1ng k\u1ec3, \u0111\u1eb7c bi\u1ec7t l\u00e0 \u0111\u1ed1i v\u1edbi m\u1ed9t c\u00f4ng ty nh\u01b0 Apple qu\u1ea3n l\u00fd c\u1ea9n th\u1eadn c\u00e1c giao ti\u1ebfp c\u1ee7a m\u00ecnh. \u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ef1 h\u1ecfi khi n\u00e0o c\u1ed5 phi\u1ebfu Apple s\u1ebd t\u0103ng li\u00ean quan \u0111\u1ebfn c\u00e1c s\u00e1ng ki\u1ebfn chi\u1ebfn l\u01b0\u1ee3c, ph\u00e2n t\u00edch ng\u00f4n ng\u1eef cung c\u1ea5p c\u00e1c t\u00edn hi\u1ec7u s\u1edbm m\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 t\u00e0i ch\u00ednh v\u00e0 ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng ho\u00e0n to\u00e0n b\u1ecf l\u1ee1 ho\u1eb7c ph\u00e1t hi\u1ec7n qu\u00e1 mu\u1ed9n \u0111\u1ec3 v\u00e0o v\u1ecb th\u1ebf t\u1ed1i \u01b0u.\n

      T\u00edch H\u1ee3p Nhi\u1ec1u C\u00f4ng Ngh\u1ec7: C\u00e1ch Ti\u1ebfp C\u1eadn T\u01b0\u01a1ng H\u1ed7<\/h2>\nTrong khi m\u1ed7i c\u00f4ng ngh\u1ec7 cung c\u1ea5p c\u00e1c th\u00f4ng tin chi ti\u1ebft c\u00f3 gi\u00e1 tr\u1ecb \u0111\u1ed9c l\u1eadp, c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 tinh vi nh\u1ea5t \u0111ang ph\u00e1t tri\u1ec3n c\u00e1c c\u00e1ch ti\u1ebfp c\u1eadn t\u00edch h\u1ee3p k\u1ebft h\u1ee3p nhi\u1ec1u khung c\u00f4ng ngh\u1ec7. C\u00e1ch ti\u1ebfp c\u1eadn t\u01b0\u01a1ng h\u1ed7 n\u00e0y gi\u1ea3i quy\u1ebft c\u00e1c h\u1ea1n ch\u1ebf c\u1ee7a t\u1eebng c\u00f4ng ngh\u1ec7 trong khi khu\u1ebfch \u0111\u1ea1i s\u1ee9c m\u1ea1nh d\u1ef1 \u0111o\u00e1n t\u1eadp th\u1ec3 c\u1ee7a ch\u00fang \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh li\u1ec7u c\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng tr\u00ean c\u00e1c khung th\u1eddi gian kh\u00e1c nhau.\n\nChi\u1ebfn l\u01b0\u1ee3c gia \u0111\u1ea7u t\u01b0 Emily Chen \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t khung c\u00f4ng ngh\u1ec7 \u0111a c\u00f4ng ngh\u1ec7 c\u1ee5 th\u1ec3 cho ph\u00e2n t\u00edch Apple v\u00e0o n\u0103m 2022 k\u1ebft h\u1ee3p AI, h\u1ecdc m\u00e1y, d\u1eef li\u1ec7u thay th\u1ebf, d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean blockchain, v\u00e0 ph\u00e2n t\u00edch NLP v\u00e0o m\u1ed9t h\u1ec7 th\u1ed1ng \u0111\u00e1nh gi\u00e1 th\u1ed1n","body_html_source":{"label":"Body HTML","type":"wysiwyg","formatted_value":"
      \n

      Cu\u1ed9c C\u00e1ch M\u1ea1ng C\u00f4ng Ngh\u1ec7 Trong Ph\u00e2n T\u00edch C\u1ed5 Phi\u1ebfu Apple<\/h2>\n

      C\u00e2u h\u1ecfi li\u1ec7u c\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng \u0111\u00e3 thay \u0111\u1ed5i \u0111\u00e1ng k\u1ec3 v\u1edbi s\u1ef1 t\u00edch h\u1ee3p c\u1ee7a c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi n\u1ed5i v\u00e0o ph\u00e2n t\u00edch t\u00e0i ch\u00ednh. C\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 tri\u1ec3n v\u1ecdng c\u1ee7a Apple\u2014ph\u00e2n t\u00edch b\u00e1o c\u00e1o t\u00e0i ch\u00ednh h\u00e0ng qu\u00fd, theo d\u00f5i chu k\u1ef3 s\u1ea3n ph\u1ea9m h\u00e0ng n\u0103m, v\u00e0 gi\u00e1m s\u00e1t t\u00e2m l\u00fd th\u1ecb tr\u01b0\u1eddng chung\u2014nay t\u1ed3n t\u1ea1i song song v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn c\u00f3 th\u1ec3 tr\u00edch xu\u1ea5t th\u00f4ng tin t\u1eeb c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u tr\u01b0\u1edbc \u0111\u00e2y kh\u00f4ng th\u1ec3 ti\u1ebfp c\u1eadn v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao h\u01a1n 42-67%.<\/p>\n

      Nh\u1eefng \u0111\u1ed5i m\u1edbi c\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u00e3 thay \u0111\u1ed5i c\u01a1 b\u1ea3n c\u00e1ch c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 chuy\u00ean nghi\u1ec7p \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t t\u01b0\u01a1ng lai c\u1ee7a Apple. C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y hi\u1ec7n nay x\u1eed l\u00fd h\u01a1n 27 n\u0103m d\u1eef li\u1ec7u gi\u00e1 l\u1ecbch s\u1eed \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh 94 m\u1eabu kh\u00e1c bi\u1ec7t m\u00e0 c\u00e1c nh\u00e0 ph\u00e2n t\u00edch con ng\u01b0\u1eddi kh\u00f4ng th\u1ec3 nh\u00ecn th\u1ea5y. C\u00e1c h\u1ec7 th\u1ed1ng x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean ph\u00e2n t\u00edch h\u01a1n 43,000 b\u1ea3n ghi cu\u1ed9c g\u1ecdi thu nh\u1eadp \u0111\u1ec3 ph\u00e1t hi\u1ec7n nh\u1eefng thay \u0111\u1ed5i tinh t\u1ebf trong t\u00e2m l\u00fd \u0111i\u1ec1u h\u00e0nh v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 76%. C\u00e1c n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u thay th\u1ebf theo d\u00f5i m\u1ecdi th\u1ee9 t\u1eeb ho\u1ea1t \u0111\u1ed9ng d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t iPhone t\u1ea1i 38 c\u01a1 s\u1edf \u0111\u1ebfn xu h\u01b0\u1edbng t\u1ea3i xu\u1ed1ng App Store h\u00e0ng gi\u1edd tr\u00ean 174 qu\u1ed1c gia trong th\u1eddi gian th\u1ef1c.<\/p>\n

      Nh\u1eefng t\u00e1c \u0111\u1ed9ng \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 c\u00e1 nh\u00e2n l\u00e0 \u0111\u00e1ng k\u1ec3. Nh\u01b0 nh\u00e0 qu\u1ea3n l\u00fd qu\u1ef9 ph\u00f2ng h\u1ed9 \u0111\u1ecbnh l\u01b0\u1ee3ng Daniel Chen gi\u1ea3i th\u00edch trong th\u01b0 g\u1eedi nh\u00e0 \u0111\u1ea7u t\u01b0 th\u00e1ng 3 n\u0103m 2023 c\u1ee7a m\u00ecnh, “”C\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch c\u00f4ng ngh\u1ec7 \u0111\u00e3 d\u00e2n ch\u1ee7 h\u00f3a c\u00e1c kh\u1ea3 n\u0103ng t\u1eebng ch\u1ec9 c\u00f3 s\u1eb5n cho c\u00e1c nh\u00e0 giao d\u1ecbch t\u1ed5 ch\u1ee9c v\u1edbi ng\u00e2n s\u00e1ch 100+ tri\u1ec7u \u0111\u00f4 la. Nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb hi\u1ec3u c\u00e1ch t\u1eadn d\u1ee5ng n\u0103m c\u00f4ng ngh\u1ec7 ch\u00ednh n\u00e0y s\u1ebd c\u00f3 l\u1ee3i th\u1ebf \u0111\u00e1ng k\u1ec3 trong vi\u1ec7c d\u1ef1 \u0111o\u00e1n bi\u1ebfn \u0111\u1ed9ng gi\u00e1 c\u1ee7a Apple tr\u00ean c\u00e1c khung th\u1eddi gian kh\u00e1c nhau, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c c\u1eeda s\u1ed5 quan tr\u1ecdng 30-90 ng\u00e0y xung quanh c\u00e1c l\u1ea7n ra m\u1eaft s\u1ea3n ph\u1ea9m v\u00e0 thu nh\u1eadp.””<\/p>\n

      Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o: Bi\u00ean Gi\u1edbi M\u1edbi Trong D\u1ef1 \u0110o\u00e1n C\u1ed5 Phi\u1ebfu Apple<\/h2>\n

      Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u00e3 n\u1ed5i l\u00ean nh\u01b0 c\u00f3 l\u1ebd l\u00e0 c\u00f4ng ngh\u1ec7 bi\u1ebfn \u0111\u1ed5i nh\u1ea5t \u0111\u1ec3 ph\u00e2n t\u00edch khi n\u00e0o c\u1ed5 phi\u1ebfu Apple s\u1ebd t\u0103ng. C\u00e1c h\u1ec7 th\u1ed1ng AI c\u00f3 th\u1ec3 x\u1eed l\u00fd nhi\u1ec1u th\u00f4ng tin h\u01a1n nhi\u1ec1u so v\u1edbi c\u00e1c nh\u00e0 ph\u00e2n t\u00edch con ng\u01b0\u1eddi\u2014trung b\u00ecnh 840-1,200 bi\u1ebfn s\u1ed1 so v\u1edbi 10-15 cho ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng\u2014trong khi x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i t\u01b0\u01a1ng quan tinh t\u1ebf m\u00e0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng ho\u00e0n to\u00e0n b\u1ecf l\u1ee1.<\/p>\n

      M\u1ed9t v\u00ed d\u1ee5 \u0111\u00e1ng ch\u00fa \u00fd \u0111\u1ebfn t\u1eeb nh\u00e0 qu\u1ea3n l\u00fd danh m\u1ee5c \u0111\u1ea7u t\u01b0 Sarah Johnson, ng\u01b0\u1eddi \u0111\u00e3 tri\u1ec3n khai m\u1ed9t m\u00f4 h\u00ecnh m\u1ea1ng n\u01a1-ron t\u1eadp trung c\u1ee5 th\u1ec3 v\u00e0o c\u1ed5 phi\u1ebfu c\u1ee7a Apple v\u00e0o th\u00e1ng 4 n\u0103m 2019. H\u1ec7 th\u1ed1ng c\u1ee7a c\u00f4 ph\u00e2n t\u00edch h\u01a1n 840 bi\u1ebfn s\u1ed1, bao g\u1ed3m c\u00e1c ch\u1ec9 s\u1ed1 truy\u1ec1n th\u1ed1ng nh\u01b0 t\u1ef7 l\u1ec7 P\/E v\u00e0 t\u0103ng tr\u01b0\u1edfng doanh thu c\u00f9ng v\u1edbi c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u kh\u00f4ng th\u00f4ng th\u01b0\u1eddng nh\u01b0 t\u00e2m l\u00fd truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i h\u00e0ng gi\u1edd tr\u00ean 17 n\u1ec1n t\u1ea3ng v\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a nh\u00e0 ph\u00e1t tri\u1ec3n App Store h\u00e0ng ng\u00e0y t\u1eeb 38 qu\u1ed1c gia.<\/p>\n

      \n\n\n\n\n\n\n\n\n\n
      Th\u00e0nh Ph\u1ea7n M\u00f4 H\u00ecnh AI<\/th>\nPh\u00e2n T\u00edch Truy\u1ec1n Th\u1ed1ng<\/th>\nPh\u00e2n T\u00edch T\u0103ng C\u01b0\u1eddng AI<\/th>\nT\u00e1c \u0110\u1ed9ng \u0110\u1ebfn \u0110\u1ed9 Ch\u00ednh X\u00e1c D\u1ef1 \u0110o\u00e1n<\/th>\n<\/tr>\n<\/thead>\n
      C\u00e1c Ngu\u1ed3n D\u1eef Li\u1ec7u \u0110\u01b0\u1ee3c Ph\u00e2n T\u00edch<\/td>\n10-15 ch\u1ec9 s\u1ed1 t\u00e0i ch\u00ednh \u0111\u01b0\u1ee3c ki\u1ec3m tra h\u00e0ng qu\u00fd<\/td>\n840+ bi\u1ebfn s\u1ed1 tr\u00ean 23 danh m\u1ee5c d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt h\u00e0ng ng\u00e0y<\/td>\nC\u1ea3i thi\u1ec7n 45.3% ch\u1ea5t l\u01b0\u1ee3ng t\u00edn hi\u1ec7u (\u0111o b\u1eb1ng t\u1ef7 l\u1ec7 Sharpe)<\/td>\n<\/tr>\n
      Nh\u1eadn Di\u1ec7n M\u1eabu<\/td>\nC\u00e1c m\u1ed1i quan h\u1ec7 tuy\u1ebfn t\u00ednh gi\u1eefa c\u00e1c bi\u1ebfn s\u1ed1 ch\u00ednh<\/td>\nT\u01b0\u01a1ng t\u00e1c phi tuy\u1ebfn t\u00ednh ph\u1ee9c t\u1ea1p v\u00e0 c\u00e1c hi\u1ec7u \u1ee9ng tr\u1ec5 th\u1eddi gian tr\u00ean 127 ma tr\u1eadn t\u01b0\u01a1ng quan<\/td>\nPh\u00e1t hi\u1ec7n t\u1ed1t h\u01a1n 37.8% c\u00e1c \u0111i\u1ec3m u\u1ed1n gi\u00e1 trong c\u1eeda s\u1ed5 3 ng\u00e0y<\/td>\n<\/tr>\n
      Kh\u1ea3 N\u0103ng X\u1eed L\u00fd<\/td>\nB\u00e1o c\u00e1o t\u00e0i ch\u00ednh h\u00e0ng qu\u00fd v\u00e0 c\u1eadp nh\u1eadt c\u1ee7a nh\u00e0 ph\u00e2n t\u00edch h\u00e0ng th\u00e1ng<\/td>\nX\u1eed l\u00fd th\u1eddi gian th\u1ef1c c\u1ee7a 42 lu\u1ed3ng d\u1eef li\u1ec7u v\u1edbi \u0111\u1ed9 tr\u1ec5 5 ph\u00fat<\/td>\nX\u00e1c \u0111\u1ecbnh thay \u0111\u1ed5i xu h\u01b0\u1edbng nhanh h\u01a1n 62.4% (trung b\u00ecnh 3.2 ng\u00e0y so v\u1edbi 8.5 ng\u00e0y)<\/td>\n<\/tr>\n
      Ph\u00e2n T\u00edch T\u00e2m L\u00fd<\/td>\nB\u00e1o c\u00e1o c\u1ee7a nh\u00e0 ph\u00e2n t\u00edch v\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 t\u00e2m l\u00fd th\u1ecb tr\u01b0\u1eddng c\u01a1 b\u1ea3n<\/td>\nX\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean c\u1ee7a 17 n\u1ec1n t\u1ea3ng truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i, 42 ngu\u1ed3n tin t\u1ee9c, v\u00e0 t\u1ea5t c\u1ea3 c\u00e1c cu\u1ed9c g\u1ecdi thu nh\u1eadp t\u1eeb n\u0103m 2007<\/td>\nC\u1ea3i thi\u1ec7n 51.7% trong vi\u1ec7c \u0111o l\u01b0\u1eddng s\u1ef1 thay \u0111\u1ed5i t\u00e2m l\u00fd th\u1ecb tr\u01b0\u1eddng tr\u01b0\u1edbc khi gi\u00e1 di chuy\u1ec3n<\/td>\n<\/tr>\n
      Kh\u1ea3 N\u0103ng H\u1ecdc T\u1eadp<\/td>\nM\u00f4 h\u00ecnh t\u0129nh v\u1edbi c\u1eadp nh\u1eadt th\u1ee7 c\u00f4ng h\u00e0ng qu\u00fd<\/td>\nT\u1ef1 c\u1ea3i thi\u1ec7n li\u00ean t\u1ee5c th\u00f4ng qua h\u1ecdc t\u0103ng c\u01b0\u1eddng v\u1edbi h\u01a1n 2,100 \u0111i\u1ec1u ch\u1ec9nh vi m\u00f4 h\u00e0ng ng\u00e0y<\/td>\nC\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c d\u1ef1 \u0111o\u00e1n h\u00e0ng n\u0103m 28.3%, t\u0103ng d\u1ea7n theo th\u1eddi gian<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n

      H\u1ec7 th\u1ed1ng AI c\u1ee7a Johnson \u0111\u00e3 v\u01b0\u1ee3t tr\u1ed9i h\u01a1n c\u00e1c nh\u00e0 ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng v\u1edbi m\u1ed9t bi\u00ean \u0111\u1ed9 \u0111\u00e1ng k\u1ec3, d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c 73% c\u00e1c bi\u1ebfn \u0111\u1ed9ng gi\u00e1 l\u1edbn c\u1ee7a Apple trong giai \u0111o\u1ea1n hai n\u0103m (th\u00e1ng 5 n\u0103m 2019 \u0111\u1ebfn th\u00e1ng 4 n\u0103m 2021) so v\u1edbi t\u1ef7 l\u1ec7 ch\u00ednh x\u00e1c trung b\u00ecnh c\u1ee7a Wall Street l\u00e0 46% trong c\u00f9ng kho\u1ea3ng th\u1eddi gian. “”AI kh\u00f4ng ch\u1ec9 x\u1eed l\u00fd nhi\u1ec1u d\u1eef li\u1ec7u h\u01a1n\u2014n\u00f3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i quan h\u1ec7 \u1ea9n gi\u1eefa c\u00e1c bi\u1ebfn s\u1ed1 m\u00e0 c\u00e1c nh\u00e0 ph\u00e2n t\u00edch con ng\u01b0\u1eddi kh\u00f4ng th\u1ec3 ph\u00e1t hi\u1ec7n,”” Johnson l\u01b0u \u00fd trong b\u00e0i thuy\u1ebft tr\u00ecnh cho nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ed5 ch\u1ee9c th\u00e1ng 6 n\u0103m 2021 c\u1ee7a m\u00ecnh. “”V\u00ed d\u1ee5, n\u00f3 ph\u00e1t hi\u1ec7n r\u1eb1ng nh\u1eefng thay \u0111\u1ed5i trong c\u00e1c b\u00e0i \u0111\u0103ng tuy\u1ec3n d\u1ee5ng c\u1ee7a Apple cho c\u00e1c chuy\u00ean ng\u00e0nh k\u1ef9 thu\u1eadt c\u1ee5 th\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c chu k\u1ef3 \u0111\u1ed5i m\u1edbi s\u1ea3n ph\u1ea9m v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 67% tr\u01b0\u1edbc 18 th\u00e1ng, so v\u1edbi \u01b0\u1edbc t\u00ednh c\u1ee7a nh\u00e0 ph\u00e2n t\u00edch ch\u1ec9 \u0111\u1ea1t 31% \u0111\u1ed9 ch\u00ednh x\u00e1c.””<\/p>\n

      \u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ef1 h\u1ecfi li\u1ec7u h\u1ecd c\u00f3 th\u1ec3 truy c\u1eadp c\u00e1c kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u1ef1, c\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 Pocket Option hi\u1ec7n cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb. C\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y cung c\u1ea5p c\u00e1c kh\u1ea3 n\u0103ng t\u1eebng ch\u1ec9 d\u00e0nh cho c\u00e1c nh\u00e0 giao d\u1ecbch t\u1ed5 ch\u1ee9c v\u1edbi ng\u00e2n s\u00e1ch c\u00f4ng ngh\u1ec7 50+ tri\u1ec7u \u0111\u00f4 la, cho ph\u00e9p c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 c\u00e1 nh\u00e2n t\u00edch h\u1ee3p c\u00e1c th\u00f4ng tin chi ti\u1ebft t\u1eeb AI v\u00e0o ph\u00e2n t\u00edch c\u1ed5 phi\u1ebfu Apple c\u1ee7a h\u1ecd m\u00e0 kh\u00f4ng c\u1ea7n ki\u1ebfn th\u1ee9c k\u1ef9 thu\u1eadt n\u00e2ng cao ho\u1eb7c c\u00e1c b\u1ed9 d\u1eef li\u1ec7u \u0111\u1ed9c quy\u1ec1n.<\/p>\n

      Nghi\u00ean C\u1ee9u Tr\u01b0\u1eddng H\u1ee3p: Th\u00e0nh C\u00f4ng D\u1ef1 \u0110o\u00e1n AI Trong Bi\u1ebfn \u0110\u1ed9ng COVID-19<\/h3>\n

      Th\u1eed nghi\u1ec7m th\u1ef1c s\u1ef1 v\u1ec1 s\u1ee9c m\u1ea1nh d\u1ef1 \u0111o\u00e1n c\u1ee7a AI \u0111\u00e3 \u0111\u1ebfn trong th\u1eddi k\u1ef3 bi\u1ebfn \u0111\u1ed9ng th\u1ecb tr\u01b0\u1eddng c\u1ef1c \u0111\u1ed9 v\u00e0o th\u00e1ng 3-th\u00e1ng 4 n\u0103m 2020. Khi COVID-19 khi\u1ebfn th\u1ecb tr\u01b0\u1eddng lao d\u1ed1c, h\u1ea7u h\u1ebft c\u00e1c m\u00f4 h\u00ecnh truy\u1ec1n th\u1ed1ng kh\u00f4ng th\u1ec3 d\u1ef1 \u0111o\u00e1n c\u1ea3 s\u1ef1 s\u1ee5t gi\u1ea3m m\u1ea1nh 37.3% c\u1ee7a Apple v\u00e0 s\u1ef1 ph\u1ee5c h\u1ed3i nhanh ch\u00f3ng 76.2% sau \u0111\u00f3 v\u00e0o th\u00e1ng 8 n\u0103m 2020. Tuy nhi\u00ean, m\u1ed9t s\u1ed1 h\u1ec7 th\u1ed1ng AI \u0111\u00e3 th\u1ec3 hi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c d\u1ef1 \u0111o\u00e1n \u0111\u00e1ng kinh ng\u1ea1c trong giai \u0111o\u1ea1n ch\u01b0a t\u1eebng c\u00f3 n\u00e0y.<\/p>\n

      Nh\u00e0 qu\u1ea3n l\u00fd qu\u1ef9 \u0111\u1ecbnh l\u01b0\u1ee3ng Michael Zhang \u0111\u00e3 tri\u1ec3n khai m\u1ed9t h\u1ec7 th\u1ed1ng AI d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c s\u1ef1 s\u1ee5t gi\u1ea3m 37.3% c\u1ee7a Apple v\u00e0o th\u00e1ng 3 n\u0103m 2020 trong ph\u1ea1m vi sai s\u1ed1 3% v\u00e0\u2014\u1ea5n t\u01b0\u1ee3ng h\u01a1n\u2014s\u1ef1 ph\u1ee5c h\u1ed3i 76.2% c\u1ee7a n\u00f3 trong n\u0103m th\u00e1ng ti\u1ebfp theo v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c h\u01b0\u1edbng 89% tu\u1ea7n qua tu\u1ea7n. Th\u00e0nh c\u00f4ng c\u1ee7a h\u1ec7 th\u1ed1ng b\u1eaft ngu\u1ed3n t\u1eeb kh\u1ea3 n\u0103ng x\u1eed l\u00fd c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u kh\u00f4ng th\u00f4ng th\u01b0\u1eddng m\u00e0 c\u00e1c m\u00f4 h\u00ecnh truy\u1ec1n th\u1ed1ng b\u1ecf qua ho\u1eb7c kh\u00f4ng th\u1ec3 truy c\u1eadp:<\/p>\n

        \n
      • Ph\u00e2n t\u00edch s\u1ef1 gi\u00e1n \u0111o\u1ea1n chu\u1ed7i cung \u1ee9ng c\u1ee7a Apple th\u00f4ng qua h\u00ecnh \u1ea3nh v\u1ec7 tinh h\u00e0ng gi\u1edd c\u1ee7a 14 c\u01a1 s\u1edf s\u1ea3n xu\u1ea5t ch\u00ednh t\u1ea1i 6 qu\u1ed1c gia<\/li>\n
      • Theo d\u00f5i th\u1eddi gian th\u1ef1c l\u01b0u l\u01b0\u1ee3ng kh\u00e1ch \u0111\u1ebfn 482 c\u1eeda h\u00e0ng Apple tr\u00ean to\u00e0n c\u1ea7u b\u1eb1ng d\u1eef li\u1ec7u thi\u1ebft b\u1ecb di \u0111\u1ed9ng \u1ea9n danh t\u1eeb 27 tri\u1ec7u thi\u1ebft b\u1ecb<\/li>\n
      • Ph\u00e2n t\u00edch t\u00e2m l\u00fd tr\u00ean 27.4 tri\u1ec7u b\u00e0i \u0111\u0103ng truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i t\u1eeb kh\u00e1ch h\u00e0ng v\u00e0 nh\u00e0 ph\u00e1t tri\u1ec3n, \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i th\u00e0nh 43 chi\u1ec1u t\u00e2m l\u00fd kh\u00e1c nhau<\/li>\n
      • X\u1eed l\u00fd 16,428 b\u00e0i b\u00e1o \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c c\u00e2u chuy\u1ec7n kinh t\u1ebf v\u0129 m\u00f4 thay \u0111\u1ed5i v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c ph\u00e2n lo\u1ea1i ch\u1ee7 \u0111\u1ec1 87%<\/li>\n
      • Gi\u00e1m s\u00e1t xu h\u01b0\u1edbng t\u1ea3i xu\u1ed1ng App Store tr\u00ean 172 danh m\u1ee5c ph\u1ea7n m\u1ec1m t\u1ea1i 38 th\u1ecb tr\u01b0\u1eddng ch\u00ednh v\u1edbi c\u1eadp nh\u1eadt h\u00e0ng gi\u1edd<\/li>\n<\/ul>\n

        “”C\u00e1c m\u00f4 h\u00ecnh truy\u1ec1n th\u1ed1ng kh\u00f4ng th\u1ec3 x\u1eed l\u00fd b\u1ea3n ch\u1ea5t ch\u01b0a t\u1eebng c\u00f3 c\u1ee7a \u0111\u1ea1i d\u1ecbch,”” Zhang gi\u1ea3i th\u00edch trong th\u01b0 g\u1eedi nh\u00e0 \u0111\u1ea7u t\u01b0 th\u00e1ng 9 n\u0103m 2020 c\u1ee7a m\u00ecnh. “”Nh\u01b0ng h\u1ec7 th\u1ed1ng AI c\u1ee7a ch\u00fang t\u00f4i \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u00ean nhi\u1ec1u cu\u1ed9c kh\u1ee7ng ho\u1ea3ng l\u1ecbch s\u1eed bao g\u1ed3m s\u1ef1 s\u1ee5p \u0111\u1ed5 dot-com n\u0103m 2000, kh\u1ee7ng ho\u1ea3ng t\u00e0i ch\u00ednh n\u0103m 2008, v\u00e0 \u0111i\u1ec1u ch\u1ec9nh th\u1ecb tr\u01b0\u1eddng n\u0103m 2018, cho ph\u00e9p n\u00f3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu ph\u1ee5c h\u1ed3i n\u1ed5i l\u00ean t\u1eeb c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u \u0111a d\u1ea1ng. N\u00f3 nh\u1eadn ra r\u1eb1ng m\u1eb7c d\u00f9 c\u00f3 s\u1ef1 gi\u00e1n \u0111o\u1ea1n ng\u1eafn h\u1ea1n, h\u1ec7 sinh th\u00e1i c\u1ee7a Apple \u0111ang th\u1ec3 hi\u1ec7n kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i \u0111\u00e1ng k\u1ec3 trong c\u00e1c ch\u1ec9 s\u1ed1 t\u01b0\u01a1ng t\u00e1c \u1ee9ng d\u1ee5ng\u2014b\u00e1o hi\u1ec7u ti\u1ec1m n\u0103ng ph\u1ee5c h\u1ed3i m\u1ea1nh m\u1ebd kh\u00f4ng \u0111\u01b0\u1ee3c ph\u1ea3n \u00e1nh trong gi\u00e1 c\u1ed5 phi\u1ebfu trong \u0111\u1ee3t b\u00e1n th\u00e1o ho\u1ea3ng lo\u1ea1n th\u00e1ng 3 n\u0103m 2020.””<\/p>\n

        Tr\u01b0\u1eddng h\u1ee3p n\u00e0y n\u00eau b\u1eadt m\u1ed9t l\u1ee3i th\u1ebf ch\u00ednh c\u1ee7a ph\u00e2n t\u00edch \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI: kh\u1ea3 n\u0103ng x\u1eed l\u00fd c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u thay th\u1ebf cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft v\u01b0\u1ee3t ra ngo\u00e0i c\u00e1c ch\u1ec9 s\u1ed1 t\u00e0i ch\u00ednh truy\u1ec1n th\u1ed1ng. \u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ef1 h\u1ecfi li\u1ec7u c\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng trong c\u00e1c giai \u0111o\u1ea1n bi\u1ebfn \u0111\u1ed9ng, c\u00e1c h\u1ec7 th\u1ed1ng AI cung c\u1ea5p m\u1ed9t l\u1ee3i th\u1ebf \u0111\u00e1ng k\u1ec3 b\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p c\u00e1c t\u00edn hi\u1ec7u th\u1eddi gian th\u1ef1c m\u00e0 ph\u00e2n t\u00edch c\u01a1 b\u1ea3n v\u00e0 k\u1ef9 thu\u1eadt th\u01b0\u1eddng ho\u00e0n to\u00e0n b\u1ecf l\u1ee1 ho\u1eb7c ph\u00e1t hi\u1ec7n qu\u00e1 mu\u1ed9n \u0111\u1ec3 th\u1ef1c hi\u1ec7n giao d\u1ecbch th\u1ef1c t\u1ebf.<\/p>\n

        Thu\u1eadt To\u00e1n H\u1ecdc M\u00e1y: Tr\u00edch Xu\u1ea5t M\u1eabu T\u1eeb L\u1ecbch S\u1eed Gi\u00e1 C\u1ee7a Apple<\/h2>\n

        Trong khi tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o cung c\u1ea5p c\u00e1c kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch r\u1ed9ng, c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y chuy\u00ean bi\u1ec7t cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd \u0111\u1ec3 tr\u00edch xu\u1ea5t c\u00e1c m\u1eabu c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng t\u1eeb d\u1eef li\u1ec7u gi\u00e1 l\u1ecbch s\u1eed c\u1ee7a Apple. C\u00e1c thu\u1eadt to\u00e1n n\u00e0y v\u01b0\u1ee3t xa ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt truy\u1ec1n th\u1ed1ng b\u1eb1ng c\u00e1ch x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu ph\u1ee9c t\u1ea1p tr\u00ean nhi\u1ec1u khung th\u1eddi gian s\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p th\u1ed1ng k\u00ea ti\u00ean ti\u1ebfn \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n trong giai \u0111o\u1ea1n 2019-2022.<\/p>\n

        K\u1ef9 s\u01b0 t\u00e0i ch\u00ednh Alex Roberts \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t h\u1ec7 th\u1ed1ng h\u1ecdc m\u00e1y t\u1eadp trung c\u1ee5 th\u1ec3 v\u00e0o c\u1ed5 phi\u1ebfu Apple ph\u00e2n t\u00edch 27 n\u0103m d\u1eef li\u1ec7u gi\u00e1 h\u00e0ng ng\u00e0y (1994-2021). Thu\u1eadt to\u00e1n c\u1ee7a anh x\u00e1c \u0111\u1ecbnh 94 m\u1eabu l\u1eb7p l\u1ea1i li\u00ean quan \u0111\u1ebfn chu k\u1ef3 c\u00f4ng b\u1ed1 s\u1ea3n ph\u1ea9m, b\u00e1o c\u00e1o thu nh\u1eadp, v\u00e0 c\u00e1c thay \u0111\u1ed5i kinh t\u1ebf v\u0129 m\u00f4 \u0111\u00e3 li\u00ean t\u1ee5c \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn bi\u1ebfn \u0111\u1ed9ng gi\u00e1 c\u1ee7a Apple v\u1edbi \u00fd ngh\u0129a th\u1ed1ng k\u00ea (p-value <0.05).\n\n\n

        \n\n\n\n\n\n\n\n\n\n
        Danh M\u1ee5c M\u1eabu<\/th>\nPh\u00e2n T\u00edch K\u1ef9 Thu\u1eadt Truy\u1ec1n Th\u1ed1ng<\/th>\nPh\u00e1t Hi\u1ec7n H\u1ecdc M\u00e1y<\/th>\nGi\u00e1 Tr\u1ecb D\u1ef1 \u0110o\u00e1n<\/th>\n<\/tr>\n<\/thead>\n
        Chu K\u1ef3 S\u1ea3n Ph\u1ea9m<\/td>\nXu h\u01b0\u1edbng m\u00f9a \u0111\u01a1n gi\u1ea3n v\u00e0 ph\u1ea3n \u1ee9ng s\u1ef1 ki\u1ec7n<\/td>\n17 m\u1eabu kh\u00e1c bi\u1ec7t li\u00ean quan \u0111\u1ebfn c\u00e1c danh m\u1ee5c s\u1ea3n ph\u1ea9m kh\u00e1c nhau v\u00e0 th\u1eddi gian c\u00f4ng b\u1ed1, v\u1edbi 23 bi\u1ebfn th\u1ec3 ph\u1ee5<\/td>\nCh\u00ednh x\u00e1c 68.3% cho c\u00e1c \u0111\u1ed9ng th\u00e1i sau c\u00f4ng b\u1ed1 30 ng\u00e0y v\u1edbi l\u1ee3i nhu\u1eadn trung b\u00ecnh $8,240 tr\u00ean m\u1ed7i $100K \u0111\u1ea7u t\u01b0<\/td>\n<\/tr>\n
        Ph\u1ea3n \u1ee8ng Thu Nh\u1eadp<\/td>\nK\u1ef3 v\u1ecdng bi\u1ebfn \u0111\u1ed9ng c\u01a1 b\u1ea3n v\u00e0 ph\u00e2n t\u00edch kho\u1ea3ng tr\u1ed1ng<\/td>\n23 m\u1eabu ph\u1ea3n \u1ee9ng thu nh\u1eadp \u0111\u1ed9c \u0111\u00e1o d\u1ef1a tr\u00ean 12 ch\u1ec9 s\u1ed1 thu nh\u1eadp v\u00e0 8 y\u1ebfu t\u1ed1 h\u01b0\u1edbng d\u1eabn<\/td>\nCh\u00ednh x\u00e1c 72.7% cho h\u01b0\u1edbng gi\u00e1 sau thu nh\u1eadp 7 ng\u00e0y v\u1edbi l\u1ee3i nhu\u1eadn trung b\u00ecnh $3,820 tr\u00ean m\u1ed7i $100K \u0111\u1ea7u t\u01b0<\/td>\n<\/tr>\n
        T\u01b0\u01a1ng T\u00e1c Ch\u1ebf \u0110\u1ed9 Th\u1ecb Tr\u01b0\u1eddng<\/td>\nT\u01b0\u01a1ng quan chung v\u1edbi c\u00e1c ch\u1ec9 s\u1ed1 th\u1ecb tr\u01b0\u1eddng r\u1ed9ng<\/td>\n9 ch\u1ebf \u0111\u1ed9 th\u1ecb tr\u01b0\u1eddng kh\u00e1c bi\u1ec7t v\u1edbi c\u00e1c m\u1eabu h\u00e0nh vi c\u1ee5 th\u1ec3 c\u1ee7a Apple v\u00e0 31 ch\u1ec9 b\u00e1o chuy\u1ec3n ti\u1ebfp<\/td>\nCh\u00ednh x\u00e1c 64.2% cho c\u00e1c \u0111\u1ed9ng th\u00e1i c\u1ee5 th\u1ec3 c\u1ee7a ch\u1ebf \u0111\u1ed9 v\u1edbi l\u1ee3i nhu\u1eadn trung b\u00ecnh $5,130 tr\u00ean m\u1ed7i $100K \u0111\u1ea7u t\u01b0<\/td>\n<\/tr>\n
        M\u1ed1i Quan H\u1ec7 Kh\u1ed1i L\u01b0\u1ee3ng-Gi\u00e1<\/td>\nC\u00e1c ch\u1ec9 b\u00e1o kh\u1ed1i l\u01b0\u1ee3ng \u0111\u01a1n gi\u1ea3n (OBV, Volume MA, v.v.)<\/td>\n31 m\u1eabu kh\u1ed1i l\u01b0\u1ee3ng ph\u1ee9c t\u1ea1p b\u00e1o hi\u1ec7u ho\u1ea1t \u0111\u1ed9ng c\u1ee7a t\u1ed5 ch\u1ee9c v\u1edbi 17 chu\u1ed7i x\u00e1c nh\u1eadn<\/td>\nCh\u00ednh x\u00e1c 77.4% cho vi\u1ec7c x\u00e1c \u0111\u1ecbnh c\u00e1c giai \u0111o\u1ea1n t\u00edch l\u0169y\/ph\u00e2n ph\u1ed1i v\u1edbi l\u1ee3i nhu\u1eadn trung b\u00ecnh $6,720 tr\u00ean m\u1ed7i $100K \u0111\u1ea7u t\u01b0<\/td>\n<\/tr>\n
        Ch\u1eef K\u00fd Bi\u1ebfn \u0110\u1ed9ng<\/td>\nD\u1ea3i bi\u1ebfn \u0111\u1ed9ng c\u01a1 b\u1ea3n (Bollinger Bands, ATR)<\/td>\n14 chu\u1ed7i m\u1eabu bi\u1ebfn \u0111\u1ed9ng d\u1ef1 \u0111o\u00e1n c\u00e1c \u0111\u1ed9ng th\u00e1i h\u01b0\u1edbng v\u1edbi 9 ch\u1ec9 b\u00e1o \u0111\u1ed9 l\u1edbn<\/td>\nCh\u00ednh x\u00e1c 61.8% cho vi\u1ec7c d\u1ef1 \u0111o\u00e1n h\u01b0\u1edbng \u0111\u1ed9t ph\u00e1 v\u1edbi l\u1ee3i nhu\u1eadn trung b\u00ecnh $4,370 tr\u00ean m\u1ed7i $100K \u0111\u1ea7u t\u01b0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n

        H\u1ec7 th\u1ed1ng c\u1ee7a Roberts \u0111\u1ea1t \u0111\u01b0\u1ee3c t\u1ef7 l\u1ec7 ch\u00ednh x\u00e1c t\u1ed5ng th\u1ec3 59.7% cho vi\u1ec7c d\u1ef1 \u0111o\u00e1n bi\u1ebfn \u0111\u1ed9ng gi\u00e1 h\u00e0ng ng\u00e0y c\u1ee7a Apple\u2014v\u01b0\u1ee3t xa m\u1ee9c nhi\u1ec5u th\u1ed1ng k\u00ea 50%. \u0110\u1ed1i v\u1edbi c\u00e1c khung th\u1eddi gian h\u00e0ng tu\u1ea7n, \u0111\u1ed9 ch\u00ednh x\u00e1c t\u0103ng l\u00ean 67.2%, cung c\u1ea5p gi\u00e1 tr\u1ecb \u0111\u00e1ng k\u1ec3 cho c\u00e1c chi\u1ebfn l\u01b0\u1ee3c giao d\u1ecbch ng\u1eafn \u0111\u1ebfn trung h\u1ea1n v\u1edbi l\u1ee3i nhu\u1eadn \u0111\u00e3 \u0111\u01b0\u1ee3c ki\u1ec3m tra ng\u01b0\u1ee3c 118.3% so v\u1edbi 42.1% cho chi\u1ebfn l\u01b0\u1ee3c mua v\u00e0 gi\u1eef trong c\u00f9ng giai \u0111o\u1ea1n (2019-2021).<\/p>\n

        “”H\u1ecdc m\u00e1y v\u01b0\u1ee3t tr\u1ed9i h\u01a1n ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt truy\u1ec1n th\u1ed1ng v\u00ec n\u00f3 kh\u00f4ng d\u1ef1a v\u00e0o c\u00e1c m\u1eabu \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc nh\u01b0 \u0111\u1ea7u v\u00e0 vai ho\u1eb7c m\u1ee9c h\u1ed7 tr\u1ee3,”” Roberts gi\u1ea3i th\u00edch trong b\u00e0i b\u00e1o nghi\u00ean c\u1ee9u th\u00e1ng 5 n\u0103m 2022 c\u1ee7a m\u00ecnh \u0111\u01b0\u1ee3c xu\u1ea5t b\u1ea3n tr\u00ean T\u1ea1p ch\u00ed Khoa H\u1ecdc D\u1eef Li\u1ec7u T\u00e0i Ch\u00ednh. “”Thay v\u00e0o \u0111\u00f3, n\u00f3 kh\u00e1m ph\u00e1 c\u00e1c m\u1eabu \u0111\u1ed9c \u0111\u00e1o c\u1ee5 th\u1ec3 cho h\u00e0nh vi l\u1ecbch s\u1eed c\u1ee7a Apple m\u00e0 c\u00e1c nh\u00e0 ph\u00e2n t\u00edch con ng\u01b0\u1eddi s\u1ebd kh\u00f4ng bao gi\u1edd x\u00e1c \u0111\u1ecbnh th\u00f4ng qua ph\u00e2n t\u00edch bi\u1ec3u \u0111\u1ed3 th\u00f4ng th\u01b0\u1eddng. V\u00ed d\u1ee5, ch\u00fang t\u00f4i ph\u00e1t hi\u1ec7n m\u1ed9t m\u1eabu nh\u1ea5t qu\u00e1n n\u01a1i Apple c\u00f3 xu h\u01b0\u1edbng k\u00e9m h\u01a1n th\u1ecb tr\u01b0\u1eddng 4.3% trong 12 ng\u00e0y giao d\u1ecbch sau c\u00e1c c\u00f4ng b\u1ed1 s\u1ea3n ph\u1ea9m l\u1edbn c\u00f3 c\u1ea3i ti\u1ebfn gia t\u0103ng thay v\u00ec c\u00e1ch m\u1ea1ng, sau \u0111\u00f3 v\u01b0\u1ee3t tr\u1ed9i h\u01a1n trung b\u00ecnh 8.3% trong 31 ng\u00e0y giao d\u1ecbch ti\u1ebfp theo\u2014m\u1ed9t m\u1eabu v\u00f4 h\u00ecnh \u0111\u1ed1i v\u1edbi c\u00e1c ch\u1ec9 b\u00e1o k\u1ef9 thu\u1eadt truy\u1ec1n th\u1ed1ng nh\u01b0ng li\u00ean t\u1ee5c c\u00f3 l\u1ee3i nhu\u1eadn khi \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh v\u00e0 giao d\u1ecbch b\u1eb1ng thu\u1eadt to\u00e1n.””<\/p>\n

        C\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ef1 h\u1ecfi khi n\u00e0o c\u1ed5 phi\u1ebfu Apple s\u1ebd t\u0103ng c\u00f3 th\u1ec3 h\u01b0\u1edfng l\u1ee3i t\u1eeb c\u00e1c th\u00f4ng tin chi ti\u1ebft t\u1eeb h\u1ecdc m\u00e1y b\u1eb1ng c\u00e1ch hi\u1ec3u c\u00e1c m\u1eabu l\u1ecbch s\u1eed n\u00e0y v\u00e0 \u0111\u1ed9 tin c\u1eady th\u1ed1ng k\u00ea c\u1ee7a ch\u00fang. C\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 Pocket Option hi\u1ec7n t\u00edch h\u1ee3p nh\u1eadn di\u1ec7n m\u1eabu d\u1ef1a tr\u00ean h\u1ecdc m\u00e1y v\u00e0o c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt c\u1ee7a h\u1ecd, cho ph\u00e9p c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb x\u00e1c \u0111\u1ecbnh c\u00e1c thi\u1ebft l\u1eadp c\u00f3 x\u00e1c su\u1ea5t cao d\u1ef1a tr\u00ean c\u00e1c m\u1eabu h\u00e0nh vi l\u1ecbch s\u1eed c\u1ee7a Apple v\u1edbi c\u00e1c khung th\u1eddi gian t\u00f9y ch\u1ec9nh t\u1eeb 3 ng\u00e0y \u0111\u1ebfn 6 th\u00e1ng.<\/p>\n

        D\u1eef Li\u1ec7u Thay Th\u1ebf: C\u00e1c Bi\u1ebfn S\u1ed1 \u1ea8n \u0110ang Th\u00fac \u0110\u1ea9y Hi\u1ec7u Su\u1ea5t C\u1ee7a Apple<\/h2>\n

        Ngo\u00e0i c\u00e1c ch\u1ec9 s\u1ed1 t\u00e0i ch\u00ednh truy\u1ec1n th\u1ed1ng v\u00e0 c\u00e1c m\u1eabu gi\u00e1, d\u1eef li\u1ec7u thay th\u1ebf \u0111\u00e3 n\u1ed5i l\u00ean nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n li\u1ec7u c\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng. D\u1eef li\u1ec7u thay th\u1ebf bao g\u1ed3m c\u00e1c ngu\u1ed3n th\u00f4ng tin kh\u00f4ng th\u00f4ng th\u01b0\u1eddng cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft v\u1ec1 hi\u1ec7u su\u1ea5t c\u1ee7a Apple 30-120 ng\u00e0y tr\u01b0\u1edbc khi ch\u00fang xu\u1ea5t hi\u1ec7n trong b\u00e1o c\u00e1o t\u00e0i ch\u00ednh ho\u1eb7c tr\u1edf n\u00ean r\u00f5 r\u00e0ng th\u00f4ng qua ph\u00e2n t\u00edch th\u00f4ng th\u01b0\u1eddng.<\/p>\n

        Nh\u00e0 ph\u00e2n t\u00edch \u0111\u1ea7u t\u01b0 Jennifer Williams \u0111\u00e3 chuy\u00ean v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u thay th\u1ebf cho c\u1ed5 phi\u1ebfu c\u00f4ng ngh\u1ec7 t\u1eeb n\u0103m 2017 v\u00e0 x\u00e1c \u0111\u1ecbnh m\u1ed9t s\u1ed1 danh m\u1ee5c d\u1eef li\u1ec7u c\u00f3 gi\u00e1 tr\u1ecb d\u1ef1 \u0111o\u00e1n \u0111\u00e1ng k\u1ec3 cho Apple, \u0111\u01b0\u1ee3c \u0111o b\u1eb1ng h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan v\u00e0 th\u1eddi gian d\u1eabn \u0111\u1ea7u:<\/p>\n

        \n\n\n\n\n\n\n\n\n\n
        Danh M\u1ee5c D\u1eef Li\u1ec7u Thay Th\u1ebf<\/th>\nT\u01b0\u01a1ng \u0110\u01b0\u01a1ng D\u1eef Li\u1ec7u Truy\u1ec1n Th\u1ed1ng<\/th>\nL\u1ee3i Th\u1ebf Th\u1eddi Gian D\u1eabn \u0110\u1ea7u<\/th>\nTh\u00e1ch Th\u1ee9c Tri\u1ec3n Khai<\/th>\n<\/tr>\n<\/thead>\n
        Xu H\u01b0\u1edbng Doanh Thu Nh\u00e0 Ph\u00e1t Tri\u1ec3n App Store (143 qu\u1ed1c gia, h\u00e0ng ng\u00e0y)<\/td>\nB\u00e1o C\u00e1o Doanh Thu D\u1ecbch V\u1ee5 (h\u00e0ng qu\u00fd)<\/td>\n45-60 ng\u00e0y tr\u01b0\u1edbc thu nh\u1eadp (r=0.83)<\/td>\nY\u00eau c\u1ea7u API chuy\u00ean bi\u1ec7t v\u00e0 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng x\u1eed l\u00fd d\u1eef li\u1ec7u ($8K-$15K h\u00e0ng th\u00e1ng)<\/td>\n<\/tr>\n
        D\u1eef Li\u1ec7u C\u1ea3m Bi\u1ebfn Chu\u1ed7i Cung \u1ee8ng (38 c\u01a1 s\u1edf, h\u00e0ng gi\u1edd)<\/td>\nB\u00e1o C\u00e1o Doanh Thu S\u1ea3n Ph\u1ea9m (h\u00e0ng qu\u00fd)<\/td>\n30-75 ng\u00e0y tr\u01b0\u1edbc thu nh\u1eadp (r=0.76)<\/td>\nC\u00e1c \u0111\u0103ng k\u00fd d\u1eef li\u1ec7u \u0111\u1eaft \u0111\u1ecf th\u01b0\u1eddng c\u00f3 gi\u00e1 $25K-$50K h\u00e0ng th\u00e1ng<\/td>\n<\/tr>\n
        Ph\u00e2n T\u00edch \u0110\u01a1n Xin B\u1eb1ng S\u00e1ng Ch\u1ebf (t\u1ea5t c\u1ea3 c\u00e1c h\u1ed3 s\u01a1 t\u1eeb n\u0103m 2000)<\/td>\nB\u00e1o C\u00e1o Chi Ph\u00ed R&D (h\u00e0ng qu\u00fd)<\/td>\n12-18 th\u00e1ng tr\u01b0\u1edbc c\u00e1c c\u00f4ng b\u1ed1 s\u1ea3n ph\u1ea9m (r=0.62)<\/td>\nY\u00eau c\u1ea7u chuy\u00ean m\u00f4n k\u1ef9 thu\u1eadt trong 14 l\u0129nh v\u1ef1c k\u1ef9 thu\u1eadt \u0111\u1ec3 di\u1ec5n gi\u1ea3i \u0111\u00fang<\/td>\n<\/tr>\n
        Ph\u00e2n T\u00edch T\u00e2m L\u00fd Nh\u00e2n Vi\u00ean (17 n\u1ec1n t\u1ea3ng, h\u00e0ng ng\u00e0y)<\/td>\nB\u00ecnh Lu\u1eadn C\u1ee7a Gi\u00e1m \u0110\u1ed1c (h\u00e0ng qu\u00fd)<\/td>\n3-6 th\u00e1ng tr\u01b0\u1edbc c\u00e1c thay \u0111\u1ed5i t\u1ed5 ch\u1ee9c (r=0.58)<\/td>\nGi\u1edbi h\u1ea1n \u1edf ph\u1ea3n h\u1ed3i \u1ea9n danh t\u1ed5ng h\u1ee3p v\u1edbi tu\u00e2n th\u1ee7 ph\u00e1p l\u00fd c\u1ea9n th\u1eadn<\/td>\n<\/tr>\n
        H\u00ecnh \u1ea2nh V\u1ec7 Tinh C\u1ee7a C\u00e1c C\u01a1 S\u1edf S\u1ea3n Xu\u1ea5t (42 ch\u1ec9 s\u1ed1, h\u00e0ng ng\u00e0y)<\/td>\nH\u01b0\u1edbng D\u1eabn S\u1ea3n L\u01b0\u1ee3ng S\u1ea3n Xu\u1ea5t (h\u00e0ng qu\u00fd)<\/td>\n21-35 ng\u00e0y tr\u01b0\u1edbc c\u00e1c b\u00e1o c\u00e1o v\u1eadn chuy\u1ec3n (r=0.79)<\/td>\nChi ph\u00ed cao ($30K-$75K h\u00e0ng th\u00e1ng) v\u00e0 y\u00eau c\u1ea7u ph\u00e2n t\u00edch th\u1ecb gi\u00e1c m\u00e1y t\u00ednh tinh vi<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n

        S\u1ee9c m\u1ea1nh c\u1ee7a d\u1eef li\u1ec7u thay th\u1ebf n\u1eb1m \u1edf kh\u1ea3 n\u0103ng cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft h\u01b0\u1edbng t\u1edbi t\u01b0\u01a1ng lai m\u00e0 ph\u00e2n t\u00edch t\u00e0i ch\u00ednh truy\u1ec1n th\u1ed1ng kh\u00f4ng th\u1ec3 n\u1eafm b\u1eaft. “”Khi ph\u00e2n t\u00edch Apple, d\u1eef li\u1ec7u thay th\u1ebf mang l\u1ea1i cho b\u1ea1n l\u1ee3i th\u1ebf c\u1ea1nh tranh b\u1eb1ng c\u00e1ch ti\u1ebft l\u1ed9 th\u1ef1c t\u1ebf ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00f4ng ty tr\u01b0\u1edbc khi n\u00f3 xu\u1ea5t hi\u1ec7n trong c\u00e1c b\u00e1o c\u00e1o h\u00e0ng qu\u00fd,”” Williams gi\u1ea3i th\u00edch trong b\u00e0i thuy\u1ebft tr\u00ecnh th\u00e1ng 2 n\u0103m 2023 c\u1ee7a m\u00ecnh t\u1ea1i H\u1ed9i ngh\u1ecb \u0110\u1ea7u T\u01b0 \u0110\u1ecbnh L\u01b0\u1ee3ng. “”V\u00ed d\u1ee5, theo d\u00f5i ho\u1ea1t \u0111\u1ed9ng d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t iPhone th\u00f4ng qua c\u00e1c b\u00e1o c\u00e1o c\u1ee7a nh\u00e0 cung c\u1ea5p v\u00e0 h\u00ecnh \u1ea3nh v\u1ec7 tinh cho ph\u00e9p ch\u00fang t\u00f4i x\u00e1c \u0111\u1ecbnh c\u00e1c \u0111\u1ee3t t\u0103ng c\u01b0\u1eddng s\u1ea3n xu\u1ea5t cho iPhone 13 ba th\u00e1ng tr\u01b0\u1edbc khi ra m\u1eaft, d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c doanh s\u1ed1 ban \u0111\u1ea7u m\u1ea1nh h\u01a1n d\u1ef1 ki\u1ebfn l\u00e0 27.3 tri\u1ec7u \u0111\u01a1n v\u1ecb so v\u1edbi s\u1ef1 \u0111\u1ed3ng thu\u1eadn c\u1ee7a nh\u00e0 ph\u00e2n t\u00edch l\u00e0 24.8 tri\u1ec7u.””<\/p>\n

        Trong khi nhi\u1ec1u ngu\u1ed3n d\u1eef li\u1ec7u thay th\u1ebf t\u1eebng ch\u1ec9 c\u00f3 s\u1eb5n cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ed5 ch\u1ee9c v\u1edbi ng\u00e2n s\u00e1ch nghi\u00ean c\u1ee9u h\u00e0ng tri\u1ec7u \u0111\u00f4 la, s\u1ef1 d\u00e2n ch\u1ee7 h\u00f3a c\u00e1c kh\u1ea3 n\u0103ng n\u00e0y \u0111\u00e3 t\u0103ng t\u1ed1c t\u1eeb n\u0103m 2021. C\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb hi\u1ec7n c\u00f3 th\u1ec3 truy c\u1eadp m\u1ed9t s\u1ed1 th\u00f4ng tin chi ti\u1ebft t\u1eeb d\u1eef li\u1ec7u thay th\u1ebf th\u00f4ng qua c\u00e1c n\u1ec1n t\u1ea3ng chuy\u00ean bi\u1ec7t t\u1ed5ng h\u1ee3p c\u00e1c t\u00edn hi\u1ec7u n\u00e0y th\u00e0nh c\u00e1c ch\u1ec9 s\u1ed1 c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng b\u1eaft \u0111\u1ea7u t\u1eeb $97-$249 h\u00e0ng th\u00e1ng, m\u1ed9t ph\u1ea7n nh\u1ecf so v\u1edbi chi ph\u00ed c\u1ee7a t\u1ed5 ch\u1ee9c.<\/p>\n

        C\u00e1c Ch\u1ec9 S\u1ed1 Kinh T\u1ebf \u1ee8ng D\u1ee5ng: C\u1eeda S\u1ed5 V\u00e0o H\u1ec7 Sinh Th\u00e1i C\u1ee7a Apple<\/h3>\n

        Trong s\u1ed1 c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u thay th\u1ebf, c\u00e1c ch\u1ec9 s\u1ed1 App Store \u0111\u00e3 ch\u1ee9ng minh \u0111\u1eb7c bi\u1ec7t c\u00f3 gi\u00e1 tr\u1ecb cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 Apple, v\u1edbi h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan t\u1eeb 0.73-0.89 v\u1edbi hi\u1ec7u su\u1ea5t c\u1ed5 phi\u1ebfu sau \u0111\u00f3. Nh\u00e0 ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m v\u00e0 nh\u00e0 \u0111\u1ea7u t\u01b0 David Chen \u0111\u00e3 t\u1ea1o ra m\u1ed9t h\u1ec7 th\u1ed1ng chuy\u00ean bi\u1ec7t \u0111\u1ec3 theo d\u00f5i c\u00e1c ch\u1ec9 s\u1ed1 kinh t\u1ebf \u1ee9ng d\u1ee5ng tr\u00ean h\u1ec7 sinh th\u00e1i c\u1ee7a Apple v\u00e0o n\u0103m 2018, cung c\u1ea5p c\u00e1c t\u00edn hi\u1ec7u s\u1edbm v\u1ec1 s\u1ee9c kh\u1ecfe c\u1ee7a doanh nghi\u1ec7p d\u1ecbch v\u1ee5 c\u1ee7a Apple\u2014\u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t \u0111\u1ed9ng l\u1ef1c ng\u00e0y c\u00e0ng quan tr\u1ecdng cho \u0111\u1ecbnh gi\u00e1 c\u1ee7a c\u00f4ng ty, t\u0103ng t\u1eeb 8% doanh thu v\u00e0o n\u0103m 2015 l\u00ean 23.7% v\u00e0o n\u0103m 2022.<\/p>\n

        H\u1ec7 th\u1ed1ng c\u1ee7a Chen gi\u00e1m s\u00e1t m\u1ed9t s\u1ed1 ch\u1ec9 s\u1ed1 ch\u00ednh c\u00f3 gi\u00e1 tr\u1ecb d\u1ef1 \u0111o\u00e1n \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh tr\u00ean 174 qu\u1ed1c gia v\u00e0 23 danh m\u1ee5c \u1ee9ng d\u1ee5ng:<\/p>\n

        \n\n\n\n\n\n\n\n\n\n
        Ch\u1ec9 S\u1ed1 Kinh T\u1ebf \u1ee8ng D\u1ee5ng<\/th>\n\u0110o L\u01b0\u1eddng G\u00ec<\/th>\nT\u01b0\u01a1ng Quan V\u1edbi Doanh Thu D\u1ecbch V\u1ee5 C\u1ee7a Apple<\/th>\nTh\u1eddi Gian D\u1eabn \u0110\u1ea7u<\/th>\n<\/tr>\n<\/thead>\n
        T\u0103ng Tr\u01b0\u1edfng Doanh Thu 200 \u1ee8ng D\u1ee5ng H\u00e0ng \u0110\u1ea7u (h\u00e0ng ng\u00e0y)<\/td>\nS\u1ee9c kh\u1ecfe c\u1ee7a h\u1ec7 sinh th\u00e1i \u1ee9ng d\u1ee5ng cao c\u1ea5p tr\u00ean 23 danh m\u1ee5c<\/td>\nH\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.83 (r=0.83, p<0.001)<\/td>\n45 ng\u00e0y tr\u01b0\u1edbc b\u00e1o c\u00e1o h\u00e0ng qu\u00fd v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c h\u01b0\u1edbng 91.2%<\/td>\n<\/tr>\n
        Gi\u1eef Ch\u00e2n Nh\u00f3m \u1ee8ng D\u1ee5ng \u0110\u0103ng K\u00fd (30\/60\/90 ng\u00e0y)<\/td>\n\u0110\u1ed9 b\u00e1m d\u00ednh c\u1ee7a doanh thu d\u1ecbch v\u1ee5 tr\u00ean 17 danh m\u1ee5c \u0111\u0103ng k\u00fd<\/td>\nH\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.79 (r=0.79, p<0.001)<\/td>\n60 ng\u00e0y tr\u01b0\u1edbc b\u00e1o c\u00e1o h\u00e0ng qu\u00fd v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c h\u01b0\u1edbng 87.3%<\/td>\n<\/tr>\n
        T\u0103ng Tr\u01b0\u1edfng H\u1ec7 Sinh Th\u00e1i Nh\u00e0 Ph\u00e1t Tri\u1ec3n (\u0111\u1ec7 tr\u00ecnh m\u1edbi, c\u1eadp nh\u1eadt)<\/td>\nS\u1ee9c h\u1ea5p d\u1eabn c\u1ee7a n\u1ec1n t\u1ea3ng \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 s\u00e1ng t\u1ea1o \u0111\u01b0\u1ee3c \u0111o b\u1eb1ng 14 ch\u1ec9 s\u1ed1 t\u01b0\u01a1ng t\u00e1c<\/td>\nH\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.67 (r=0.67, p<0.01)<\/td>\n90-120 ng\u00e0y tr\u01b0\u1edbc t\u00e1c \u0111\u1ed9ng doanh thu v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c h\u01b0\u1edbng 73.8%<\/td>\n<\/tr>\n
        Ki\u1ebfm Ti\u1ec1n \u1ee8ng D\u1ee5ng \u0110a N\u1ec1n T\u1ea3ng (so v\u1edbi Android)<\/td>\nV\u1ecb th\u1ebf c\u1ea1nh tranh c\u1ee7a Apple \u0111\u01b0\u1ee3c \u0111o tr\u00ean 18 ch\u1ec9 s\u1ed1 song song<\/td>\nH\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.71 (r=0.71, p<0.01)<\/td>\n30-60 ng\u00e0y tr\u01b0\u1edbc c\u00e1c b\u00e1o c\u00e1o th\u1ecb ph\u1ea7n v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c h\u01b0\u1edbng 76.2%<\/td>\n<\/tr>\n
        T\u1ea7n Su\u1ea5t C\u1eadp Nh\u1eadt Trong S\u1ed1 C\u00e1c \u1ee8ng D\u1ee5ng H\u00e0ng \u0110\u1ea7u (h\u00e0ng ng\u00e0y\/h\u00e0ng tu\u1ea7n\/h\u00e0ng th\u00e1ng)<\/td>\n\u0110\u1ea7u t\u01b0 v\u00e0 t\u01b0\u01a1ng t\u00e1c c\u1ee7a nh\u00e0 ph\u00e1t tri\u1ec3n tr\u00ean 9 ch\u1ec9 s\u1ed1 s\u1ee9c s\u1ed1ng<\/td>\nH\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.64 (r=0.64, p<0.01)<\/td>\n120-180 ng\u00e0y tr\u01b0\u1edbc c\u00e1c ch\u1ec9 s\u1ed1 s\u1ee9c kh\u1ecfe n\u1ec1n t\u1ea3ng v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c h\u01b0\u1edbng 68.9%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n

        “”C\u00e1c ch\u1ec9 s\u1ed1 kinh t\u1ebf \u1ee9ng d\u1ee5ng cung c\u1ea5p c\u00e1i nh\u00ecn th\u1eddi gian th\u1ef1c v\u1ec1 s\u1ee9c kh\u1ecfe c\u1ee7a h\u1ec7 sinh th\u00e1i Apple m\u00e0 c\u00e1c b\u00e1o c\u00e1o h\u00e0ng qu\u00fd kh\u00f4ng th\u1ec3 s\u00e1nh k\u1ecbp,”” Chen gi\u1ea3i th\u00edch trong th\u01b0 g\u1eedi nh\u00e0 \u0111\u1ea7u t\u01b0 th\u00e1ng 12 n\u0103m 2022 c\u1ee7a m\u00ecnh. “”Khi ch\u00fang t\u00f4i th\u1ea5y s\u1ef1 t\u0103ng tr\u01b0\u1edfng nh\u1ea5t qu\u00e1n trong doanh thu c\u1ee7a nh\u00e0 ph\u00e1t tri\u1ec3n v\u00e0 t\u1ef7 l\u1ec7 gi\u1eef ch\u00e2n \u0111\u0103ng k\u00fd m\u1ea1nh tr\u00ean 72% cho nh\u00f3m 60 ng\u00e0y, n\u00f3 th\u01b0\u1eddng b\u00e1o tr\u01b0\u1edbc s\u1ef1 t\u0103ng t\u1ed1c trong t\u0103ng tr\u01b0\u1edfng doanh thu d\u1ecbch v\u1ee5 trong 45-60 ng\u00e0y. Ng\u01b0\u1ee3c l\u1ea1i, c\u00e1c ch\u1ec9 s\u1ed1 gi\u1ea3m trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 \u0111\u1ec7 tr\u00ecnh c\u1ee7a nh\u00e0 ph\u00e1t tri\u1ec3n ho\u1eb7c t\u1ea7n su\u1ea5t c\u1eadp nh\u1eadt th\u01b0\u1eddng b\u00e1o hi\u1ec7u c\u00e1c th\u00e1ch th\u1ee9c ti\u1ec1m \u1ea9n 3-6 th\u00e1ng tr\u01b0\u1edbc khi ch\u00fang xu\u1ea5t hi\u1ec7n trong b\u00e1o c\u00e1o t\u00e0i ch\u00ednh c\u1ee7a Apple.””<\/p>\n

        \u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch c\u1ee7a Pocket Option, t\u00edch h\u1ee3p c\u00e1c ch\u1ec9 s\u1ed1 kinh t\u1ebf \u1ee9ng d\u1ee5ng v\u00e0o qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a h\u1ecd th\u00eam m\u1ed9t chi\u1ec1u gi\u00e1 tr\u1ecb v\u01b0\u1ee3t ra ngo\u00e0i ph\u00e2n t\u00edch t\u00e0i ch\u00ednh truy\u1ec1n th\u1ed1ng. C\u00e1c ch\u1ec9 s\u1ed1 n\u00e0y gi\u00fap tr\u1ea3 l\u1eddi kh\u00f4ng ch\u1ec9 li\u1ec7u, m\u00e0 khi n\u00e0o c\u1ed5 phi\u1ebfu Apple s\u1ebd t\u0103ng d\u1ef1a tr\u00ean s\u1ee9c kh\u1ecfe c\u1ee7a doanh nghi\u1ec7p d\u1ecbch v\u1ee5 ng\u00e0y c\u00e0ng quan tr\u1ecdng c\u1ee7a n\u00f3, v\u1ed1n c\u00f3 \u0111\u1ecbnh gi\u00e1 cao h\u01a1n 2.7-3.5 l\u1ea7n so v\u1edbi doanh thu ph\u1ea7n c\u1ee9ng.<\/p>\n

        Blockchain v\u00e0 H\u1ee3p \u0110\u1ed3ng Th\u00f4ng Minh: Ph\u00e2n T\u00edch C\u1ed5 Phi\u1ebfu Apple Phi T\u1eadp Trung<\/h2>\n

        M\u1eb7c d\u00f9 \u00edt r\u00f5 r\u00e0ng h\u01a1n ngay l\u1eadp t\u1ee9c so v\u1edbi AI ho\u1eb7c d\u1eef li\u1ec7u thay th\u1ebf, c\u00f4ng ngh\u1ec7 blockchain \u0111ang b\u1eaft \u0111\u1ea7u \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn c\u00e1ch c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00edch li\u1ec7u c\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng. C\u00e1c \u1ee9ng d\u1ee5ng t\u00e0i ch\u00ednh phi t\u1eadp trung (DeFi) v\u00e0 c\u00e1c th\u1ecb tr\u01b0\u1eddng d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean blockchain \u0111ang t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh m\u1edbi cho ph\u00e2n t\u00edch c\u1ed5 phi\u1ebfu Apple d\u1ef1a tr\u00ean \u0111\u00e1m \u0111\u00f4ng v\u1edbi c\u00e1c c\u1ea5u tr\u00fac khuy\u1ebfn kh\u00edch t\u00edch h\u1ee3p th\u01b0\u1edfng cho \u0111\u1ed9 ch\u00ednh x\u00e1c thay v\u00ec kh\u1ed1i l\u01b0\u1ee3ng giao d\u1ecbch ho\u1eb7c m\u1ed1i quan h\u1ec7 kh\u00e1ch h\u00e0ng.<\/p>\n

        Nh\u00e0 nghi\u00ean c\u1ee9u c\u00f4ng ngh\u1ec7 t\u00e0i ch\u00ednh Maria Rodriguez \u0111\u00e3 nghi\u00ean c\u1ee9u c\u00e1c th\u1ecb tr\u01b0\u1eddng d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean blockchain m\u1edbi n\u1ed5i t\u1eeb n\u0103m 2019, t\u1eadp trung v\u00e0o kh\u1ea3 n\u0103ng d\u1ef1 b\u00e1o gi\u00e1 c\u1ed5 phi\u1ebfu c\u1ee7a ch\u00fang. “”Ph\u00e2n t\u00edch th\u1ecb tr\u01b0\u1eddng truy\u1ec1n th\u1ed1ng g\u1eb7p ph\u1ea3i m\u1ed9t s\u1ed1 v\u1ea5n \u0111\u1ec1 c\u1ea5u tr\u00fac\u2014xung \u0111\u1ed9t l\u1ee3i \u00edch c\u1ee7a nh\u00e0 ph\u00e2n t\u00edch, h\u00e0nh vi b\u1ea7y \u0111\u00e0n, v\u00e0 thi\u1ebfu tr\u00e1ch nhi\u1ec7m \u0111\u1ed1i v\u1edbi c\u00e1c d\u1ef1 \u0111o\u00e1n sai,”” Rodriguez gi\u1ea3i th\u00edch trong b\u00e0i b\u00e1o nghi\u00ean c\u1ee9u th\u00e1ng 3 n\u0103m 2023 c\u1ee7a m\u00ecnh \u0111\u01b0\u1ee3c xu\u1ea5t b\u1ea3n tr\u00ean T\u1ea1p ch\u00ed Kinh T\u1ebf Blockchain. “”C\u00e1c th\u1ecb tr\u01b0\u1eddng d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean blockchain gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 n\u00e0y b\u1eb1ng c\u00e1ch t\u1ea1o ra c\u00e1c b\u1ea3n ghi d\u1ef1 \u0111o\u00e1n minh b\u1ea1ch, kh\u00f4ng th\u1ec3 thay \u0111\u1ed5i v\u00e0 t\u1ef1 \u0111\u1ed9ng th\u01b0\u1edfng cho c\u00e1c d\u1ef1 b\u00e1o ch\u00ednh x\u00e1c th\u00f4ng qua h\u1ee3p \u0111\u1ed3ng th\u00f4ng minh, v\u1edbi t\u1ef7 l\u1ec7 ch\u00ednh x\u00e1c \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n t\u1eeb 61.4% l\u00ean 73.2% trong 24 th\u00e1ng qua.””<\/p>\n

        M\u1ed9t s\u1ed1 n\u1ec1n t\u1ea3ng blockchain \u0111\u00e3 xu\u1ea5t hi\u1ec7n t\u1eeb n\u0103m 2020 t\u1eadp trung c\u1ee5 th\u1ec3 v\u00e0o d\u1ef1 \u0111o\u00e1n gi\u00e1 c\u1ed5 phi\u1ebfu, bao g\u1ed3m c\u00e1c nh\u00f3m d\u1ef1 \u0111o\u00e1n t\u1eadp trung v\u00e0o Apple \u0111\u00e1ng k\u1ec3:<\/p>\n

        \n\n\n\n\n\n\n\n\n\n
        C\u01a1 Ch\u1ebf D\u1ef1 \u0110o\u00e1n Blockchain<\/th>\nT\u01b0\u01a1ng \u0110\u01b0\u01a1ng Truy\u1ec1n Th\u1ed1ng<\/th>\nL\u1ee3i Th\u1ebf Ch\u00ednh<\/th>\nH\u1ea1n Ch\u1ebf Hi\u1ec7n T\u1ea1i<\/th>\n<\/tr>\n<\/thead>\n
        Th\u1ecb Tr\u01b0\u1eddng D\u1ef1 \u0110o\u00e1n \u0110\u01b0\u1ee3c Token H\u00f3a (7 n\u1ec1n t\u1ea3ng ch\u00ednh)<\/td>\nM\u1ee5c Ti\u00eau Gi\u00e1 C\u1ee7a Nh\u00e0 Ph\u00e2n T\u00edch (s\u1ef1 \u0111\u1ed3ng thu\u1eadn c\u1ee7a Wall Street)<\/td>\nKhuy\u1ebfn kh\u00edch t\u00e0i ch\u00ednh tr\u1ef1c ti\u1ebfp cho \u0111\u1ed9 ch\u00ednh x\u00e1c ($3.7M t\u1ed5ng ph\u1ea7n th\u01b0\u1edfng 2022); Kh\u00f4ng c\u00f3 thi\u00ean v\u1ecb t\u1ed5 ch\u1ee9c ho\u1eb7c xung \u0111\u1ed9t m\u1ed1i quan h\u1ec7 ng\u00e2n h\u00e0ng<\/td>\nNh\u00f3m ng\u01b0\u1eddi tham gia nh\u1ecf h\u01a1n (42,800 so v\u1edbi h\u00e0ng tri\u1ec7u nh\u00e0 giao d\u1ecbch); S\u1ef1 kh\u00f4ng ch\u1eafc ch\u1eafn v\u1ec1 quy \u0111\u1ecbnh \u1edf m\u1ed9t s\u1ed1 khu v\u1ef1c ph\u00e1p l\u00fd<\/td>\n<\/tr>\n
        Oracles Tr\u00ed Tu\u1ec7 \u0110\u00e1m \u0110\u00f4ng (5 m\u1ea1ng ch\u00ednh)<\/td>\nKh\u1ea3o S\u00e1t T\u00e2m L\u00fd Th\u1ecb Tr\u01b0\u1eddng (AAII, v.v.)<\/td>\nCh\u1ed1ng l\u1ea1i s\u1ef1 thao t\u00fang th\u00f4ng qua x\u00e1c minh m\u1eadt m\u00e3; T\u1ed5ng h\u1ee3p c\u00e1c quan \u0111i\u1ec3m \u0111a d\u1ea1ng t\u1eeb h\u01a1n 28,400 ng\u01b0\u1eddi tham gia to\u00e0n c\u1ea7u<\/td>\nKinh t\u1ebf h\u1ecdc token ph\u1ee9c t\u1ea1p y\u00eau c\u1ea7u ki\u1ebfn th\u1ee9c t\u00e0i ch\u00ednh; R\u00e0o c\u1ea3n k\u1ef9 thu\u1eadt cho ng\u01b0\u1eddi d\u00f9ng kh\u00f4ng ph\u1ea3i crypto<\/td>\n<\/tr>\n
        Ph\u00e2n T\u00edch K\u1ef9 Thu\u1eadt Tr\u00ean Chu\u1ed7i (3 giao th\u1ee9c ch\u00ednh)<\/td>\nC\u00e1c Ch\u1ec9 B\u00e1o K\u1ef9 Thu\u1eadt (RSI, MACD, v.v.)<\/td>\nPh\u01b0\u01a1ng ph\u00e1p minh b\u1ea1ch v\u1edbi ki\u1ec3m to\u00e1n m\u00e3 kh\u00f4ng th\u1ec3 thay \u0111\u1ed5i; Hi\u1ec7u su\u1ea5t l\u1ecbch s\u1eed c\u00f3 th\u1ec3 x\u00e1c minh v\u1edbi h\u01a1n 17,300 b\u1ea3n ghi d\u1ef1 \u0111o\u00e1n<\/td>\nT\u00edch h\u1ee3p h\u1ea1n ch\u1ebf v\u1edbi d\u1eef li\u1ec7u thay th\u1ebf; C\u00f4ng ngh\u1ec7 m\u1edbi v\u1edbi h\u1ed3 s\u01a1 theo d\u00f5i 2.3 n\u0103m<\/td>\n<\/tr>\n
        D\u1ef1 B\u00e1o \u0110\u01b0\u1ee3c \u0110\u1eb7t C\u01b0\u1ee3c Uy T\u00edn (4 n\u1ec1n t\u1ea3ng ch\u00ednh)<\/td>\nB\u00ecnh Lu\u1eadn Chuy\u00ean Gia (c\u00e1c nh\u00e0 ph\u00e2n t\u00edch TV, b\u1ea3n tin)<\/td>\nTr\u00e1ch nhi\u1ec7m th\u00f4ng qua x\u00e1c minh blockchain; Theo d\u00f5i hi\u1ec7u su\u1ea5t tr\u00ean h\u01a1n 73,600 d\u1ef1 \u0111o\u00e1n l\u1ecbch s\u1eed<\/td>\nY\u00eau c\u1ea7u tham gia t\u00edch c\u1ef1c v\u00e0o h\u1ec7 sinh th\u00e1i; \u0110\u01b0\u1eddng cong h\u1ecdc t\u1eadp v\u1edbi h\u01a1n 14 tham s\u1ed1 qu\u1ea3n tr\u1ecb<\/td>\n<\/tr>\n
        DAO Nghi\u00ean C\u1ee9u Phi T\u1eadp Trung (6 t\u1ed5 ch\u1ee9c ho\u1ea1t \u0111\u1ed9ng)<\/td>\nC\u00e1c Ph\u00f2ng Nghi\u00ean C\u1ee9u (c\u00e1c ng\u00e2n h\u00e0ng \u0111\u1ea7u t\u01b0)<\/td>\nPh\u00e2n t\u00edch \u0111\u00e1m \u0111\u00f4ng t\u1eeb h\u01a1n 3,700 ng\u01b0\u1eddi \u0111\u00f3ng g\u00f3p; Khuy\u1ebfn kh\u00edch ph\u00f9 h\u1ee3p cho nghi\u00ean c\u1ee9u ch\u1ea5t l\u01b0\u1ee3ng v\u1edbi $14.2M \u0111\u01b0\u1ee3c ph\u00e2n ph\u1ed1i<\/td>\nTh\u00e1ch th\u1ee9c qu\u1ea3n tr\u1ecb v\u1edbi ra quy\u1ebft \u0111\u1ecbnh phi t\u1eadp trung; Ch\u1ea5t l\u01b0\u1ee3ng nghi\u00ean c\u1ee9u kh\u00f4ng nh\u1ea5t qu\u00e1n tr\u00ean h\u01a1n 23 danh m\u1ee5c \u0111\u1ea7u ra<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n

        K\u1ebft qu\u1ea3 ban \u0111\u1ea7u t\u1eeb c\u00e1c h\u1ec7 th\u1ed1ng d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean blockchain n\u00e0y cho th\u1ea5y tri\u1ec3n v\u1ecdng cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u00ecm ki\u1ebfm ph\u00e2n t\u00edch Apple thay th\u1ebf. “”Ch\u00fang t\u00f4i \u0111\u00e3 ph\u00e2n t\u00edch hi\u1ec7u su\u1ea5t c\u1ee7a ba th\u1ecb tr\u01b0\u1eddng d\u1ef1 \u0111o\u00e1n phi t\u1eadp trung l\u1edbn nh\u1ea5t t\u1eadp trung v\u00e0o c\u1ed5 phi\u1ebfu Apple v\u00e0 nh\u1eadn th\u1ea5y c\u00e1c d\u1ef1 b\u00e1o \u0111\u1ed3ng thu\u1eadn c\u1ee7a h\u1ecd v\u01b0\u1ee3t tr\u1ed9i h\u01a1n c\u00e1c nh\u00e0 ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng c\u1ee7a Wall Street 12.7% trong 12 th\u00e1ng qua k\u1ebft th\u00fac v\u00e0o th\u00e1ng 2 n\u0103m 2023,”” Rodriguez l\u01b0u \u00fd trong b\u00e0i thuy\u1ebft tr\u00ecnh th\u00e1ng 4 n\u0103m 2023 c\u1ee7a m\u00ecnh t\u1ea1i H\u1ed9i ngh\u1ecb Blockchain MIT. “”S\u1ef1 ph\u00f9 h\u1ee3p khuy\u1ebfn kh\u00edch d\u01b0\u1eddng nh\u01b0 t\u1ea1o ra ph\u00e2n t\u00edch kh\u00e1ch quan h\u01a1n, \u0111\u1eb7c bi\u1ec7t l\u00e0 xung quanh c\u00e1c s\u1ef1 ki\u1ec7n thu nh\u1eadp n\u01a1i c\u00e1c nh\u00e0 ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng c\u00f3 \u00e1p l\u1ef1c t\u1ed5 ch\u1ee9c \u0111\u1ec3 duy tr\u00ec m\u1ed1i quan h\u1ec7 v\u1edbi c\u00f4ng ty.””<\/p>\n

        Trong khi ph\u00e2n t\u00edch c\u1ed5 phi\u1ebfu d\u1ef1a tr\u00ean blockchain v\u1eabn c\u00f2n \u1edf giai \u0111o\u1ea1n \u0111\u1ea7u, c\u00f4ng ngh\u1ec7 n\u00e0y cung c\u1ea5p nh\u1eefng l\u1ee3i th\u1ebf \u0111\u1ed9c \u0111\u00e1o b\u1ed5 sung cho c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng v\u00e0 \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI, \u0111\u1eb7c bi\u1ec7t l\u00e0 \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 \u0111\u1ed9c l\u1eadp t\u00ecm ki\u1ebfm c\u00e1c quan \u0111i\u1ec3m kh\u00f4ng thi\u00ean v\u1ecb. \u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 c\u00e2n nh\u1eafc khi n\u00e0o c\u1ed5 phi\u1ebfu Apple s\u1ebd t\u0103ng, c\u00e1c n\u1ec1n t\u1ea3ng phi t\u1eadp trung n\u00e0y cung c\u1ea5p m\u1ed9t quan \u0111i\u1ec3m b\u1ed5 sung kh\u00e1c bi\u1ec7t v\u1ec1 c\u1ea5u tr\u00fac so v\u1edbi c\u00e1c ngu\u1ed3n th\u00f4ng th\u01b0\u1eddng, v\u1edbi c\u00e1c c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u01b0\u1ee3c ghi nh\u1eadn t\u1eeb 8.3-14.7% cho c\u00e1c khung th\u1eddi gian d\u1ef1 \u0111o\u00e1n c\u1ee5 th\u1ec3.<\/p>\n

        Pocket Option \u0111\u00e3 b\u1eaft \u0111\u1ea7u t\u00edch h\u1ee3p c\u00e1c th\u00f4ng tin chi ti\u1ebft t\u1eeb c\u00e1c th\u1ecb tr\u01b0\u1eddng d\u1ef1 \u0111o\u00e1n phi t\u1eadp trung v\u00e0o c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch c\u1ee7a m\u00ecnh, cho ph\u00e9p c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 so s\u00e1nh c\u00e1c d\u1ef1 b\u00e1o \u0111\u1ed3ng thu\u1eadn d\u1ef1a tr\u00ean blockchain v\u1edbi k\u1ef3 v\u1ecdng c\u1ee7a c\u00e1c nh\u00e0 ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng. Quan \u0111i\u1ec3m \u0111a chi\u1ec1u n\u00e0y gi\u00fap x\u00e1c \u0111\u1ecbnh c\u00e1c t\u00ecnh hu\u1ed1ng n\u01a1i c\u00f3 s\u1ef1 b\u1ea5t \u0111\u1ed3ng \u0111\u00e1ng k\u1ec3 gi\u1eefa tr\u00ed tu\u1ec7 th\u00f4ng th\u01b0\u1eddng v\u00e0 tr\u00ed tu\u1ec7 phi t\u1eadp trung\u2014th\u01b0\u1eddng l\u00e0 t\u00edn hi\u1ec7u c\u1ee7a s\u1ef1 kh\u00f4ng hi\u1ec7u qu\u1ea3 th\u1ecb tr\u01b0\u1eddng ti\u1ec1m n\u0103ng v\u1edbi c\u00e1c c\u01a1 h\u1ed9i giao d\u1ecbch c\u00f3 l\u1ee3i nhu\u1eadn.<\/p>\n

        X\u1eed L\u00fd Ng\u00f4n Ng\u1eef T\u1ef1 Nhi\u00ean: Gi\u1ea3i M\u00e3 C\u00e1c M\u1eabu Giao Ti\u1ebfp C\u1ee7a Apple<\/h2>\n

        C\u00e1c giao ti\u1ebfp c\u1ee7a Apple\u2014t\u1eeb c\u00e1c cu\u1ed9c g\u1ecdi thu nh\u1eadp \u0111\u1ebfn c\u00e1c c\u00f4ng b\u1ed1 s\u1ea3n ph\u1ea9m\u2014ch\u1ee9a c\u00e1c m\u1eabu ng\u00f4n ng\u1eef tinh t\u1ebf c\u00f3 th\u1ec3 cung c\u1ea5p c\u00e1c t\u00edn hi\u1ec7u s\u1edbm v\u1ec1 qu\u1ef9 \u0111\u1ea1o c\u1ee7a c\u00f4ng ty. C\u00f4ng ngh\u1ec7 X\u1eed L\u00fd Ng\u00f4n Ng\u1eef T\u1ef1 Nhi\u00ean (NLP) \u0111\u00e3 ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng t\u1eeb n\u0103m 2020 \u0111\u1ec3 gi\u1ea3i m\u00e3 c\u00e1c m\u1eabu n\u00e0y v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u00e1ng kinh ng\u1ea1c, cung c\u1ea5p cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 nh\u1eefng th\u00f4ng tin chi ti\u1ebft \u0111\u1ed9c \u0111\u00e1o v\u1ec1 c\u00e1c bi\u1ebfn \u0111\u1ed9ng c\u1ed5 phi\u1ebfu ti\u1ec1m n\u0103ng 15-120 ng\u00e0y tr\u01b0\u1edbc khi c\u00e1c nh\u00e0 ph\u00e2n t\u00edch th\u00f4ng th\u01b0\u1eddng x\u00e1c \u0111\u1ecbnh c\u00f9ng c\u00e1c t\u00edn hi\u1ec7u.<\/p>\n

        Nh\u00e0 ng\u00f4n ng\u1eef h\u1ecdc m\u00e1y t\u00ednh Dr. Robert Chang \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t h\u1ec7 th\u1ed1ng NLP \u0111\u01b0\u1ee3c hi\u1ec7u ch\u1ec9nh c\u1ee5 th\u1ec3 \u0111\u1ec3 ph\u00e2n t\u00edch c\u00e1c giao ti\u1ebfp c\u1ee7a gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh Apple v\u00e0o n\u0103m 2021. H\u1ec7 th\u1ed1ng c\u1ee7a \u00f4ng ki\u1ec3m tra h\u00e0ng ch\u1ee5c ch\u1ec9 s\u1ed1 ng\u00f4n ng\u1eef tr\u00ean 15 n\u0103m b\u1ea3n ghi \u0111\u00e3 ch\u1ee9ng minh \u00fd ngh\u0129a th\u1ed1ng k\u00ea (p<0.05) trong vi\u1ec7c d\u1ef1 \u0111o\u00e1n hi\u1ec7u su\u1ea5t c\u00f4ng ty trong t\u01b0\u01a1ng lai v\u1edbi th\u1eddi gian d\u1eabn \u0111\u1ea7u 30-90 ng\u00e0y.\n\n\n

        \n\n\n\n\n\n\n\n\n\n
        Chi\u1ec1u Ng\u00f4n Ng\u1eef<\/th>\n\u0110o L\u01b0\u1eddng G\u00ec<\/th>\nM\u1eabu D\u1ef1 \u0110o\u00e1n<\/th>\n\u00dd Ngh\u0129a Th\u1ed1ng K\u00ea<\/th>\n<\/tr>\n<\/thead>\n
        Ng\u00f4n Ng\u1eef Ch\u1eafc Ch\u1eafn (37 ch\u1ec9 s\u1ed1 \u0111\u01b0\u1ee3c theo d\u00f5i)<\/td>\nS\u1ef1 t\u1ef1 tin c\u1ee7a gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh trong c\u00e1c d\u1ef1 b\u00e1o v\u00e0 h\u01b0\u1edbng d\u1eabn<\/td>\nGi\u1ea3m c\u00e1c ch\u1ec9 s\u1ed1 ch\u1eafc ch\u1eafn (>15% thay \u0111\u1ed5i) b\u00e1o tr\u01b0\u1edbc c\u00e1c l\u1ea7n b\u1ecf l\u1ee1 h\u01b0\u1edbng d\u1eabn trong v\u00f2ng 90 ng\u00e0y (83.7% \u0111\u1ed9 ch\u00ednh x\u00e1c)<\/td>\np < 0.01 (r\u1ea5t c\u00f3 \u00fd ngh\u0129a) v\u1edbi r=0.76 t\u01b0\u01a1ng quan<\/td>\n<\/tr>\n
        C\u00e1c Tuy\u00ean B\u1ed1 T\u1eadp Trung V\u00e0o T\u01b0\u01a1ng Lai (42 ch\u1ec9 s\u1ed1 \u0111\u01b0\u1ee3c theo d\u00f5i)<\/td>\nChi\u1ebfn l\u01b0\u1ee3c v\u00e0 s\u1ef1 r\u00f5 r\u00e0ng c\u1ee7a l\u1ed9 tr\u00ecnh tr\u00ean 7 l\u0129nh v\u1ef1c<\/td>\nT\u0103ng t\u1eadp trung v\u00e0o t\u01b0\u01a1ng lai (>23% thay \u0111\u1ed5i) t\u01b0\u01a1ng quan v\u1edbi c\u00e1c \u0111\u1ed5i m\u1edbi s\u1ea3n ph\u1ea9m s\u1eafp t\u1edbi trong v\u00f2ng 120 ng\u00e0y (71.4% \u0111\u1ed9 ch\u00ednh x\u00e1c)<\/td>\np < 0.05 (c\u00f3 \u00fd ngh\u0129a) v\u1edbi r=0.62 t\u01b0\u01a1ng quan<\/td>\n<\/tr>\n
        Ph\u00e2n C\u1ef1c T\u00e2m L\u00fd (84 ch\u1ec9 s\u1ed1 \u0111\u01b0\u1ee3c theo d\u00f5i)<\/td>\nTone c\u1ea3m x\u00fac c\u1ee7a c\u00e1c giao ti\u1ebfp tr\u00ean 12 chi\u1ec1u<\/td>\nNh\u1eefng thay \u0111\u1ed5i ti\u00eau c\u1ef1c tinh t\u1ebf (>7% thay \u0111\u1ed5i) th\u01b0\u1eddng b\u00e1o tr\u01b0\u1edbc c\u00e1c qu\u00fd kh\u00f3 kh\u0103n trong v\u00f2ng 60 ng\u00e0y (79.2% \u0111\u1ed9 ch\u00ednh x\u00e1c)<\/td>\np < 0.01 (r\u1ea5t c\u00f3 \u00fd ngh\u0129a) v\u1edbi r=0.69 t\u01b0\u01a1ng quan<\/td>\n<\/tr>\n
        \u0110\u1ed9 C\u1ee5 Th\u1ec3 K\u1ef9 Thu\u1eadt (53 ch\u1ec9 s\u1ed1 \u0111\u01b0\u1ee3c theo d\u00f5i)<\/td>\n\u0110\u1ed9 s\u00e2u c\u1ee7a th\u1ea3o lu\u1eadn s\u1ea3n ph\u1ea9m v\u00e0 k\u1ef9 thu\u1eadt tr\u00ean 9 danh m\u1ee5c<\/td>\n\u0110\u1ed9 c\u1ee5 th\u1ec3 cao h\u01a1n (>31% tr\u00ean m\u1ee9c c\u01a1 b\u1ea3n) ch\u1ec9 ra \u0111\u01b0\u1eddng \u1ed1ng \u0111\u1ed5i m\u1edbi m\u1ea1nh h\u01a1n trong v\u00f2ng 180 ng\u00e0y (68.3% \u0111\u1ed9 ch\u00ednh x\u00e1c)<\/td>\np < 0.05 (c\u00f3 \u00fd ngh\u0129a) v\u1edbi r=0.58 t\u01b0\u01a1ng quan<\/td>\n<\/tr>\n
        M\u1eabu Ph\u1ea3n H\u1ed3i C\u00e2u H\u1ecfi (29 ch\u1ec9 s\u1ed1 \u0111\u01b0\u1ee3c theo d\u00f5i)<\/td>\nS\u1ef1 tho\u1ea3i m\u00e1i v\u1edbi c\u00e2u h\u1ecfi c\u1ee7a nh\u00e0 ph\u00e2n t\u00edch tr\u00ean 6 l\u0129nh v\u1ef1c ch\u1ee7 \u0111\u1ec1<\/td>\nM\u1eabu n\u00e9 tr\u00e1nh (>19% t\u0103ng) t\u01b0\u01a1ng quan v\u1edbi c\u00e1c th\u00e1ch th\u1ee9c ch\u01b0a \u0111\u01b0\u1ee3c ti\u1ebft l\u1ed9 trong v\u00f2ng 45 ng\u00e0y (84.6% \u0111\u1ed9 ch\u00ednh x\u00e1c)<\/td>\np < 0.01 (r\u1ea5t c\u00f3 \u00fd ngh\u0129a) v\u1edbi r=0.77 t\u01b0\u01a1ng quan<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n

        “”C\u00e1c gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh c\u1ee7a Apple l\u00e0 nh\u1eefng ng\u01b0\u1eddi giao ti\u1ebfp c\u00f3 k\u1ef7 lu\u1eadt \u0111\u1eb7c bi\u1ec7t, hi\u1ebfm khi l\u1ec7ch kh\u1ecfi c\u00e1c m\u1eabu ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c ch\u1ebf t\u00e1c c\u1ea9n th\u1eadn,”” Chang gi\u1ea3i th\u00edch trong b\u00e0i thuy\u1ebft tr\u00ecnh cho nh\u00e0 \u0111\u1ea7u t\u01b0 th\u00e1ng 1 n\u0103m 2023 c\u1ee7a m\u00ecnh. “”\u0110i\u1ec1u n\u00e0y l\u00e0m cho c\u00e1c bi\u1ebfn th\u1ec3 tinh t\u1ebf trong c\u00e1c m\u1eabu ng\u00f4n ng\u1eef c\u1ee7a h\u1ecd \u0111\u1eb7c bi\u1ec7t c\u00f3 \u00fd ngh\u0129a khi \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n th\u00f4ng qua ph\u00e2n t\u00edch m\u00e1y t\u00ednh. H\u1ec7 th\u1ed1ng NLP c\u1ee7a ch\u00fang t\u00f4i \u0111\u00e3 ph\u00e1t hi\u1ec7n s\u1ef1 gia t\u0103ng \u0111\u00e1ng k\u1ec3 42.7% trong ng\u00f4n ng\u1eef ch\u1eafc ch\u1eafn trong cu\u1ed9c g\u1ecdi thu nh\u1eadp th\u00e1ng 6 n\u0103m 2020 so v\u1edbi c\u00e1c qu\u00fd tr\u01b0\u1edbc, c\u1ee5 th\u1ec3 l\u00e0 xung quanh t\u0103ng tr\u01b0\u1edfng d\u1ecbch v\u1ee5 v\u00e0 s\u1ee9c m\u1ea1nh h\u1ec7 sinh th\u00e1i. S\u1ef1 thay \u0111\u1ed5i ng\u00f4n ng\u1eef n\u00e0y b\u00e1o tr\u01b0\u1edbc hi\u1ec7u su\u1ea5t m\u1ea1nh m\u1ebd c\u1ee7a Apple trong su\u1ed1t ph\u1ea7n c\u00f2n l\u1ea1i c\u1ee7a n\u0103m 2020, m\u1eb7c d\u00f9 c\u00f3 nh\u1eefng lo ng\u1ea1i v\u1ec1 \u0111\u1ea1i d\u1ecbch \u0111ang di\u1ec5n ra, v\u1edbi c\u1ed5 phi\u1ebfu t\u0103ng 51.4% trong s\u00e1u th\u00e1ng ti\u1ebfp theo trong khi ng\u00e0nh c\u00f4ng ngh\u1ec7 r\u1ed9ng h\u01a1n t\u0103ng 29.7%.””<\/p>\n

        \u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ef1 h\u1ecfi li\u1ec7u c\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng sau c\u00e1c s\u1ef1 ki\u1ec7n giao ti\u1ebfp c\u1ee5 th\u1ec3, ph\u00e2n t\u00edch NLP cung c\u1ea5p c\u00e1c th\u00f4ng tin chi ti\u1ebft m\u00e0 vi\u1ec7c l\u1eafng nghe c\u1ee7a con ng\u01b0\u1eddi th\u01b0\u1eddng ho\u00e0n to\u00e0n b\u1ecf l\u1ee1. C\u00f4ng ngh\u1ec7 c\u00f3 th\u1ec3 x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch t\u1eebng t\u1eeb t\u1eeb c\u00e1c cu\u1ed9c g\u1ecdi thu nh\u1eadp, h\u1ed9i ngh\u1ecb nh\u00e0 ph\u00e1t tri\u1ec3n, v\u00e0 c\u00e1c cu\u1ed9c ph\u1ecfng v\u1ea5n truy\u1ec1n th\u00f4ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu v\u00f4 h\u00ecnh \u0111\u1ed1i v\u1edbi ph\u00e2n t\u00edch th\u00f4ng th\u01b0\u1eddng, v\u1edbi c\u00e1c l\u1ee3i th\u1ebf d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c ghi nh\u1eadn t\u1eeb 15-37 ng\u00e0y so v\u1edbi c\u00e1c c\u1eadp nh\u1eadt c\u1ee7a nh\u00e0 ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng.<\/p>\n

        Trong khi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ed5 ch\u1ee9c \u0111\u00e3 t\u1eadn d\u1ee5ng c\u00f4ng ngh\u1ec7 NLP t\u1eeb n\u0103m 2018-2019, c\u00e1c kh\u1ea3 n\u0103ng n\u00e0y ng\u00e0y c\u00e0ng c\u00f3 s\u1eb5n cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb th\u00f4ng qua c\u00e1c n\u1ec1n t\u1ea3ng chuy\u00ean bi\u1ec7t. Pocket Option hi\u1ec7n t\u00edch h\u1ee3p c\u00e1c th\u00f4ng tin chi ti\u1ebft t\u1eeb NLP v\u00e0o c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch thu nh\u1eadp c\u1ee7a m\u00ecnh, l\u00e0m n\u1ed5i b\u1eadt c\u00e1c m\u1eabu ng\u00f4n ng\u1eef c\u00f3 gi\u00e1 tr\u1ecb d\u1ef1 \u0111o\u00e1n \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh cho c\u00e1c c\u00f4ng ty nh\u01b0 Apple v\u00e0 73 c\u00f4ng ty c\u00f4ng ngh\u1ec7 l\u1edbn kh\u00e1c c\u00f3 \u0111\u1ee7 l\u1ecbch s\u1eed giao ti\u1ebfp \u0111\u1ec3 ph\u00e2n t\u00edch th\u1ed1ng k\u00ea.<\/p>\n

        Nghi\u00ean C\u1ee9u Tr\u01b0\u1eddng H\u1ee3p: T\u00edn Hi\u1ec7u \u0110\u01b0\u1ee3c Ph\u00e1t Hi\u1ec7n B\u1eb1ng NLP Tr\u01b0\u1edbc Khi Apple C\u00f4ng B\u1ed1 G\u00f3i D\u1ecbch V\u1ee5<\/h3>\n

        M\u1ed9t v\u00ed d\u1ee5 thuy\u1ebft ph\u1ee5c v\u1ec1 s\u1ee9c m\u1ea1nh d\u1ef1 \u0111o\u00e1n c\u1ee7a NLP \u0111\u00e3 \u0111\u1ebfn v\u00e0o gi\u1eefa n\u0103m 2020, khi h\u1ec7 th\u1ed1ng c\u1ee7a Chang ph\u00e1t hi\u1ec7n c\u00e1c m\u1eabu ng\u00f4n ng\u1eef b\u1ea5t th\u01b0\u1eddng trong c\u00e1c giao ti\u1ebfp c\u1ee7a Apple v\u1ec1 doanh nghi\u1ec7p d\u1ecbch v\u1ee5 c\u1ee7a m\u00ecnh. “”Thu\u1eadt to\u00e1n c\u1ee7a ch\u00fang t\u00f4i \u0111\u00e3 x\u00e1c \u0111\u1ecbnh s\u1ef1 gia t\u0103ng 67.3% trong ng\u00f4n ng\u1eef li\u00ean quan \u0111\u1ebfn t\u00edch h\u1ee3p v\u00e0 thu\u1eadt ng\u1eef h\u1ec7 sinh th\u00e1i, c\u00f9ng v\u1edbi nh\u1eefng thay \u0111\u1ed5i tinh t\u1ebf trong c\u00e1ch c\u00e1c gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh th\u1ea3o lu\u1eadn v\u1ec1 bi\u00ean l\u1ee3i nhu\u1eadn d\u1ecbch v\u1ee5, t\u0103ng t\u1eeb 3.2 l\u1ea7n \u0111\u1ec1 c\u1eadp m\u1ed7i b\u1ea3n ghi l\u00ean 7.8 l\u1ea7n \u0111\u1ec1 c\u1eadp v\u1edbi c\u00e1c thay \u0111\u1ed5i b\u1ed5 ng\u1eef c\u1ee5 th\u1ec3,”” Chang chi ti\u1ebft trong \u1ea5n ph\u1ea9m nghi\u00ean c\u1ee9u th\u00e1ng 9 n\u0103m 2021 c\u1ee7a m\u00ecnh. “”Nh\u1eefng thay \u0111\u1ed5i n\u00e0y x\u1ea3y ra t\u1eeb th\u00e1ng 4 \u0111\u1ebfn th\u00e1ng 7 n\u0103m 2020, nhi\u1ec1u th\u00e1ng tr\u01b0\u1edbc khi Apple c\u00f4ng b\u1ed1 g\u00f3i d\u1ecbch v\u1ee5 Apple One v\u00e0o th\u00e1ng 9 n\u0103m 2020.””<\/p>\n

        H\u1ec7 th\u1ed1ng NLP \u0111\u00e3 \u0111\u00e1nh d\u1ea5u nh\u1eefng thay \u0111\u1ed5i ng\u00f4n ng\u1eef n\u00e0y l\u00e0 r\u1ea5t c\u00f3 \u00fd ngh\u0129a (p<0.01), khi\u1ebfn Chang t\u0103ng v\u1ecb th\u1ebf c\u1ee7a m\u00ecnh trong Apple v\u00e0o th\u00e1ng 7 n\u0103m 2020, ba th\u00e1ng tr\u01b0\u1edbc khi c\u00f4ng b\u1ed1 g\u00f3i d\u1ecbch v\u1ee5\u2014\u0111\u00e3 k\u00edch ho\u1ea1t m\u1ee9c t\u0103ng gi\u00e1 12.4% trong 21 ng\u00e0y giao d\u1ecbch ti\u1ebfp theo. Kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n c\u1ee7a h\u1ec7 th\u1ed1ng ho\u1ea1t \u0111\u1ed9ng b\u1eb1ng c\u00e1ch:\n\n\n

          \n
        • Ph\u00e2n t\u00edch l\u1ef1a ch\u1ecdn t\u1eeb ch\u00ednh x\u00e1c v\u00e0 t\u1ea7n su\u1ea5t so v\u1edbi c\u00e1c m\u1ee9c c\u01a1 b\u1ea3n l\u1ecbch s\u1eed tr\u00ean 14 n\u0103m b\u1ea3n ghi (217,343 c\u00e2u \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch)<\/li>\n
        • \u0110o l\u01b0\u1eddng c\u00e1c thay \u0111\u1ed5i trong c\u00e1c tr\u01b0\u1eddng ng\u1eef ngh\u0129a li\u00ean quan \u0111\u1ebfn d\u1ecbch v\u1ee5, g\u00f3i, v\u00e0 \u0111\u0103ng k\u00fd s\u1eed d\u1ee5ng 127 t\u1eeb kh\u00f3a theo d\u00f5i<\/li>\n
        • Ph\u00e1t hi\u1ec7n c\u00e1c thay \u0111\u1ed5i trong ng\u00f4n ng\u1eef ch\u1eafc ch\u1eafn khi th\u1ea3o lu\u1eadn v\u1ec1 doanh thu d\u1ecbch v\u1ee5 trong t\u01b0\u01a1ng lai v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 83.7%<\/li>\n
        • X\u00e1c \u0111\u1ecbnh c\u00e1c k\u1ebft n\u1ed1i ng\u1eef c\u1ea3nh m\u1edbi gi\u1eefa c\u00e1c d\u1ecbch v\u1ee5 tr\u01b0\u1edbc \u0111\u00e2y ri\u00eang bi\u1ec7t tr\u00ean 42 chi\u1ec1u ng\u00f4n ng\u1eef<\/li>\n
        • L\u1eadp b\u1ea3n \u0111\u1ed3 c\u00e1c m\u1eabu ng\u00f4n ng\u1eef so v\u1edbi c\u00e1c chu\u1ed7i giao ti\u1ebfp ra m\u1eaft s\u1ea3n ph\u1ea9m tr\u01b0\u1edbc \u0111\u00f3 v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c kh\u1edbp m\u1eabu 91.3%<\/li>\n<\/ul>\n

          “”H\u1ea7u h\u1ebft c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 ho\u00e0n to\u00e0n b\u1ecf l\u1ee1 c\u00e1c t\u00edn hi\u1ec7u tinh t\u1ebf n\u00e0y v\u00ec ch\u00fang \u0111\u01b0\u1ee3c ph\u00e2n t\u00e1n tr\u00ean nhi\u1ec1u giao ti\u1ebfp v\u00e0 y\u00eau c\u1ea7u ph\u00e2n t\u00edch ng\u00f4n ng\u1eef tinh vi \u0111\u1ec3 ph\u00e1t hi\u1ec7n,”” Chang l\u01b0u \u00fd trong h\u1ed9i th\u1ea3o \u0111\u1ea7u t\u01b0 th\u00e1ng 2 n\u0103m 2023 c\u1ee7a m\u00ecnh. “”Nh\u01b0ng b\u1eb1ng ch\u1ee9ng ng\u00f4n ng\u1eef v\u1ec1 s\u1ef1 chuy\u1ec3n \u0111\u1ed5i chi\u1ebfn l\u01b0\u1ee3c c\u1ee7a Apple h\u01b0\u1edbng t\u1edbi c\u00e1c g\u00f3i d\u1ecbch v\u1ee5 \u0111\u00e3 \u1ea9n hi\u1ec7n r\u00f5 r\u00e0ng nhi\u1ec1u th\u00e1ng tr\u01b0\u1edbc khi c\u00f4ng b\u1ed1 ch\u00ednh th\u1ee9c, \u0111\u1ea1i di\u1ec7n cho m\u1ed9t c\u01a1 h\u1ed9i giao d\u1ecbch c\u00f3 gi\u00e1 tr\u1ecb v\u1edbi m\u1ee9c \u0111\u1ed9 r\u1ee7i ro th\u1ea5p h\u01a1n 27.3% so v\u1edbi vi\u1ec7c ch\u1edd \u0111\u1ee3i tin t\u1ee9c ch\u00ednh th\u1ee9c.””<\/p>\n

          Tr\u01b0\u1eddng h\u1ee3p n\u00e0y minh h\u1ecda c\u00e1ch c\u00f4ng ngh\u1ec7 NLP c\u00f3 th\u1ec3 cung c\u1ea5p cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 m\u1ed9t l\u1ee3i th\u1ebf th\u00f4ng tin \u0111\u00e1ng k\u1ec3, \u0111\u1eb7c bi\u1ec7t l\u00e0 \u0111\u1ed1i v\u1edbi m\u1ed9t c\u00f4ng ty nh\u01b0 Apple qu\u1ea3n l\u00fd c\u1ea9n th\u1eadn c\u00e1c giao ti\u1ebfp c\u1ee7a m\u00ecnh. \u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 t\u1ef1 h\u1ecfi khi n\u00e0o c\u1ed5 phi\u1ebfu Apple s\u1ebd t\u0103ng li\u00ean quan \u0111\u1ebfn c\u00e1c s\u00e1ng ki\u1ebfn chi\u1ebfn l\u01b0\u1ee3c, ph\u00e2n t\u00edch ng\u00f4n ng\u1eef cung c\u1ea5p c\u00e1c t\u00edn hi\u1ec7u s\u1edbm m\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 t\u00e0i ch\u00ednh v\u00e0 ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng ho\u00e0n to\u00e0n b\u1ecf l\u1ee1 ho\u1eb7c ph\u00e1t hi\u1ec7n qu\u00e1 mu\u1ed9n \u0111\u1ec3 v\u00e0o v\u1ecb th\u1ebf t\u1ed1i \u01b0u.<\/p>\n

          T\u00edch H\u1ee3p Nhi\u1ec1u C\u00f4ng Ngh\u1ec7: C\u00e1ch Ti\u1ebfp C\u1eadn T\u01b0\u01a1ng H\u1ed7<\/h2>\n

          Trong khi m\u1ed7i c\u00f4ng ngh\u1ec7 cung c\u1ea5p c\u00e1c th\u00f4ng tin chi ti\u1ebft c\u00f3 gi\u00e1 tr\u1ecb \u0111\u1ed9c l\u1eadp, c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 tinh vi nh\u1ea5t \u0111ang ph\u00e1t tri\u1ec3n c\u00e1c c\u00e1ch ti\u1ebfp c\u1eadn t\u00edch h\u1ee3p k\u1ebft h\u1ee3p nhi\u1ec1u khung c\u00f4ng ngh\u1ec7. C\u00e1ch ti\u1ebfp c\u1eadn t\u01b0\u01a1ng h\u1ed7 n\u00e0y gi\u1ea3i quy\u1ebft c\u00e1c h\u1ea1n ch\u1ebf c\u1ee7a t\u1eebng c\u00f4ng ngh\u1ec7 trong khi khu\u1ebfch \u0111\u1ea1i s\u1ee9c m\u1ea1nh d\u1ef1 \u0111o\u00e1n t\u1eadp th\u1ec3 c\u1ee7a ch\u00fang \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh li\u1ec7u c\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng tr\u00ean c\u00e1c khung th\u1eddi gian kh\u00e1c nhau.<\/p>\n

          Chi\u1ebfn l\u01b0\u1ee3c gia \u0111\u1ea7u t\u01b0 Emily Chen \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t khung c\u00f4ng ngh\u1ec7 \u0111a c\u00f4ng ngh\u1ec7 c\u1ee5 th\u1ec3 cho ph\u00e2n t\u00edch Apple v\u00e0o n\u0103m 2022 k\u1ebft h\u1ee3p AI, h\u1ecdc m\u00e1y, d\u1eef li\u1ec7u thay th\u1ebf, d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean blockchain, v\u00e0 ph\u00e2n t\u00edch NLP v\u00e0o m\u1ed9t h\u1ec7 th\u1ed1ng \u0111\u00e1nh gi\u00e1 th\u1ed1n<\/p>\n"},"faq":[{"question":"Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111ang thay \u0111\u1ed5i c\u00e1ch c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00edch c\u1ed5 phi\u1ebfu Apple nh\u01b0 th\u1ebf n\u00e0o?","answer":"Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111ang bi\u1ebfn \u0111\u1ed5i ph\u00e2n t\u00edch c\u1ed5 phi\u1ebfu Apple th\u00f4ng qua kh\u1ea3 n\u0103ng v\u00f4 song c\u1ee7a n\u00f3 trong vi\u1ec7c x\u1eed l\u00fd l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 (840-1.200 bi\u1ebfn s\u1ed1 so v\u1edbi 10-15 ch\u1ec9 s\u1ed1 truy\u1ec1n th\u1ed1ng) \u0111\u1ed3ng th\u1eddi x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i t\u01b0\u01a1ng quan tinh t\u1ebf m\u00e0 c\u00e1c nh\u00e0 ph\u00e2n t\u00edch con ng\u01b0\u1eddi kh\u00f4ng th\u1ec3 nh\u00ecn th\u1ea5y. C\u00e1c h\u1ec7 th\u1ed1ng AI h\u00e0ng \u0111\u1ea7u, nh\u01b0 m\u00f4 h\u00ecnh m\u1ea1ng n\u01a1-ron c\u1ee7a Sarah Johnson \u0111\u01b0\u1ee3c tri\u1ec3n khai v\u00e0o th\u00e1ng 4 n\u0103m 2019, ph\u00e2n t\u00edch \u0111\u1ed3ng th\u1eddi h\u01a1n 840 bi\u1ebfn s\u1ed1\u2014t\u1eeb c\u00e1c ch\u1ec9 s\u1ed1 truy\u1ec1n th\u1ed1ng nh\u01b0 t\u1ef7 l\u1ec7 P\/E \u0111\u1ebfn c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u kh\u00f4ng th\u00f4ng th\u01b0\u1eddng nh\u01b0 c\u1ea3m x\u00fac tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i theo gi\u1edd tr\u00ean 17 n\u1ec1n t\u1ea3ng v\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a nh\u00e0 ph\u00e1t tri\u1ec3n App Store h\u00e0ng ng\u00e0y t\u1eeb 38 qu\u1ed1c gia. C\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111\u1ed9 ch\u00ednh x\u00e1c 73% trong vi\u1ec7c d\u1ef1 \u0111o\u00e1n c\u00e1c bi\u1ebfn \u0111\u1ed9ng gi\u00e1 l\u1edbn c\u1ee7a Apple so v\u1edbi m\u1ee9c trung b\u00ecnh 46% c\u1ee7a Wall Street trong c\u00f9ng khung th\u1eddi gian. AI \u0111\u1eb7c bi\u1ec7t xu\u1ea5t s\u1eafc trong vi\u1ec7c t\u00ecm ki\u1ebfm c\u00e1c m\u1ed1i quan h\u1ec7 kh\u00f4ng r\u00f5 r\u00e0ng, ch\u1eb3ng h\u1ea1n nh\u01b0 ph\u00e1t hi\u1ec7n r\u1eb1ng thay \u0111\u1ed5i trong c\u00e1c th\u00f4ng b\u00e1o tuy\u1ec3n d\u1ee5ng c\u1ee7a Apple cho c\u00e1c chuy\u00ean ng\u00e0nh k\u1ef9 thu\u1eadt c\u1ee5 th\u1ec3 d\u1ef1 \u0111o\u00e1n chu k\u1ef3 \u0111\u1ed5i m\u1edbi s\u1ea3n ph\u1ea9m v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 67% tr\u01b0\u1edbc 18 th\u00e1ng so v\u1edbi \u01b0\u1edbc t\u00ednh c\u1ee7a c\u00e1c nh\u00e0 ph\u00e2n t\u00edch ch\u1ec9 \u0111\u1ea1t 31% \u0111\u1ed9 ch\u00ednh x\u00e1c. C\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u1eb7c bi\u1ec7t c\u00f3 gi\u00e1 tr\u1ecb trong th\u1eddi k\u1ef3 bi\u1ebfn \u0111\u1ed9ng COVID-19, khi h\u1ec7 th\u1ed1ng AI c\u1ee7a Michael Zhang d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c c\u1ea3 m\u1ee9c gi\u1ea3m 37,3% c\u1ee7a Apple v\u00e0o th\u00e1ng 3 n\u0103m 2020 trong ph\u1ea1m vi sai s\u1ed1 3% v\u00e0 \u0111\u1ee3t t\u0103ng 76,2% sau \u0111\u00f3 v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ecbnh h\u01b0\u1edbng 89% tu\u1ea7n qua tu\u1ea7n b\u1eb1ng c\u00e1ch x\u1eed l\u00fd c\u00e1c t\u00edn hi\u1ec7u kh\u00f4ng truy\u1ec1n th\u1ed1ng nh\u01b0 h\u00ecnh \u1ea3nh v\u1ec7 tinh theo gi\u1edd c\u1ee7a 14 c\u01a1 s\u1edf s\u1ea3n xu\u1ea5t, d\u1eef li\u1ec7u thi\u1ebft b\u1ecb di \u0111\u1ed9ng \u1ea9n danh t\u1eeb 27 tri\u1ec7u thi\u1ebft b\u1ecb v\u00e0 ph\u00e2n t\u00edch c\u1ea3m x\u00fac tr\u00ean 27,4 tri\u1ec7u b\u00e0i \u0111\u0103ng tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i\u2014cung c\u1ea5p nh\u1eefng hi\u1ec3u bi\u1ebft m\u00e0 c\u00e1c m\u00f4 h\u00ecnh truy\u1ec1n th\u1ed1ng \u0111\u01a1n gi\u1ea3n kh\u00f4ng th\u1ec3 t\u1ea1o ra trong \u0111i\u1ec1u ki\u1ec7n ch\u01b0a t\u1eebng c\u00f3."},{"question":"Nh\u1eefng lo\u1ea1i d\u1eef li\u1ec7u thay th\u1ebf n\u00e0o \u0111\u00e3 ch\u1ee9ng minh c\u00f3 gi\u00e1 tr\u1ecb nh\u1ea5t trong vi\u1ec7c d\u1ef1 \u0111o\u00e1n hi\u1ec7u su\u1ea5t c\u1ed5 phi\u1ebfu c\u1ee7a Apple?","answer":"N\u0103m lo\u1ea1i d\u1eef li\u1ec7u thay th\u1ebf \u0111\u00e3 ch\u1ee9ng minh gi\u00e1 tr\u1ecb d\u1ef1 \u0111o\u00e1n \u0111\u00e1ng k\u1ec3 cho c\u1ed5 phi\u1ebfu Apple v\u1edbi c\u00e1c h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan \u0111\u01b0\u1ee3c ghi nh\u1eadn t\u1eeb 0.58-0.83: 1) Xu h\u01b0\u1edbng doanh thu c\u1ee7a nh\u00e0 ph\u00e1t tri\u1ec3n App Store tr\u00ean 143 qu\u1ed1c gia v\u00e0 \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt h\u00e0ng ng\u00e0y, cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft 45-60 ng\u00e0y tr\u01b0\u1edbc c\u00e1c b\u00e1o c\u00e1o thu nh\u1eadp v\u1edbi h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.83 v\u1edbi doanh thu d\u1ecbch v\u1ee5 c\u1ee7a Apple v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c h\u01b0\u1edbng 91.2%; 2) D\u1eef li\u1ec7u c\u1ea3m bi\u1ebfn chu\u1ed7i cung \u1ee9ng t\u1eeb 38 c\u01a1 s\u1edf s\u1ea3n xu\u1ea5t \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt h\u00e0ng gi\u1edd, cung c\u1ea5p th\u1eddi gian d\u1eabn tr\u01b0\u1edbc 30-75 ng\u00e0y tr\u01b0\u1edbc khi b\u00e1o c\u00e1o doanh thu s\u1ea3n ph\u1ea9m v\u1edbi h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.76; 3) Ph\u00e2n t\u00edch \u0111\u01a1n xin c\u1ea5p b\u1eb1ng s\u00e1ng ch\u1ebf bao g\u1ed3m t\u1ea5t c\u1ea3 c\u00e1c h\u1ed3 s\u01a1 t\u1eeb n\u0103m 2000, b\u00e1o hi\u1ec7u c\u00e1c xu h\u01b0\u1edbng \u0111\u1ed5i m\u1edbi 12-18 th\u00e1ng tr\u01b0\u1edbc khi c\u00f4ng b\u1ed1 s\u1ea3n ph\u1ea9m v\u1edbi h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.62; 4) Ph\u00e2n t\u00edch c\u1ea3m x\u00fac c\u1ee7a nh\u00e2n vi\u00ean tr\u00ean 17 n\u1ec1n t\u1ea3ng \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt h\u00e0ng ng\u00e0y, cung c\u1ea5p c\u1ea3nh b\u00e1o s\u1edbm v\u1ec1 c\u00e1c thay \u0111\u1ed5i t\u1ed5 ch\u1ee9c 3-6 th\u00e1ng tr\u01b0\u1edbc v\u1edbi h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.58; v\u00e0 5) H\u00ecnh \u1ea3nh v\u1ec7 tinh c\u1ee7a c\u00e1c c\u01a1 s\u1edf s\u1ea3n xu\u1ea5t \u0111o l\u01b0\u1eddng 42 ch\u1ec9 s\u1ed1 h\u00e0ng ng\u00e0y, ti\u1ebft l\u1ed9 s\u1ea3n l\u01b0\u1ee3ng s\u1ea3n xu\u1ea5t 21-35 ng\u00e0y tr\u01b0\u1edbc khi c\u00f3 b\u00e1o c\u00e1o v\u1eadn chuy\u1ec3n ch\u00ednh th\u1ee9c v\u1edbi h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.79. Trong s\u1ed1 n\u00e0y, c\u00e1c ch\u1ec9 s\u1ed1 App Store \u0111\u00e3 ch\u1ee9ng minh \u0111\u1eb7c bi\u1ec7t c\u00f3 gi\u00e1 tr\u1ecb trong vi\u1ec7c theo d\u00f5i m\u1ea3ng kinh doanh d\u1ecbch v\u1ee5 ng\u00e0y c\u00e0ng quan tr\u1ecdng c\u1ee7a Apple, \u0111\u00e3 t\u0103ng t\u1eeb 8% doanh thu n\u0103m 2015 l\u00ean 23.7% n\u0103m 2022. H\u1ec7 th\u1ed1ng theo d\u00f5i chuy\u00ean bi\u1ec7t c\u1ee7a David Chen gi\u00e1m s\u00e1t c\u00e1c ch\u1ec9 s\u1ed1 nh\u01b0 t\u0103ng tr\u01b0\u1edfng doanh thu c\u1ee7a 200 \u1ee9ng d\u1ee5ng h\u00e0ng \u0111\u1ea7u, gi\u1eef ch\u00e2n nh\u00f3m \u1ee9ng d\u1ee5ng \u0111\u0103ng k\u00fd, v\u00e0 t\u0103ng tr\u01b0\u1edfng h\u1ec7 sinh th\u00e1i nh\u00e0 ph\u00e1t tri\u1ec3n - t\u1ea5t c\u1ea3 \u0111\u1ec1u c\u00f3 h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan tr\u00ean 0.64 v\u1edbi hi\u1ec7u su\u1ea5t d\u1ecbch v\u1ee5 th\u1ef1c t\u1ebf c\u1ee7a Apple v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c h\u01b0\u1edbng 68.9-91.2% tr\u00ean c\u00e1c khung th\u1eddi gian kh\u00e1c nhau. Nh\u1eefng ngu\u1ed3n d\u1eef li\u1ec7u thay th\u1ebf n\u00e0y cung c\u1ea5p th\u00f4ng tin d\u1ef1 \u0111o\u00e1n m\u00e0 ph\u00e2n t\u00edch t\u00e0i ch\u00ednh truy\u1ec1n th\u1ed1ng kh\u00f4ng th\u1ec3 n\u1eafm b\u1eaft, ti\u1ebft l\u1ed9 th\u1ef1c t\u1ebf ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Apple tr\u01b0\u1edbc khi xu\u1ea5t hi\u1ec7n trong c\u00e1c b\u00e1o c\u00e1o h\u00e0ng qu\u00fd v\u1edbi th\u1eddi gian d\u1eabn tr\u01b0\u1edbc t\u1eeb 30-180 ng\u00e0y."},{"question":"L\u00e0m th\u1ebf n\u00e0o c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y x\u00e1c \u0111\u1ecbnh c\u00e1c m\u00f4 h\u00ecnh sinh l\u1ee3i trong bi\u1ebfn \u0111\u1ed9ng c\u1ed5 phi\u1ebfu c\u1ee7a Apple?","answer":"C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y xu\u1ea5t s\u1eafc trong vi\u1ec7c nh\u1eadn di\u1ec7n c\u00e1c m\u00f4 h\u00ecnh ph\u1ee9c t\u1ea1p trong h\u00e0nh vi c\u1ed5 phi\u1ebfu c\u1ee7a Apple m\u00e0 ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt truy\u1ec1n th\u1ed1ng ho\u00e0n to\u00e0n b\u1ecf l\u1ee1. Thu\u1eadt to\u00e1n chuy\u00ean bi\u1ec7t c\u1ee7a Alex Roberts, ph\u00e2n t\u00edch d\u1eef li\u1ec7u gi\u00e1 h\u00e0ng ng\u00e0y c\u1ee7a Apple trong 27 n\u0103m (1994-2021), \u0111\u00e3 ph\u00e1t hi\u1ec7n ra m\u1ed9t s\u1ed1 lo\u1ea1i m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n cao v\u1edbi \u00fd ngh\u0129a th\u1ed1ng k\u00ea (p-value <0.05): 1) 17 m\u00f4 h\u00ecnh chu k\u1ef3 s\u1ea3n ph\u1ea9m kh\u00e1c bi\u1ec7t li\u00ean quan \u0111\u1ebfn c\u00e1c danh m\u1ee5c s\u1ea3n ph\u1ea9m kh\u00e1c nhau c\u1ee7a Apple v\u00e0 th\u1eddi gian c\u00f4ng b\u1ed1 v\u1edbi 23 bi\u1ebfn th\u1ec3 ph\u1ee5, \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c 68.3% cho c\u00e1c bi\u1ebfn \u0111\u1ed9ng sau c\u00f4ng b\u1ed1 30 ng\u00e0y, mang l\u1ea1i l\u1ee3i nhu\u1eadn trung b\u00ecnh $8,240 cho m\u1ed7i $100K \u0111\u1ea7u t\u01b0; 2) 23 m\u00f4 h\u00ecnh ph\u1ea3n \u1ee9ng thu nh\u1eadp \u0111\u1ed9c \u0111\u00e1o d\u1ef1a tr\u00ean 12 ch\u1ec9 s\u1ed1 thu nh\u1eadp v\u00e0 8 y\u1ebfu t\u1ed1 h\u01b0\u1edbng d\u1eabn, \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c 72.7% cho h\u01b0\u1edbng gi\u00e1 sau thu nh\u1eadp 7 ng\u00e0y v\u1edbi l\u1ee3i nhu\u1eadn trung b\u00ecnh $3,820 cho m\u1ed7i $100K \u0111\u1ea7u t\u01b0; 3) 9 ch\u1ebf \u0111\u1ed9 th\u1ecb tr\u01b0\u1eddng kh\u00e1c bi\u1ec7t v\u1edbi c\u00e1c m\u00f4 h\u00ecnh h\u00e0nh vi c\u1ee5 th\u1ec3 c\u1ee7a Apple v\u00e0 31 ch\u1ec9 b\u00e1o chuy\u1ec3n ti\u1ebfp; 4) 31 m\u00f4 h\u00ecnh kh\u1ed1i l\u01b0\u1ee3ng ph\u1ee9c t\u1ea1p b\u00e1o hi\u1ec7u ho\u1ea1t \u0111\u1ed9ng c\u1ee7a t\u1ed5 ch\u1ee9c v\u1edbi 17 chu\u1ed7i x\u00e1c nh\u1eadn; v\u00e0 5) 14 chu\u1ed7i m\u00f4 h\u00ecnh bi\u1ebfn \u0111\u1ed9ng d\u1ef1 \u0111o\u00e1n c\u00e1c bi\u1ebfn \u0111\u1ed9ng h\u01b0\u1edbng v\u1edbi 9 ch\u1ec9 b\u00e1o c\u01b0\u1eddng \u0111\u1ed9. H\u1ec7 th\u1ed1ng \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c t\u1ed5ng th\u1ec3 59.7% cho c\u00e1c bi\u1ebfn \u0111\u1ed9ng gi\u00e1 h\u00e0ng ng\u00e0y v\u00e0 67.2% cho khung th\u1eddi gian h\u00e0ng tu\u1ea7n--v\u01b0\u1ee3t xa nhi\u1ec5u th\u1ed1ng k\u00ea v\u00e0 t\u1ea1o ra l\u1ee3i nhu\u1eadn ki\u1ec3m tra l\u1ea1i 118.3% so v\u1edbi 42.1% cho chi\u1ebfn l\u01b0\u1ee3c mua v\u00e0 gi\u1eef trong c\u00f9ng k\u1ef3 (2019-2021). \u0110\u00e1ng ch\u00fa \u00fd nh\u1ea5t, n\u00f3 ph\u00e1t hi\u1ec7n r\u1eb1ng Apple c\u00f3 xu h\u01b0\u1edbng ho\u1ea1t \u0111\u1ed9ng k\u00e9m h\u01a1n th\u1ecb tr\u01b0\u1eddng 4.3% trong 12 ng\u00e0y giao d\u1ecbch sau c\u00e1c th\u00f4ng b\u00e1o s\u1ea3n ph\u1ea9m c\u00f3 c\u1ea3i ti\u1ebfn gia t\u0103ng, sau \u0111\u00f3 v\u01b0\u1ee3t tr\u1ed9i h\u01a1n trung b\u00ecnh 8.3% trong 31 ng\u00e0y giao d\u1ecbch ti\u1ebfp theo--m\u1ed9t m\u00f4 h\u00ecnh kh\u00f4ng th\u1ec3 th\u1ea5y b\u1eb1ng ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt truy\u1ec1n th\u1ed1ng nh\u01b0ng li\u00ean t\u1ee5c c\u00f3 l\u1ee3i nhu\u1eadn khi \u0111\u01b0\u1ee3c nh\u1eadn di\u1ec7n v\u00e0 giao d\u1ecbch b\u1eb1ng thu\u1eadt to\u00e1n."},{"question":"Nh\u1eefng hi\u1ec3u bi\u1ebft n\u00e0o m\u00e0 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean c\u00f3 th\u1ec3 ti\u1ebft l\u1ed9 v\u1ec1 hi\u1ec7u su\u1ea5t t\u01b0\u01a1ng lai c\u1ee7a Apple?","answer":"C\u00f4ng ngh\u1ec7 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP) cung c\u1ea5p nh\u1eefng hi\u1ec3u bi\u1ebft \u0111\u1ed9c \u0111\u00e1o b\u1eb1ng c\u00e1ch gi\u1ea3i m\u00e3 c\u00e1c m\u1eabu ng\u00f4n ng\u1eef tinh t\u1ebf trong c\u00e1c th\u00f4ng \u0111i\u1ec7p c\u1ee7a Apple, th\u01b0\u1eddng d\u1ef1 \u0111o\u00e1n hi\u1ec7u su\u1ea5t t\u01b0\u01a1ng lai t\u1eeb 15-120 ng\u00e0y tr\u01b0\u1edbc khi c\u00e1c nh\u00e0 ph\u00e2n t\u00edch th\u00f4ng th\u01b0\u1eddng nh\u1eadn di\u1ec7n \u0111\u01b0\u1ee3c c\u00e1c t\u00edn hi\u1ec7u t\u01b0\u01a1ng t\u1ef1. H\u1ec7 th\u1ed1ng NLP chuy\u00ean bi\u1ec7t c\u1ee7a Ti\u1ebfn s\u0129 Robert Chang ph\u00e2n t\u00edch n\u0103m kh\u00eda c\u1ea1nh ng\u00f4n ng\u1eef ch\u00ednh trong c\u00e1c th\u00f4ng \u0111i\u1ec7p c\u1ee7a c\u00e1c gi\u00e1m \u0111\u1ed1c Apple qua 15 n\u0103m b\u1ea3n ghi: 1) Ng\u00f4n ng\u1eef ch\u1eafc ch\u1eafn s\u1eed d\u1ee5ng 37 d\u1ea5u hi\u1ec7u, n\u01a1i s\u1ef1 gi\u1ea3m s\u00fat c\u00e1c d\u1ea5u hi\u1ec7u ch\u1eafc ch\u1eafn (>15% thay \u0111\u1ed5i) d\u1ef1 b\u00e1o s\u1ef1 thi\u1ebfu h\u1ee5t h\u01b0\u1edbng d\u1eabn trong v\u00f2ng 90 ng\u00e0y v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 83,7% (p<0,01, r=0,76); 2) C\u00e1c tuy\u00ean b\u1ed1 t\u1eadp trung v\u00e0o t\u01b0\u01a1ng lai \u0111\u01b0\u1ee3c theo d\u00f5i qua 42 d\u1ea5u hi\u1ec7u, n\u01a1i s\u1ef1 gia t\u0103ng t\u1eadp trung v\u00e0o t\u01b0\u01a1ng lai (>23% thay \u0111\u1ed5i) c\u00f3 li\u00ean quan \u0111\u1ebfn c\u00e1c \u0111\u1ed5i m\u1edbi s\u1ea3n ph\u1ea9m s\u1eafp t\u1edbi trong v\u00f2ng 120 ng\u00e0y v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 71,4% (p<0,05, r=0,62); 3) C\u1ea3m x\u00fac ph\u00e2n c\u1ef1c \u0111\u01b0\u1ee3c \u0111o l\u01b0\u1eddng qua 84 d\u1ea5u hi\u1ec7u v\u00e0 12 kh\u00eda c\u1ea1nh, n\u01a1i nh\u1eefng thay \u0111\u1ed5i ti\u00eau c\u1ef1c tinh t\u1ebf (>7% thay \u0111\u1ed5i) th\u01b0\u1eddng d\u1ef1 b\u00e1o c\u00e1c qu\u00fd kh\u00f3 kh\u0103n trong v\u00f2ng 60 ng\u00e0y v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 79,2% (p<0,01, r=0,69); 4) \u0110\u1ed9 c\u1ee5 th\u1ec3 k\u1ef9 thu\u1eadt s\u1eed d\u1ee5ng 53 d\u1ea5u hi\u1ec7u qua 9 danh m\u1ee5c, n\u01a1i \u0111\u1ed9 c\u1ee5 th\u1ec3 cao h\u01a1n (>31% so v\u1edbi c\u01a1 s\u1edf) ch\u1ec9 ra m\u1ed9t \u0111\u01b0\u1eddng \u1ed1ng \u0111\u1ed5i m\u1edbi m\u1ea1nh m\u1ebd h\u01a1n trong v\u00f2ng 180 ng\u00e0y v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 68,3% (p<0,05, r=0,58); v\u00e0 5) M\u1eabu ph\u1ea3n h\u1ed3i c\u00e2u h\u1ecfi \u0111\u01b0\u1ee3c theo d\u00f5i qua 29 d\u1ea5u hi\u1ec7u trong 6 l\u0129nh v\u1ef1c ch\u1ee7 \u0111\u1ec1, n\u01a1i c\u00e1c m\u1eabu n\u00e9 tr\u00e1nh (>19% t\u0103ng) c\u00f3 li\u00ean quan \u0111\u1ebfn c\u00e1c th\u00e1ch th\u1ee9c ch\u01b0a \u0111\u01b0\u1ee3c ti\u1ebft l\u1ed9 trong v\u00f2ng 45 ng\u00e0y v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 84,6% (p<0,01, r=0,77). C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y \u0111\u00e3 mang l\u1ea1i k\u1ebft qu\u1ea3 \u0111\u00e1ng k\u1ec3--v\u00e0o gi\u1eefa n\u0103m 2020, h\u1ec7 th\u1ed1ng c\u1ee7a Chang ph\u00e1t hi\u1ec7n s\u1ef1 gia t\u0103ng 67,3% trong ng\u00f4n ng\u1eef li\u00ean quan \u0111\u1ebfn t\u00edch h\u1ee3p v\u00e0 thu\u1eadt ng\u1eef h\u1ec7 sinh th\u00e1i v\u00e0i th\u00e1ng tr\u01b0\u1edbc khi Apple c\u00f4ng b\u1ed1 g\u00f3i d\u1ecbch v\u1ee5 Apple One, cung c\u1ea5p cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 nh\u1eadn ra t\u00edn hi\u1ec7u n\u00e0y c\u01a1 h\u1ed9i t\u0103ng gi\u00e1 12,4% trong 21 ng\u00e0y giao d\u1ecbch ti\u1ebfp theo, v\u1edbi m\u1ee9c \u0111\u1ed9 r\u1ee7i ro th\u1ea5p h\u01a1n 27,3% so v\u1edbi vi\u1ec7c ch\u1edd \u0111\u1ee3i th\u00f4ng b\u00e1o ch\u00ednh th\u1ee9c."},{"question":"L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb t\u1eadn d\u1ee5ng nh\u1eefng c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn n\u00e0y trong vi\u1ec7c ph\u00e2n t\u00edch c\u1ed5 phi\u1ebfu Apple c\u1ee7a h\u1ecd?","answer":"C\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb hi\u1ec7n c\u00f3 th\u1ec3 truy c\u1eadp ph\u00e2n t\u00edch c\u00f4ng ngh\u1ec7 tr\u01b0\u1edbc \u0111\u00e2y ch\u1ec9 d\u00e0nh cho t\u1ed5 ch\u1ee9c th\u00f4ng qua nhi\u1ec1u con \u0111\u01b0\u1eddng v\u1edbi chi ph\u00ed \u0111\u1ea7u v\u00e0o th\u1ea5p h\u01a1n \u0111\u00e1ng k\u1ec3 so v\u1edbi c\u00e1c \u0111\u0103ng k\u00fd h\u00e0ng n\u0103m $50K-$250K+ m\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng t\u1ed5 ch\u1ee9c y\u00eau c\u1ea7u: 1) C\u00e1c n\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch t\u00edch h\u1ee3p nh\u01b0 Pocket Option cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 AI \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb v\u1edbi gi\u00e1 t\u1eeb $97-$499 h\u00e0ng th\u00e1ng, cung c\u1ea5p c\u00e1c kh\u1ea3 n\u0103ng t\u1eebng d\u00e0nh ri\u00eang cho c\u00e1c nh\u00e0 giao d\u1ecbch chuy\u00ean nghi\u1ec7p m\u00e0 kh\u00f4ng y\u00eau c\u1ea7u ki\u1ebfn th\u1ee9c k\u1ef9 thu\u1eadt n\u00e2ng cao ho\u1eb7c t\u1eadp d\u1eef li\u1ec7u \u0111\u1ed9c quy\u1ec1n; 2) Nh\u1eadn d\u1ea1ng m\u1eabu d\u1ef1a tr\u00ean h\u1ecdc m\u00e1y hi\u1ec7n \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o nhi\u1ec1u n\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt, gi\u00fap x\u00e1c \u0111\u1ecbnh c\u00e1c thi\u1ebft l\u1eadp c\u00f3 x\u00e1c su\u1ea5t cao d\u1ef1a tr\u00ean c\u00e1c m\u1eabu h\u00e0nh vi l\u1ecbch s\u1eed c\u1ee7a Apple trong c\u00e1c khung th\u1eddi gian t\u00f9y ch\u1ec9nh t\u1eeb 3 ng\u00e0y \u0111\u1ebfn 6 th\u00e1ng; 3) Th\u00f4ng tin d\u1eef li\u1ec7u thay th\u1ebf ng\u00e0y c\u00e0ng c\u00f3 s\u1eb5n th\u00f4ng qua c\u00e1c d\u1ecbch v\u1ee5 chuy\u00ean bi\u1ec7t t\u1ed5ng h\u1ee3p c\u00e1c t\u00edn hi\u1ec7u n\u00e0y th\u00e0nh c\u00e1c ch\u1ec9 s\u1ed1 c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb v\u1edbi gi\u00e1 t\u1eeb $97-$249 h\u00e0ng th\u00e1ng, \u0111\u1eb7c bi\u1ec7t l\u00e0 \u0111\u1ec3 theo d\u00f5i xu h\u01b0\u1edbng App Store v\u00e0 ho\u1ea1t \u0111\u1ed9ng chu\u1ed7i cung \u1ee9ng; 4) Th\u00f4ng tin chi\u1ebft xu\u1ea5t t\u1eeb NLP t\u1eeb c\u00e1c cu\u1ed9c g\u1ecdi thu nh\u1eadp v\u00e0 c\u00e1c th\u00f4ng tin li\u00ean l\u1ea1c kh\u00e1c \u0111ang \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch thu nh\u1eadp, l\u00e0m n\u1ed5i b\u1eadt c\u00e1c m\u1eabu ng\u00f4n ng\u1eef c\u00f3 gi\u00e1 tr\u1ecb d\u1ef1 \u0111o\u00e1n \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh cho Apple v\u00e0 73 c\u00f4ng ty c\u00f4ng ngh\u1ec7 l\u1edbn kh\u00e1c c\u00f3 \u0111\u1ee7 l\u1ecbch s\u1eed th\u00f4ng tin li\u00ean l\u1ea1c \u0111\u1ec3 ph\u00e2n t\u00edch th\u1ed1ng k\u00ea; 5) C\u00e1c th\u1ecb tr\u01b0\u1eddng d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean blockchain cung c\u1ea5p ph\u00e2n t\u00edch phi t\u1eadp trung v\u1edbi c\u00e1c \u0111\u1ed9ng l\u1ef1c t\u00edch h\u1ee3p cho \u0111\u1ed9 ch\u00ednh x\u00e1c, cung c\u1ea5p c\u00e1c quan \u0111i\u1ec3m kh\u00e1c bi\u1ec7t v\u1ec1 c\u1ea5u tr\u00fac so v\u1edbi c\u00e1c ngu\u1ed3n th\u00f4ng th\u01b0\u1eddng v\u1edbi c\u00e1c c\u1ea3i ti\u1ebfn \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u01b0\u1ee3c ghi nh\u1eadn t\u1eeb 8.3-14.7% cho c\u00e1c khung th\u1eddi gian d\u1ef1 \u0111o\u00e1n c\u1ee5 th\u1ec3. Nghi\u00ean c\u1ee9u c\u1ee7a Emily Chen cho th\u1ea5y r\u1eb1ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u00edch h\u1ee3p k\u1ebft h\u1ee3p nhi\u1ec1u c\u00f4ng ngh\u1ec7 mang l\u1ea1i k\u1ebft qu\u1ea3 t\u1ed1t nh\u1ea5t, v\u1edbi t\u1ef7 l\u1ec7 ch\u00ednh x\u00e1c t\u1eeb 64.7-76.3% trong c\u00e1c khung th\u1eddi gian kh\u00e1c nhau v\u00e0 ti\u1ec1m n\u0103ng l\u1ee3i nhu\u1eadn t\u1eeb $12,400-$35,600 cho m\u1ed7i $100K \u0111\u1ea7u t\u01b0. \u0110\u1ec3 c\u00f3 k\u1ebft qu\u1ea3 t\u1ed1i \u01b0u, c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 n\u00ean c\u00e2n nh\u1eafc c\u00e1c c\u00f4ng ngh\u1ec7 kh\u00e1c nhau d\u1ef1a tr\u00ean th\u1eddi gian \u0111\u1ea7u t\u01b0 c\u1ee7a h\u1ecd: h\u1ecdc m\u00e1y cho c\u00e1c quy\u1ebft \u0111\u1ecbnh ng\u1eafn h\u1ea1n (1-30 ng\u00e0y), d\u1eef li\u1ec7u thay th\u1ebf cho c\u00e1c v\u1ecb tr\u00ed trung h\u1ea1n (1-6 th\u00e1ng), v\u00e0 AI cho c\u00e1c tri\u1ec3n v\u1ecdng d\u00e0i h\u1ea1n (6-24 th\u00e1ng), trong khi s\u1eed d\u1ee5ng NLP c\u1ee5 th\u1ec3 cho c\u00e1c s\u1ef1 ki\u1ec7n thu nh\u1eadp v\u00e0 d\u1eef li\u1ec7u chu\u1ed7i cung \u1ee9ng cho ph\u00e2n t\u00edch chu k\u1ef3 s\u1ea3n ph\u1ea9m."}],"faq_source":{"label":"FAQ","type":"repeater","formatted_value":[{"question":"Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111ang thay \u0111\u1ed5i c\u00e1ch c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 ph\u00e2n t\u00edch c\u1ed5 phi\u1ebfu Apple nh\u01b0 th\u1ebf n\u00e0o?","answer":"Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111ang bi\u1ebfn \u0111\u1ed5i ph\u00e2n t\u00edch c\u1ed5 phi\u1ebfu Apple th\u00f4ng qua kh\u1ea3 n\u0103ng v\u00f4 song c\u1ee7a n\u00f3 trong vi\u1ec7c x\u1eed l\u00fd l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 (840-1.200 bi\u1ebfn s\u1ed1 so v\u1edbi 10-15 ch\u1ec9 s\u1ed1 truy\u1ec1n th\u1ed1ng) \u0111\u1ed3ng th\u1eddi x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i t\u01b0\u01a1ng quan tinh t\u1ebf m\u00e0 c\u00e1c nh\u00e0 ph\u00e2n t\u00edch con ng\u01b0\u1eddi kh\u00f4ng th\u1ec3 nh\u00ecn th\u1ea5y. C\u00e1c h\u1ec7 th\u1ed1ng AI h\u00e0ng \u0111\u1ea7u, nh\u01b0 m\u00f4 h\u00ecnh m\u1ea1ng n\u01a1-ron c\u1ee7a Sarah Johnson \u0111\u01b0\u1ee3c tri\u1ec3n khai v\u00e0o th\u00e1ng 4 n\u0103m 2019, ph\u00e2n t\u00edch \u0111\u1ed3ng th\u1eddi h\u01a1n 840 bi\u1ebfn s\u1ed1\u2014t\u1eeb c\u00e1c ch\u1ec9 s\u1ed1 truy\u1ec1n th\u1ed1ng nh\u01b0 t\u1ef7 l\u1ec7 P\/E \u0111\u1ebfn c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u kh\u00f4ng th\u00f4ng th\u01b0\u1eddng nh\u01b0 c\u1ea3m x\u00fac tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i theo gi\u1edd tr\u00ean 17 n\u1ec1n t\u1ea3ng v\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a nh\u00e0 ph\u00e1t tri\u1ec3n App Store h\u00e0ng ng\u00e0y t\u1eeb 38 qu\u1ed1c gia. C\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111\u1ed9 ch\u00ednh x\u00e1c 73% trong vi\u1ec7c d\u1ef1 \u0111o\u00e1n c\u00e1c bi\u1ebfn \u0111\u1ed9ng gi\u00e1 l\u1edbn c\u1ee7a Apple so v\u1edbi m\u1ee9c trung b\u00ecnh 46% c\u1ee7a Wall Street trong c\u00f9ng khung th\u1eddi gian. AI \u0111\u1eb7c bi\u1ec7t xu\u1ea5t s\u1eafc trong vi\u1ec7c t\u00ecm ki\u1ebfm c\u00e1c m\u1ed1i quan h\u1ec7 kh\u00f4ng r\u00f5 r\u00e0ng, ch\u1eb3ng h\u1ea1n nh\u01b0 ph\u00e1t hi\u1ec7n r\u1eb1ng thay \u0111\u1ed5i trong c\u00e1c th\u00f4ng b\u00e1o tuy\u1ec3n d\u1ee5ng c\u1ee7a Apple cho c\u00e1c chuy\u00ean ng\u00e0nh k\u1ef9 thu\u1eadt c\u1ee5 th\u1ec3 d\u1ef1 \u0111o\u00e1n chu k\u1ef3 \u0111\u1ed5i m\u1edbi s\u1ea3n ph\u1ea9m v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 67% tr\u01b0\u1edbc 18 th\u00e1ng so v\u1edbi \u01b0\u1edbc t\u00ednh c\u1ee7a c\u00e1c nh\u00e0 ph\u00e2n t\u00edch ch\u1ec9 \u0111\u1ea1t 31% \u0111\u1ed9 ch\u00ednh x\u00e1c. C\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u1eb7c bi\u1ec7t c\u00f3 gi\u00e1 tr\u1ecb trong th\u1eddi k\u1ef3 bi\u1ebfn \u0111\u1ed9ng COVID-19, khi h\u1ec7 th\u1ed1ng AI c\u1ee7a Michael Zhang d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c c\u1ea3 m\u1ee9c gi\u1ea3m 37,3% c\u1ee7a Apple v\u00e0o th\u00e1ng 3 n\u0103m 2020 trong ph\u1ea1m vi sai s\u1ed1 3% v\u00e0 \u0111\u1ee3t t\u0103ng 76,2% sau \u0111\u00f3 v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ecbnh h\u01b0\u1edbng 89% tu\u1ea7n qua tu\u1ea7n b\u1eb1ng c\u00e1ch x\u1eed l\u00fd c\u00e1c t\u00edn hi\u1ec7u kh\u00f4ng truy\u1ec1n th\u1ed1ng nh\u01b0 h\u00ecnh \u1ea3nh v\u1ec7 tinh theo gi\u1edd c\u1ee7a 14 c\u01a1 s\u1edf s\u1ea3n xu\u1ea5t, d\u1eef li\u1ec7u thi\u1ebft b\u1ecb di \u0111\u1ed9ng \u1ea9n danh t\u1eeb 27 tri\u1ec7u thi\u1ebft b\u1ecb v\u00e0 ph\u00e2n t\u00edch c\u1ea3m x\u00fac tr\u00ean 27,4 tri\u1ec7u b\u00e0i \u0111\u0103ng tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i\u2014cung c\u1ea5p nh\u1eefng hi\u1ec3u bi\u1ebft m\u00e0 c\u00e1c m\u00f4 h\u00ecnh truy\u1ec1n th\u1ed1ng \u0111\u01a1n gi\u1ea3n kh\u00f4ng th\u1ec3 t\u1ea1o ra trong \u0111i\u1ec1u ki\u1ec7n ch\u01b0a t\u1eebng c\u00f3."},{"question":"Nh\u1eefng lo\u1ea1i d\u1eef li\u1ec7u thay th\u1ebf n\u00e0o \u0111\u00e3 ch\u1ee9ng minh c\u00f3 gi\u00e1 tr\u1ecb nh\u1ea5t trong vi\u1ec7c d\u1ef1 \u0111o\u00e1n hi\u1ec7u su\u1ea5t c\u1ed5 phi\u1ebfu c\u1ee7a Apple?","answer":"N\u0103m lo\u1ea1i d\u1eef li\u1ec7u thay th\u1ebf \u0111\u00e3 ch\u1ee9ng minh gi\u00e1 tr\u1ecb d\u1ef1 \u0111o\u00e1n \u0111\u00e1ng k\u1ec3 cho c\u1ed5 phi\u1ebfu Apple v\u1edbi c\u00e1c h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan \u0111\u01b0\u1ee3c ghi nh\u1eadn t\u1eeb 0.58-0.83: 1) Xu h\u01b0\u1edbng doanh thu c\u1ee7a nh\u00e0 ph\u00e1t tri\u1ec3n App Store tr\u00ean 143 qu\u1ed1c gia v\u00e0 \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt h\u00e0ng ng\u00e0y, cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft 45-60 ng\u00e0y tr\u01b0\u1edbc c\u00e1c b\u00e1o c\u00e1o thu nh\u1eadp v\u1edbi h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.83 v\u1edbi doanh thu d\u1ecbch v\u1ee5 c\u1ee7a Apple v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c h\u01b0\u1edbng 91.2%; 2) D\u1eef li\u1ec7u c\u1ea3m bi\u1ebfn chu\u1ed7i cung \u1ee9ng t\u1eeb 38 c\u01a1 s\u1edf s\u1ea3n xu\u1ea5t \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt h\u00e0ng gi\u1edd, cung c\u1ea5p th\u1eddi gian d\u1eabn tr\u01b0\u1edbc 30-75 ng\u00e0y tr\u01b0\u1edbc khi b\u00e1o c\u00e1o doanh thu s\u1ea3n ph\u1ea9m v\u1edbi h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.76; 3) Ph\u00e2n t\u00edch \u0111\u01a1n xin c\u1ea5p b\u1eb1ng s\u00e1ng ch\u1ebf bao g\u1ed3m t\u1ea5t c\u1ea3 c\u00e1c h\u1ed3 s\u01a1 t\u1eeb n\u0103m 2000, b\u00e1o hi\u1ec7u c\u00e1c xu h\u01b0\u1edbng \u0111\u1ed5i m\u1edbi 12-18 th\u00e1ng tr\u01b0\u1edbc khi c\u00f4ng b\u1ed1 s\u1ea3n ph\u1ea9m v\u1edbi h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.62; 4) Ph\u00e2n t\u00edch c\u1ea3m x\u00fac c\u1ee7a nh\u00e2n vi\u00ean tr\u00ean 17 n\u1ec1n t\u1ea3ng \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt h\u00e0ng ng\u00e0y, cung c\u1ea5p c\u1ea3nh b\u00e1o s\u1edbm v\u1ec1 c\u00e1c thay \u0111\u1ed5i t\u1ed5 ch\u1ee9c 3-6 th\u00e1ng tr\u01b0\u1edbc v\u1edbi h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.58; v\u00e0 5) H\u00ecnh \u1ea3nh v\u1ec7 tinh c\u1ee7a c\u00e1c c\u01a1 s\u1edf s\u1ea3n xu\u1ea5t \u0111o l\u01b0\u1eddng 42 ch\u1ec9 s\u1ed1 h\u00e0ng ng\u00e0y, ti\u1ebft l\u1ed9 s\u1ea3n l\u01b0\u1ee3ng s\u1ea3n xu\u1ea5t 21-35 ng\u00e0y tr\u01b0\u1edbc khi c\u00f3 b\u00e1o c\u00e1o v\u1eadn chuy\u1ec3n ch\u00ednh th\u1ee9c v\u1edbi h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan 0.79. Trong s\u1ed1 n\u00e0y, c\u00e1c ch\u1ec9 s\u1ed1 App Store \u0111\u00e3 ch\u1ee9ng minh \u0111\u1eb7c bi\u1ec7t c\u00f3 gi\u00e1 tr\u1ecb trong vi\u1ec7c theo d\u00f5i m\u1ea3ng kinh doanh d\u1ecbch v\u1ee5 ng\u00e0y c\u00e0ng quan tr\u1ecdng c\u1ee7a Apple, \u0111\u00e3 t\u0103ng t\u1eeb 8% doanh thu n\u0103m 2015 l\u00ean 23.7% n\u0103m 2022. H\u1ec7 th\u1ed1ng theo d\u00f5i chuy\u00ean bi\u1ec7t c\u1ee7a David Chen gi\u00e1m s\u00e1t c\u00e1c ch\u1ec9 s\u1ed1 nh\u01b0 t\u0103ng tr\u01b0\u1edfng doanh thu c\u1ee7a 200 \u1ee9ng d\u1ee5ng h\u00e0ng \u0111\u1ea7u, gi\u1eef ch\u00e2n nh\u00f3m \u1ee9ng d\u1ee5ng \u0111\u0103ng k\u00fd, v\u00e0 t\u0103ng tr\u01b0\u1edfng h\u1ec7 sinh th\u00e1i nh\u00e0 ph\u00e1t tri\u1ec3n - t\u1ea5t c\u1ea3 \u0111\u1ec1u c\u00f3 h\u1ec7 s\u1ed1 t\u01b0\u01a1ng quan tr\u00ean 0.64 v\u1edbi hi\u1ec7u su\u1ea5t d\u1ecbch v\u1ee5 th\u1ef1c t\u1ebf c\u1ee7a Apple v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c h\u01b0\u1edbng 68.9-91.2% tr\u00ean c\u00e1c khung th\u1eddi gian kh\u00e1c nhau. Nh\u1eefng ngu\u1ed3n d\u1eef li\u1ec7u thay th\u1ebf n\u00e0y cung c\u1ea5p th\u00f4ng tin d\u1ef1 \u0111o\u00e1n m\u00e0 ph\u00e2n t\u00edch t\u00e0i ch\u00ednh truy\u1ec1n th\u1ed1ng kh\u00f4ng th\u1ec3 n\u1eafm b\u1eaft, ti\u1ebft l\u1ed9 th\u1ef1c t\u1ebf ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Apple tr\u01b0\u1edbc khi xu\u1ea5t hi\u1ec7n trong c\u00e1c b\u00e1o c\u00e1o h\u00e0ng qu\u00fd v\u1edbi th\u1eddi gian d\u1eabn tr\u01b0\u1edbc t\u1eeb 30-180 ng\u00e0y."},{"question":"L\u00e0m th\u1ebf n\u00e0o c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y x\u00e1c \u0111\u1ecbnh c\u00e1c m\u00f4 h\u00ecnh sinh l\u1ee3i trong bi\u1ebfn \u0111\u1ed9ng c\u1ed5 phi\u1ebfu c\u1ee7a Apple?","answer":"C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y xu\u1ea5t s\u1eafc trong vi\u1ec7c nh\u1eadn di\u1ec7n c\u00e1c m\u00f4 h\u00ecnh ph\u1ee9c t\u1ea1p trong h\u00e0nh vi c\u1ed5 phi\u1ebfu c\u1ee7a Apple m\u00e0 ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt truy\u1ec1n th\u1ed1ng ho\u00e0n to\u00e0n b\u1ecf l\u1ee1. Thu\u1eadt to\u00e1n chuy\u00ean bi\u1ec7t c\u1ee7a Alex Roberts, ph\u00e2n t\u00edch d\u1eef li\u1ec7u gi\u00e1 h\u00e0ng ng\u00e0y c\u1ee7a Apple trong 27 n\u0103m (1994-2021), \u0111\u00e3 ph\u00e1t hi\u1ec7n ra m\u1ed9t s\u1ed1 lo\u1ea1i m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n cao v\u1edbi \u00fd ngh\u0129a th\u1ed1ng k\u00ea (p-value <0.05): 1) 17 m\u00f4 h\u00ecnh chu k\u1ef3 s\u1ea3n ph\u1ea9m kh\u00e1c bi\u1ec7t li\u00ean quan \u0111\u1ebfn c\u00e1c danh m\u1ee5c s\u1ea3n ph\u1ea9m kh\u00e1c nhau c\u1ee7a Apple v\u00e0 th\u1eddi gian c\u00f4ng b\u1ed1 v\u1edbi 23 bi\u1ebfn th\u1ec3 ph\u1ee5, \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c 68.3% cho c\u00e1c bi\u1ebfn \u0111\u1ed9ng sau c\u00f4ng b\u1ed1 30 ng\u00e0y, mang l\u1ea1i l\u1ee3i nhu\u1eadn trung b\u00ecnh $8,240 cho m\u1ed7i $100K \u0111\u1ea7u t\u01b0; 2) 23 m\u00f4 h\u00ecnh ph\u1ea3n \u1ee9ng thu nh\u1eadp \u0111\u1ed9c \u0111\u00e1o d\u1ef1a tr\u00ean 12 ch\u1ec9 s\u1ed1 thu nh\u1eadp v\u00e0 8 y\u1ebfu t\u1ed1 h\u01b0\u1edbng d\u1eabn, \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c 72.7% cho h\u01b0\u1edbng gi\u00e1 sau thu nh\u1eadp 7 ng\u00e0y v\u1edbi l\u1ee3i nhu\u1eadn trung b\u00ecnh $3,820 cho m\u1ed7i $100K \u0111\u1ea7u t\u01b0; 3) 9 ch\u1ebf \u0111\u1ed9 th\u1ecb tr\u01b0\u1eddng kh\u00e1c bi\u1ec7t v\u1edbi c\u00e1c m\u00f4 h\u00ecnh h\u00e0nh vi c\u1ee5 th\u1ec3 c\u1ee7a Apple v\u00e0 31 ch\u1ec9 b\u00e1o chuy\u1ec3n ti\u1ebfp; 4) 31 m\u00f4 h\u00ecnh kh\u1ed1i l\u01b0\u1ee3ng ph\u1ee9c t\u1ea1p b\u00e1o hi\u1ec7u ho\u1ea1t \u0111\u1ed9ng c\u1ee7a t\u1ed5 ch\u1ee9c v\u1edbi 17 chu\u1ed7i x\u00e1c nh\u1eadn; v\u00e0 5) 14 chu\u1ed7i m\u00f4 h\u00ecnh bi\u1ebfn \u0111\u1ed9ng d\u1ef1 \u0111o\u00e1n c\u00e1c bi\u1ebfn \u0111\u1ed9ng h\u01b0\u1edbng v\u1edbi 9 ch\u1ec9 b\u00e1o c\u01b0\u1eddng \u0111\u1ed9. H\u1ec7 th\u1ed1ng \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c t\u1ed5ng th\u1ec3 59.7% cho c\u00e1c bi\u1ebfn \u0111\u1ed9ng gi\u00e1 h\u00e0ng ng\u00e0y v\u00e0 67.2% cho khung th\u1eddi gian h\u00e0ng tu\u1ea7n--v\u01b0\u1ee3t xa nhi\u1ec5u th\u1ed1ng k\u00ea v\u00e0 t\u1ea1o ra l\u1ee3i nhu\u1eadn ki\u1ec3m tra l\u1ea1i 118.3% so v\u1edbi 42.1% cho chi\u1ebfn l\u01b0\u1ee3c mua v\u00e0 gi\u1eef trong c\u00f9ng k\u1ef3 (2019-2021). \u0110\u00e1ng ch\u00fa \u00fd nh\u1ea5t, n\u00f3 ph\u00e1t hi\u1ec7n r\u1eb1ng Apple c\u00f3 xu h\u01b0\u1edbng ho\u1ea1t \u0111\u1ed9ng k\u00e9m h\u01a1n th\u1ecb tr\u01b0\u1eddng 4.3% trong 12 ng\u00e0y giao d\u1ecbch sau c\u00e1c th\u00f4ng b\u00e1o s\u1ea3n ph\u1ea9m c\u00f3 c\u1ea3i ti\u1ebfn gia t\u0103ng, sau \u0111\u00f3 v\u01b0\u1ee3t tr\u1ed9i h\u01a1n trung b\u00ecnh 8.3% trong 31 ng\u00e0y giao d\u1ecbch ti\u1ebfp theo--m\u1ed9t m\u00f4 h\u00ecnh kh\u00f4ng th\u1ec3 th\u1ea5y b\u1eb1ng ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt truy\u1ec1n th\u1ed1ng nh\u01b0ng li\u00ean t\u1ee5c c\u00f3 l\u1ee3i nhu\u1eadn khi \u0111\u01b0\u1ee3c nh\u1eadn di\u1ec7n v\u00e0 giao d\u1ecbch b\u1eb1ng thu\u1eadt to\u00e1n."},{"question":"Nh\u1eefng hi\u1ec3u bi\u1ebft n\u00e0o m\u00e0 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean c\u00f3 th\u1ec3 ti\u1ebft l\u1ed9 v\u1ec1 hi\u1ec7u su\u1ea5t t\u01b0\u01a1ng lai c\u1ee7a Apple?","answer":"C\u00f4ng ngh\u1ec7 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP) cung c\u1ea5p nh\u1eefng hi\u1ec3u bi\u1ebft \u0111\u1ed9c \u0111\u00e1o b\u1eb1ng c\u00e1ch gi\u1ea3i m\u00e3 c\u00e1c m\u1eabu ng\u00f4n ng\u1eef tinh t\u1ebf trong c\u00e1c th\u00f4ng \u0111i\u1ec7p c\u1ee7a Apple, th\u01b0\u1eddng d\u1ef1 \u0111o\u00e1n hi\u1ec7u su\u1ea5t t\u01b0\u01a1ng lai t\u1eeb 15-120 ng\u00e0y tr\u01b0\u1edbc khi c\u00e1c nh\u00e0 ph\u00e2n t\u00edch th\u00f4ng th\u01b0\u1eddng nh\u1eadn di\u1ec7n \u0111\u01b0\u1ee3c c\u00e1c t\u00edn hi\u1ec7u t\u01b0\u01a1ng t\u1ef1. H\u1ec7 th\u1ed1ng NLP chuy\u00ean bi\u1ec7t c\u1ee7a Ti\u1ebfn s\u0129 Robert Chang ph\u00e2n t\u00edch n\u0103m kh\u00eda c\u1ea1nh ng\u00f4n ng\u1eef ch\u00ednh trong c\u00e1c th\u00f4ng \u0111i\u1ec7p c\u1ee7a c\u00e1c gi\u00e1m \u0111\u1ed1c Apple qua 15 n\u0103m b\u1ea3n ghi: 1) Ng\u00f4n ng\u1eef ch\u1eafc ch\u1eafn s\u1eed d\u1ee5ng 37 d\u1ea5u hi\u1ec7u, n\u01a1i s\u1ef1 gi\u1ea3m s\u00fat c\u00e1c d\u1ea5u hi\u1ec7u ch\u1eafc ch\u1eafn (>15% thay \u0111\u1ed5i) d\u1ef1 b\u00e1o s\u1ef1 thi\u1ebfu h\u1ee5t h\u01b0\u1edbng d\u1eabn trong v\u00f2ng 90 ng\u00e0y v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 83,7% (p<0,01, r=0,76); 2) C\u00e1c tuy\u00ean b\u1ed1 t\u1eadp trung v\u00e0o t\u01b0\u01a1ng lai \u0111\u01b0\u1ee3c theo d\u00f5i qua 42 d\u1ea5u hi\u1ec7u, n\u01a1i s\u1ef1 gia t\u0103ng t\u1eadp trung v\u00e0o t\u01b0\u01a1ng lai (>23% thay \u0111\u1ed5i) c\u00f3 li\u00ean quan \u0111\u1ebfn c\u00e1c \u0111\u1ed5i m\u1edbi s\u1ea3n ph\u1ea9m s\u1eafp t\u1edbi trong v\u00f2ng 120 ng\u00e0y v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 71,4% (p<0,05, r=0,62); 3) C\u1ea3m x\u00fac ph\u00e2n c\u1ef1c \u0111\u01b0\u1ee3c \u0111o l\u01b0\u1eddng qua 84 d\u1ea5u hi\u1ec7u v\u00e0 12 kh\u00eda c\u1ea1nh, n\u01a1i nh\u1eefng thay \u0111\u1ed5i ti\u00eau c\u1ef1c tinh t\u1ebf (>7% thay \u0111\u1ed5i) th\u01b0\u1eddng d\u1ef1 b\u00e1o c\u00e1c qu\u00fd kh\u00f3 kh\u0103n trong v\u00f2ng 60 ng\u00e0y v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 79,2% (p<0,01, r=0,69); 4) \u0110\u1ed9 c\u1ee5 th\u1ec3 k\u1ef9 thu\u1eadt s\u1eed d\u1ee5ng 53 d\u1ea5u hi\u1ec7u qua 9 danh m\u1ee5c, n\u01a1i \u0111\u1ed9 c\u1ee5 th\u1ec3 cao h\u01a1n (>31% so v\u1edbi c\u01a1 s\u1edf) ch\u1ec9 ra m\u1ed9t \u0111\u01b0\u1eddng \u1ed1ng \u0111\u1ed5i m\u1edbi m\u1ea1nh m\u1ebd h\u01a1n trong v\u00f2ng 180 ng\u00e0y v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 68,3% (p<0,05, r=0,58); v\u00e0 5) M\u1eabu ph\u1ea3n h\u1ed3i c\u00e2u h\u1ecfi \u0111\u01b0\u1ee3c theo d\u00f5i qua 29 d\u1ea5u hi\u1ec7u trong 6 l\u0129nh v\u1ef1c ch\u1ee7 \u0111\u1ec1, n\u01a1i c\u00e1c m\u1eabu n\u00e9 tr\u00e1nh (>19% t\u0103ng) c\u00f3 li\u00ean quan \u0111\u1ebfn c\u00e1c th\u00e1ch th\u1ee9c ch\u01b0a \u0111\u01b0\u1ee3c ti\u1ebft l\u1ed9 trong v\u00f2ng 45 ng\u00e0y v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 84,6% (p<0,01, r=0,77). C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y \u0111\u00e3 mang l\u1ea1i k\u1ebft qu\u1ea3 \u0111\u00e1ng k\u1ec3--v\u00e0o gi\u1eefa n\u0103m 2020, h\u1ec7 th\u1ed1ng c\u1ee7a Chang ph\u00e1t hi\u1ec7n s\u1ef1 gia t\u0103ng 67,3% trong ng\u00f4n ng\u1eef li\u00ean quan \u0111\u1ebfn t\u00edch h\u1ee3p v\u00e0 thu\u1eadt ng\u1eef h\u1ec7 sinh th\u00e1i v\u00e0i th\u00e1ng tr\u01b0\u1edbc khi Apple c\u00f4ng b\u1ed1 g\u00f3i d\u1ecbch v\u1ee5 Apple One, cung c\u1ea5p cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 nh\u1eadn ra t\u00edn hi\u1ec7u n\u00e0y c\u01a1 h\u1ed9i t\u0103ng gi\u00e1 12,4% trong 21 ng\u00e0y giao d\u1ecbch ti\u1ebfp theo, v\u1edbi m\u1ee9c \u0111\u1ed9 r\u1ee7i ro th\u1ea5p h\u01a1n 27,3% so v\u1edbi vi\u1ec7c ch\u1edd \u0111\u1ee3i th\u00f4ng b\u00e1o ch\u00ednh th\u1ee9c."},{"question":"L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb t\u1eadn d\u1ee5ng nh\u1eefng c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn n\u00e0y trong vi\u1ec7c ph\u00e2n t\u00edch c\u1ed5 phi\u1ebfu Apple c\u1ee7a h\u1ecd?","answer":"C\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb hi\u1ec7n c\u00f3 th\u1ec3 truy c\u1eadp ph\u00e2n t\u00edch c\u00f4ng ngh\u1ec7 tr\u01b0\u1edbc \u0111\u00e2y ch\u1ec9 d\u00e0nh cho t\u1ed5 ch\u1ee9c th\u00f4ng qua nhi\u1ec1u con \u0111\u01b0\u1eddng v\u1edbi chi ph\u00ed \u0111\u1ea7u v\u00e0o th\u1ea5p h\u01a1n \u0111\u00e1ng k\u1ec3 so v\u1edbi c\u00e1c \u0111\u0103ng k\u00fd h\u00e0ng n\u0103m $50K-$250K+ m\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng t\u1ed5 ch\u1ee9c y\u00eau c\u1ea7u: 1) C\u00e1c n\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch t\u00edch h\u1ee3p nh\u01b0 Pocket Option cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 AI \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb v\u1edbi gi\u00e1 t\u1eeb $97-$499 h\u00e0ng th\u00e1ng, cung c\u1ea5p c\u00e1c kh\u1ea3 n\u0103ng t\u1eebng d\u00e0nh ri\u00eang cho c\u00e1c nh\u00e0 giao d\u1ecbch chuy\u00ean nghi\u1ec7p m\u00e0 kh\u00f4ng y\u00eau c\u1ea7u ki\u1ebfn th\u1ee9c k\u1ef9 thu\u1eadt n\u00e2ng cao ho\u1eb7c t\u1eadp d\u1eef li\u1ec7u \u0111\u1ed9c quy\u1ec1n; 2) Nh\u1eadn d\u1ea1ng m\u1eabu d\u1ef1a tr\u00ean h\u1ecdc m\u00e1y hi\u1ec7n \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o nhi\u1ec1u n\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt, gi\u00fap x\u00e1c \u0111\u1ecbnh c\u00e1c thi\u1ebft l\u1eadp c\u00f3 x\u00e1c su\u1ea5t cao d\u1ef1a tr\u00ean c\u00e1c m\u1eabu h\u00e0nh vi l\u1ecbch s\u1eed c\u1ee7a Apple trong c\u00e1c khung th\u1eddi gian t\u00f9y ch\u1ec9nh t\u1eeb 3 ng\u00e0y \u0111\u1ebfn 6 th\u00e1ng; 3) Th\u00f4ng tin d\u1eef li\u1ec7u thay th\u1ebf ng\u00e0y c\u00e0ng c\u00f3 s\u1eb5n th\u00f4ng qua c\u00e1c d\u1ecbch v\u1ee5 chuy\u00ean bi\u1ec7t t\u1ed5ng h\u1ee3p c\u00e1c t\u00edn hi\u1ec7u n\u00e0y th\u00e0nh c\u00e1c ch\u1ec9 s\u1ed1 c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng cho c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 b\u00e1n l\u1ebb v\u1edbi gi\u00e1 t\u1eeb $97-$249 h\u00e0ng th\u00e1ng, \u0111\u1eb7c bi\u1ec7t l\u00e0 \u0111\u1ec3 theo d\u00f5i xu h\u01b0\u1edbng App Store v\u00e0 ho\u1ea1t \u0111\u1ed9ng chu\u1ed7i cung \u1ee9ng; 4) Th\u00f4ng tin chi\u1ebft xu\u1ea5t t\u1eeb NLP t\u1eeb c\u00e1c cu\u1ed9c g\u1ecdi thu nh\u1eadp v\u00e0 c\u00e1c th\u00f4ng tin li\u00ean l\u1ea1c kh\u00e1c \u0111ang \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch thu nh\u1eadp, l\u00e0m n\u1ed5i b\u1eadt c\u00e1c m\u1eabu ng\u00f4n ng\u1eef c\u00f3 gi\u00e1 tr\u1ecb d\u1ef1 \u0111o\u00e1n \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh cho Apple v\u00e0 73 c\u00f4ng ty c\u00f4ng ngh\u1ec7 l\u1edbn kh\u00e1c c\u00f3 \u0111\u1ee7 l\u1ecbch s\u1eed th\u00f4ng tin li\u00ean l\u1ea1c \u0111\u1ec3 ph\u00e2n t\u00edch th\u1ed1ng k\u00ea; 5) C\u00e1c th\u1ecb tr\u01b0\u1eddng d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean blockchain cung c\u1ea5p ph\u00e2n t\u00edch phi t\u1eadp trung v\u1edbi c\u00e1c \u0111\u1ed9ng l\u1ef1c t\u00edch h\u1ee3p cho \u0111\u1ed9 ch\u00ednh x\u00e1c, cung c\u1ea5p c\u00e1c quan \u0111i\u1ec3m kh\u00e1c bi\u1ec7t v\u1ec1 c\u1ea5u tr\u00fac so v\u1edbi c\u00e1c ngu\u1ed3n th\u00f4ng th\u01b0\u1eddng v\u1edbi c\u00e1c c\u1ea3i ti\u1ebfn \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u01b0\u1ee3c ghi nh\u1eadn t\u1eeb 8.3-14.7% cho c\u00e1c khung th\u1eddi gian d\u1ef1 \u0111o\u00e1n c\u1ee5 th\u1ec3. Nghi\u00ean c\u1ee9u c\u1ee7a Emily Chen cho th\u1ea5y r\u1eb1ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u00edch h\u1ee3p k\u1ebft h\u1ee3p nhi\u1ec1u c\u00f4ng ngh\u1ec7 mang l\u1ea1i k\u1ebft qu\u1ea3 t\u1ed1t nh\u1ea5t, v\u1edbi t\u1ef7 l\u1ec7 ch\u00ednh x\u00e1c t\u1eeb 64.7-76.3% trong c\u00e1c khung th\u1eddi gian kh\u00e1c nhau v\u00e0 ti\u1ec1m n\u0103ng l\u1ee3i nhu\u1eadn t\u1eeb $12,400-$35,600 cho m\u1ed7i $100K \u0111\u1ea7u t\u01b0. \u0110\u1ec3 c\u00f3 k\u1ebft qu\u1ea3 t\u1ed1i \u01b0u, c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 n\u00ean c\u00e2n nh\u1eafc c\u00e1c c\u00f4ng ngh\u1ec7 kh\u00e1c nhau d\u1ef1a tr\u00ean th\u1eddi gian \u0111\u1ea7u t\u01b0 c\u1ee7a h\u1ecd: h\u1ecdc m\u00e1y cho c\u00e1c quy\u1ebft \u0111\u1ecbnh ng\u1eafn h\u1ea1n (1-30 ng\u00e0y), d\u1eef li\u1ec7u thay th\u1ebf cho c\u00e1c v\u1ecb tr\u00ed trung h\u1ea1n (1-6 th\u00e1ng), v\u00e0 AI cho c\u00e1c tri\u1ec3n v\u1ecdng d\u00e0i h\u1ea1n (6-24 th\u00e1ng), trong khi s\u1eed d\u1ee5ng NLP c\u1ee5 th\u1ec3 cho c\u00e1c s\u1ef1 ki\u1ec7n thu nh\u1eadp v\u00e0 d\u1eef li\u1ec7u chu\u1ed7i cung \u1ee9ng cho ph\u00e2n t\u00edch chu k\u1ef3 s\u1ea3n ph\u1ea9m."}]}},"yoast_head":"\nC\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng: 7 C\u00f4ng Ngh\u1ec7 M\u1edbi N\u1ed5i \u0110ang \u0110\u1ecbnh H\u00ecnh L\u1ea1i Ph\u00e2n T\u00edch Th\u1ecb Tr\u01b0\u1eddng<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"C\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng: 7 C\u00f4ng Ngh\u1ec7 M\u1edbi N\u1ed5i \u0110ang \u0110\u1ecbnh H\u00ecnh L\u1ea1i Ph\u00e2n T\u00edch Th\u1ecb Tr\u01b0\u1eddng\" \/>\n<meta property=\"og:url\" content=\"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/\" \/>\n<meta property=\"og:site_name\" content=\"Pocket Option blog\" \/>\n<meta property=\"article:published_time\" content=\"2025-08-01T05:56:42+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/pocketoption.com\/blog\/wp-content\/uploads\/2025\/07\/Strategic-Timing-The-Case-for-Cybersecurity-Investments-in-Todays-Digital-Landscape.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1840\" \/>\n\t<meta property=\"og:image:height\" content=\"700\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Tatiana OK\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Tatiana OK\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/\"},\"author\":{\"name\":\"Tatiana OK\",\"@id\":\"https:\/\/pocketoption.com\/blog\/vt\/#\/schema\/person\/7021606f7d6abf56a4dfe12af297820d\"},\"headline\":\"C\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng: 7 C\u00f4ng Ngh\u1ec7 M\u1edbi N\u1ed5i \u0110ang \u0110\u1ecbnh H\u00ecnh L\u1ea1i Ph\u00e2n T\u00edch Th\u1ecb Tr\u01b0\u1eddng\",\"datePublished\":\"2025-08-01T05:56:42+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/\"},\"wordCount\":29,\"commentCount\":0,\"image\":{\"@id\":\"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/pocketoption.com\/blog\/wp-content\/uploads\/2025\/07\/Strategic-Timing-The-Case-for-Cybersecurity-Investments-in-Todays-Digital-Landscape.webp\",\"keywords\":[\"investment\",\"stock\",\"strategy\"],\"articleSection\":[\"Trading\"],\"inLanguage\":\"vt-VT\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/\",\"url\":\"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/\",\"name\":\"C\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng: 7 C\u00f4ng Ngh\u1ec7 M\u1edbi N\u1ed5i \u0110ang \u0110\u1ecbnh H\u00ecnh L\u1ea1i Ph\u00e2n T\u00edch Th\u1ecb Tr\u01b0\u1eddng\",\"isPartOf\":{\"@id\":\"https:\/\/pocketoption.com\/blog\/vt\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/pocketoption.com\/blog\/wp-content\/uploads\/2025\/07\/Strategic-Timing-The-Case-for-Cybersecurity-Investments-in-Todays-Digital-Landscape.webp\",\"datePublished\":\"2025-08-01T05:56:42+00:00\",\"author\":{\"@id\":\"https:\/\/pocketoption.com\/blog\/vt\/#\/schema\/person\/7021606f7d6abf56a4dfe12af297820d\"},\"breadcrumb\":{\"@id\":\"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/#breadcrumb\"},\"inLanguage\":\"vt-VT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"vt-VT\",\"@id\":\"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/#primaryimage\",\"url\":\"https:\/\/pocketoption.com\/blog\/wp-content\/uploads\/2025\/07\/Strategic-Timing-The-Case-for-Cybersecurity-Investments-in-Todays-Digital-Landscape.webp\",\"contentUrl\":\"https:\/\/pocketoption.com\/blog\/wp-content\/uploads\/2025\/07\/Strategic-Timing-The-Case-for-Cybersecurity-Investments-in-Todays-Digital-Landscape.webp\",\"width\":1840,\"height\":700},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/pocketoption.com\/blog\/vt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"C\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng: 7 C\u00f4ng Ngh\u1ec7 M\u1edbi N\u1ed5i \u0110ang \u0110\u1ecbnh H\u00ecnh L\u1ea1i Ph\u00e2n T\u00edch Th\u1ecb Tr\u01b0\u1eddng\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/pocketoption.com\/blog\/vt\/#website\",\"url\":\"https:\/\/pocketoption.com\/blog\/vt\/\",\"name\":\"Pocket Option blog\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/pocketoption.com\/blog\/vt\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"vt-VT\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/pocketoption.com\/blog\/vt\/#\/schema\/person\/7021606f7d6abf56a4dfe12af297820d\",\"name\":\"Tatiana OK\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"vt-VT\",\"@id\":\"https:\/\/secure.gravatar.com\/avatar\/0e5382d258c3e430c69c7fcf955c3ccdee2ae00777d8745ed09f129ffca77c26?s=96&d=mm&r=g\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/0e5382d258c3e430c69c7fcf955c3ccdee2ae00777d8745ed09f129ffca77c26?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/0e5382d258c3e430c69c7fcf955c3ccdee2ae00777d8745ed09f129ffca77c26?s=96&d=mm&r=g\",\"caption\":\"Tatiana OK\"},\"url\":\"https:\/\/pocketoption.com\/blog\/vt\/author\/tatiana\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"C\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng: 7 C\u00f4ng Ngh\u1ec7 M\u1edbi N\u1ed5i \u0110ang \u0110\u1ecbnh H\u00ecnh L\u1ea1i Ph\u00e2n T\u00edch Th\u1ecb Tr\u01b0\u1eddng","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/","og_locale":"en_US","og_type":"article","og_title":"C\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng: 7 C\u00f4ng Ngh\u1ec7 M\u1edbi N\u1ed5i \u0110ang \u0110\u1ecbnh H\u00ecnh L\u1ea1i Ph\u00e2n T\u00edch Th\u1ecb Tr\u01b0\u1eddng","og_url":"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/","og_site_name":"Pocket Option blog","article_published_time":"2025-08-01T05:56:42+00:00","og_image":[{"width":1840,"height":700,"url":"https:\/\/pocketoption.com\/blog\/wp-content\/uploads\/2025\/07\/Strategic-Timing-The-Case-for-Cybersecurity-Investments-in-Todays-Digital-Landscape.webp","type":"image\/webp"}],"author":"Tatiana OK","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Tatiana OK"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/#article","isPartOf":{"@id":"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/"},"author":{"name":"Tatiana OK","@id":"https:\/\/pocketoption.com\/blog\/vt\/#\/schema\/person\/7021606f7d6abf56a4dfe12af297820d"},"headline":"C\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng: 7 C\u00f4ng Ngh\u1ec7 M\u1edbi N\u1ed5i \u0110ang \u0110\u1ecbnh H\u00ecnh L\u1ea1i Ph\u00e2n T\u00edch Th\u1ecb Tr\u01b0\u1eddng","datePublished":"2025-08-01T05:56:42+00:00","mainEntityOfPage":{"@id":"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/"},"wordCount":29,"commentCount":0,"image":{"@id":"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/#primaryimage"},"thumbnailUrl":"https:\/\/pocketoption.com\/blog\/wp-content\/uploads\/2025\/07\/Strategic-Timing-The-Case-for-Cybersecurity-Investments-in-Todays-Digital-Landscape.webp","keywords":["investment","stock","strategy"],"articleSection":["Trading"],"inLanguage":"vt-VT","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/","url":"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/","name":"C\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng: 7 C\u00f4ng Ngh\u1ec7 M\u1edbi N\u1ed5i \u0110ang \u0110\u1ecbnh H\u00ecnh L\u1ea1i Ph\u00e2n T\u00edch Th\u1ecb Tr\u01b0\u1eddng","isPartOf":{"@id":"https:\/\/pocketoption.com\/blog\/vt\/#website"},"primaryImageOfPage":{"@id":"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/#primaryimage"},"image":{"@id":"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/#primaryimage"},"thumbnailUrl":"https:\/\/pocketoption.com\/blog\/wp-content\/uploads\/2025\/07\/Strategic-Timing-The-Case-for-Cybersecurity-Investments-in-Todays-Digital-Landscape.webp","datePublished":"2025-08-01T05:56:42+00:00","author":{"@id":"https:\/\/pocketoption.com\/blog\/vt\/#\/schema\/person\/7021606f7d6abf56a4dfe12af297820d"},"breadcrumb":{"@id":"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/#breadcrumb"},"inLanguage":"vt-VT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/"]}]},{"@type":"ImageObject","inLanguage":"vt-VT","@id":"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/#primaryimage","url":"https:\/\/pocketoption.com\/blog\/wp-content\/uploads\/2025\/07\/Strategic-Timing-The-Case-for-Cybersecurity-Investments-in-Todays-Digital-Landscape.webp","contentUrl":"https:\/\/pocketoption.com\/blog\/wp-content\/uploads\/2025\/07\/Strategic-Timing-The-Case-for-Cybersecurity-Investments-in-Todays-Digital-Landscape.webp","width":1840,"height":700},{"@type":"BreadcrumbList","@id":"https:\/\/pocketoption.com\/blog\/vt\/knowledge-base\/trading\/will-apple-stock-go-up\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/pocketoption.com\/blog\/vt\/"},{"@type":"ListItem","position":2,"name":"C\u1ed5 phi\u1ebfu Apple c\u00f3 t\u0103ng kh\u00f4ng: 7 C\u00f4ng Ngh\u1ec7 M\u1edbi N\u1ed5i \u0110ang \u0110\u1ecbnh H\u00ecnh L\u1ea1i Ph\u00e2n T\u00edch Th\u1ecb Tr\u01b0\u1eddng"}]},{"@type":"WebSite","@id":"https:\/\/pocketoption.com\/blog\/vt\/#website","url":"https:\/\/pocketoption.com\/blog\/vt\/","name":"Pocket Option blog","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/pocketoption.com\/blog\/vt\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"vt-VT"},{"@type":"Person","@id":"https:\/\/pocketoption.com\/blog\/vt\/#\/schema\/person\/7021606f7d6abf56a4dfe12af297820d","name":"Tatiana OK","image":{"@type":"ImageObject","inLanguage":"vt-VT","@id":"https:\/\/secure.gravatar.com\/avatar\/0e5382d258c3e430c69c7fcf955c3ccdee2ae00777d8745ed09f129ffca77c26?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/0e5382d258c3e430c69c7fcf955c3ccdee2ae00777d8745ed09f129ffca77c26?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/0e5382d258c3e430c69c7fcf955c3ccdee2ae00777d8745ed09f129ffca77c26?s=96&d=mm&r=g","caption":"Tatiana OK"},"url":"https:\/\/pocketoption.com\/blog\/vt\/author\/tatiana\/"}]}},"po_author":null,"po__editor":null,"po_last_edited":null,"wpml_current_locale":"vt_VT","wpml_translations":{"pt_AA":{"locale":"pt_AA","id":327865,"slug":"will-apple-stock-go-up","post_title":"As a\u00e7\u00f5es da Apple v\u00e3o subir: 7 Tecnologias Emergentes que Est\u00e3o Remodelando a An\u00e1lise de Mercado","href":"https:\/\/pocketoption.com\/blog\/pt\/knowledge-base\/trading\/will-apple-stock-go-up\/"}},"_links":{"self":[{"href":"https:\/\/pocketoption.com\/blog\/vt\/wp-json\/wp\/v2\/posts\/327870","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pocketoption.com\/blog\/vt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/pocketoption.com\/blog\/vt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/pocketoption.com\/blog\/vt\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/pocketoption.com\/blog\/vt\/wp-json\/wp\/v2\/comments?post=327870"}],"version-history":[{"count":0,"href":"https:\/\/pocketoption.com\/blog\/vt\/wp-json\/wp\/v2\/posts\/327870\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pocketoption.com\/blog\/vt\/wp-json\/wp\/v2\/media\/325960"}],"wp:attachment":[{"href":"https:\/\/pocketoption.com\/blog\/vt\/wp-json\/wp\/v2\/media?parent=327870"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pocketoption.com\/blog\/vt\/wp-json\/wp\/v2\/categories?post=327870"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pocketoption.com\/blog\/vt\/wp-json\/wp\/v2\/tags?post=327870"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}