{"id":39128,"date":"2026-09-14T16:01:16","date_gmt":"2026-09-14T09:01:16","guid":{"rendered":"https:\/\/meeycrm.com\/tin-tuc\/?p=39128"},"modified":"2026-09-14T16:01:16","modified_gmt":"2026-09-14T09:01:16","slug":"du-lieu-lon-trong-bat-dong-san","status":"publish","type":"post","link":"https:\/\/meeycrm.com\/tin-tuc\/du-lieu-lon-trong-bat-dong-san","title":{"rendered":"D\u1eef Li\u1ec7u L\u1edbn Trong B\u1ea5t \u0110\u1ed9ng S\u1ea3n: B\u1ee9t Ph\u00e1 C\u00f4ng Ngh\u1ec7 & Xu H\u01b0\u1edbng T\u01b0\u01a1ng Lai"},"content":{"rendered":"

Th\u1ecb tr\u01b0\u1eddng b\u1ea5t \u0111\u1ed9ng s\u1ea3n truy\u1ec1n th\u1ed1ng v\u1ed1n n\u1ed5i ti\u1ebfng v\u1edbi t\u00ednh thi\u1ebfu minh b\u1ea1ch, th\u00f4ng tin ph\u00e2n t\u00e1n v\u00e0 ph\u1ee5 thu\u1ed9c nhi\u1ec1u v\u00e0o “c\u1ea3m t\u00ednh” ho\u1eb7c kinh nghi\u1ec7m c\u00e1 nh\u00e2n. Tuy nhi\u00ean, s\u1ef1 b\u00f9ng n\u1ed5 c\u1ee7a chuy\u1ec3n \u0111\u1ed5i s\u1ed1 \u0111\u00e3 thay \u0111\u1ed5i ho\u00e0n to\u00e0n cu\u1ed9c ch\u01a1i n\u00e0y. <\/span>D\u1eef li\u1ec7u l\u1edbn trong b\u1ea5t \u0111\u1ed9ng s\u1ea3n<\/b> (Big Data in Real Estate) \u0111ang tr\u1edf th\u00e0nh “v\u0169 kh\u00ed chi\u1ebfn l\u01b0\u1ee3c” gi\u00fap c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0, ch\u1ee7 \u0111\u1ea7u t\u01b0 v\u00e0 m\u00f4i gi\u1edbi \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c, t\u1ed1i \u01b0u h\u00f3a l\u1ee3i nhu\u1eadn v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro.<\/span><\/p>\n

B\u00e0i vi\u1ebft n\u00e0y s\u1ebd cung c\u1ea5p c\u00e1i nh\u00ecn to\u00e0n di\u1ec7n t\u1eeb kh\u00e1i ni\u1ec7m, c\u00e1c \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf \u0111\u1ed9t ph\u00e1 cho \u0111\u1ebfn gi\u1ea3i ph\u00e1p khai th\u00e1c <\/span>d\u1eef li\u1ec7u l\u1edbn trong b\u1ea5t \u0111\u1ed9ng s\u1ea3n<\/b> hi\u1ec7u qu\u1ea3 nh\u1ea5t hi\u1ec7n nay.<\/span><\/p>\n

1. D\u1eef li\u1ec7u l\u1edbn (Big Data) trong b\u1ea5t \u0111\u1ed9ng s\u1ea3n l\u00e0 g\u00ec?<\/b><\/h2>\n

\u0110\u1ecbnh ngh\u0129a Big Data trong l\u0129nh v\u1ef1c b\u1ea5t \u0111\u1ed9ng s\u1ea3n<\/b><\/h3>\n

D\u1eef li\u1ec7u l\u1edbn trong b\u1ea5t \u0111\u1ed9ng s\u1ea3n<\/b> l\u00e0 thu\u1eadt ng\u1eef ch\u1ec9 t\u1eadp h\u1ee3p kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3, \u0111a d\u1ea1ng v\u00e0 t\u1ed1c \u0111\u1ed9 gia t\u0103ng nhanh ch\u00f3ng li\u00ean quan \u0111\u1ebfn th\u1ecb tr\u01b0\u1eddng nh\u00e0 \u0111\u1ea5t, quy ho\u1ea1ch, h\u00e0nh vi ng\u01b0\u1eddi d\u00f9ng v\u00e0 c\u00e1c y\u1ebfu t\u1ed1 kinh t\u1ebf x\u00e3 h\u1ed9i.<\/span><\/p>\n

Kh\u00e1c v\u1edbi d\u1eef li\u1ec7u qu\u1ea3n l\u00fd s\u1ed5 s\u00e1ch truy\u1ec1n th\u1ed1ng, Big Data trong b\u1ea5t \u0111\u1ed9ng s\u1ea3n \u0111\u01b0\u1ee3c thu th\u1eadp t\u1eeb h\u00e0ng tri\u1ec7u \u0111i\u1ec3m d\u1eef li\u1ec7u qua h\u1ec7 th\u1ed1ng v\u1ec7 tinh, l\u1ecbch s\u1eed giao d\u1ecbch, s\u00e0n th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed, m\u1ea1ng x\u00e3 h\u1ed9i v\u00e0 c\u00e1c thi\u1ebft b\u1ecb IoT (Internet of Things).<\/span><\/p>\n

\u00a0 [C\u00e1c ngu\u1ed3n thu th\u1eadp D\u1eef li\u1ec7u l\u1edbn B\u0110S]<\/span><\/p>\n

\u00a0\u00a0\u251c\u2500\u2500 D\u1eef li\u1ec7u \u0111\u1ecba l\u00fd & Quy ho\u1ea1ch (GIS)<\/span><\/p>\n

\u00a0\u00a0\u251c\u2500\u2500 L\u1ecbch s\u1eed gi\u00e1 & Giao d\u1ecbch th\u1ef1c t\u1ebf<\/span><\/p>\n

\u00a0\u00a0\u251c\u2500\u2500 H\u00e0nh vi & Nhu c\u1ea7u ng\u01b0\u1eddi t\u00ecm ki\u1ebfm<\/span><\/p>\n

\u00a0\u00a0\u2514\u2500\u2500 Kinh t\u1ebf v\u0129 m\u00f4 & H\u1ea1 t\u1ea7ng giao th\u00f4ng<\/span><\/p>\n

\"\u1ea2nh
\u1ea2nh 1: d\u1eef li\u1ec7u l\u1edbn trong b\u1ea5t \u0111\u1ed9ng s\u1ea3n l\u00e0 g\u00ec<\/figcaption><\/figure>\n

C\u00e1c nh\u00f3m d\u1eef li\u1ec7u quan tr\u1ecdng nh\u1ea5t hi\u1ec7n nay<\/b><\/h3>\n

\u0110\u1ec3 c\u00f4ng ngh\u1ec7 Big Data ph\u00e1t huy t\u00e1c d\u1ee5ng, c\u00e1c n\u1ec1n t\u1ea3ng Proptech (C\u00f4ng ngh\u1ec7 b\u1ea5t \u0111\u1ed9ng s\u1ea3n) th\u01b0\u1eddng t\u1eadp trung x\u1eed l\u00fd 4 nh\u00f3m d\u1eef li\u1ec7u c\u1ed1t l\u00f5i:<\/span><\/p>\n

    \n
  • D\u1eef li\u1ec7u v\u1ecb tr\u00ed & \u0111\u1ecba l\u00fd (GIS):<\/b> T\u1ecda \u0111\u1ed9, b\u1ea3n \u0111\u1ed3 quy ho\u1ea1ch, kho\u1ea3ng c\u00e1ch \u0111\u1ebfn c\u00e1c ti\u1ec7n \u00edch (tr\u01b0\u1eddng h\u1ecdc, b\u1ec7nh vi\u1ec7n, trung t\u00e2m th\u01b0\u01a1ng m\u1ea1i), nguy c\u01a1 ng\u1eadp l\u1ee5t hay \u00f4 nhi\u1ec5m ti\u1ebfng \u1ed3n.<\/span><\/li>\n
  • D\u1eef li\u1ec7u l\u1ecbch s\u1eed giao d\u1ecbch:<\/b> Gi\u00e1 b\u00e1n, gi\u00e1 cho thu\u00ea qua c\u00e1c n\u0103m, bi\u1ebfn \u0111\u1ed9ng bi\u00ean \u0111\u1ed9 gi\u00e1 theo qu\u00fd, th\u1eddi gian t\u1ed3n kho trung b\u00ecnh c\u1ee7a m\u1ed9t s\u1ea3n ph\u1ea9m.<\/span><\/li>\n
  • D\u1eef li\u1ec7u h\u00e0nh vi ng\u01b0\u1eddi d\u00f9ng:<\/b> L\u01b0\u1ee3t xem tin \u0111\u0103ng, th\u1eddi gian d\u1eebng l\u1ea1i tr\u00ean m\u1ed9t trang web, t\u1eeb kh\u00f3a t\u00ecm ki\u1ebfm, ti\u00eau ch\u00ed l\u1ecdc (m\u1ee9c gi\u00e1, di\u1ec7n t\u00edch, h\u01b0\u1edbng nh\u00e0).<\/span><\/li>\n
  • D\u1eef li\u1ec7u kinh t\u1ebf v\u0129 m\u00f4 & h\u1ea1 t\u1ea7ng:<\/b> Quy ho\u1ea1ch c\u00e1c tuy\u1ebfn \u0111\u01b0\u1eddng giao th\u00f4ng m\u1edbi, bi\u1ebfn \u0111\u1ed9ng l\u00e3i su\u1ea5t ng\u00e2n h\u00e0ng, m\u1eadt \u0111\u1ed9 d\u00e2n s\u1ed1 v\u00e0 m\u1ee9c thu nh\u1eadp trung b\u00ecnh c\u1ee7a khu v\u1ef1c.<\/span><\/li>\n<\/ul>\n

    2. V\u00ec sao D\u1eef li\u1ec7u l\u1edbn \u0111ang l\u00e0m thay \u0111\u1ed5i c\u1ee5c di\u1ec7n th\u1ecb tr\u01b0\u1eddng B\u1ea5t \u0111\u1ed9ng s\u1ea3n?<\/b><\/h2>\n

    Tr\u01b0\u1edbc \u0111\u00e2y, m\u1ed9t nh\u00e0 \u0111\u1ea7u t\u01b0 mu\u1ed1n mua m\u1ed9t m\u1ea3nh \u0111\u1ea5t th\u01b0\u1eddng ph\u1ea3i d\u1ef1a v\u00e0o tin \u0111\u1ed3n, t\u01b0 v\u1ea5n c\u1ee7a m\u00f4i gi\u1edbi \u0111\u1ecba ph\u01b0\u01a1ng ho\u1eb7c “c\u1ea3m gi\u00e1c th\u1ecb tr\u01b0\u1eddng”. \u0110i\u1ec1u n\u00e0y d\u1eabn \u0111\u1ebfn nguy c\u01a1 mua “h\u1edb”, d\u00ednh quy ho\u1ea1ch ho\u1eb7c s\u1eadp b\u1eaby c\u00e1c \u0111\u1ee3t “s\u1ed1t \u0111\u1ea5t \u1ea3o”.<\/span><\/p>\n

    Nh\u1edd c\u00f3 <\/span>d\u1eef li\u1ec7u l\u1edbn trong b\u1ea5t \u0111\u1ed9ng s\u1ea3n<\/b>, to\u00e0n b\u1ed9 th\u1ecb tr\u01b0\u1eddng \u0111ang d\u1ecbch chuy\u1ec3n m\u1ea1nh m\u1ebd sang m\u00f4 h\u00ecnh <\/span>Data-driven (Quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u)<\/b>:<\/span><\/p>\n

      \n
    • T\u0103ng t\u00ednh minh b\u1ea1ch cho th\u1ecb tr\u01b0\u1eddng:<\/b> X\u00f3a b\u1ecf kho\u1ea3ng tr\u1ed1ng th\u00f4ng tin gi\u1eefa b\u00ean b\u00e1n v\u00e0 b\u00ean mua. Ng\u01b0\u1eddi mua d\u1ec5 d\u00e0ng tra c\u1ee9u gi\u00e1 tr\u1ecb th\u1ef1c c\u1ee7a b\u1ea5t \u0111\u1ed9ng s\u1ea3n.<\/span><\/li>\n
    • Gi\u1ea3m thi\u1ec3u r\u1ee7i ro \u0111\u1ea7u t\u01b0:<\/b> Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1ecbch s\u1eed gi\u00fap ph\u00e1t hi\u1ec7n c\u00e1c khu v\u1ef1c c\u00f3 d\u1ea5u hi\u1ec7u th\u1ed5i gi\u00e1 b\u1ea5t th\u01b0\u1eddng ho\u1eb7c thanh kho\u1ea3n k\u00e9m.<\/span><\/li>\n
    • R\u00fat ng\u1eafn th\u1eddi gian ch\u1ed1t giao d\u1ecbch:<\/b> M\u00f4i gi\u1edbi v\u00e0 s\u00e0n B\u0110S kh\u00f4ng c\u00f2n m\u1ea5t th\u1eddi gian t\u01b0 v\u1ea5n sai \u0111\u1ed1i t\u01b0\u1ee3ng nh\u1edd c\u00e1c thu\u1eadt to\u00e1n ph\u00e2n t\u00edch ch\u00ednh x\u00e1c nhu c\u1ea7u kh\u00e1ch h\u00e0ng.<\/span><\/li>\n<\/ul>\n
      \"\u1ea2nh
      \u1ea2nh 2: v\u00ec sao d\u1eef li\u1ec7u l\u1edbn \u0111ang l\u00e0m thay \u0111\u1ed5i c\u1ee5c di\u1ec7n th\u1ecb tr\u01b0\u1eddng b\u1ea5t \u0111\u1ed9ng s\u1ea3n<\/figcaption><\/figure>\n

      3. 5 \u1ee8ng d\u1ee5ng \u0111\u1ed9t ph\u00e1 c\u1ee7a D\u1eef li\u1ec7u l\u1edbn trong ng\u00e0nh B\u1ea5t \u0111\u1ed9ng s\u1ea3n<\/b><\/h2>\n

      3.1. \u0110\u1ecbnh gi\u00e1 b\u1ea5t \u0111\u1ed9ng s\u1ea3n t\u1ef1 \u0111\u1ed9ng (AVM – Automated Valuation Models)<\/b><\/h3>\n

      M\u00f4 h\u00ecnh \u0111\u1ecbnh gi\u00e1 t\u1ef1 \u0111\u1ed9ng AVM l\u00e0 m\u1ed9t trong nh\u1eefng \u1ee9ng d\u1ee5ng th\u00e0nh c\u00f4ng nh\u1ea5t c\u1ee7a <\/span>d\u1eef li\u1ec7u l\u1edbn trong b\u1ea5t \u0111\u1ed9ng s\u1ea3n<\/b>. B\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p thu\u1eadt to\u00e1n H\u1ecdc m\u00e1y (Machine Learning) v\u1edbi h\u00e0ng tri\u1ec7u d\u1eef li\u1ec7u giao d\u1ecbch qu\u00e1 kh\u1ee9, AVM c\u00f3 th\u1ec3 \u0111\u1ecbnh gi\u00e1 m\u1ed9t c\u0103n nh\u00e0 ho\u1eb7c m\u1ea3nh \u0111\u1ea5t ch\u00ednh x\u00e1c t\u1edbi 90-95% ch\u1ec9 trong v\u00e0i gi\u00e2y.<\/span><\/p>\n

      AVM xem x\u00e9t \u0111\u1ed3ng th\u1eddi h\u00e0ng tr\u0103m bi\u1ebfn s\u1ed1: v\u1ecb tr\u00ed, di\u1ec7n t\u00edch, m\u1eb7t ti\u1ec1n, s\u1ed1 t\u1ea7ng, ti\u1ec7n \u00edch xung quanh, v\u00e0 c\u1ea3 gi\u00e1 giao d\u1ecbch c\u1ee7a c\u00e1c b\u1ea5t \u0111\u1ed9ng s\u1ea3n t\u01b0\u01a1ng \u0111\u1ed3ng v\u1eeba b\u00e1n th\u00e0nh c\u00f4ng trong b\u00e1n k\u00ednh 1km.<\/span><\/p>\n

      3.2. D\u1ef1 b\u00e1o xu h\u01b0\u1edbng v\u00e0 ph\u00e2n t\u00edch r\u1ee7i ro th\u1ecb tr\u01b0\u1eddng<\/b><\/h3>\n

      B\u1ea5t \u0111\u1ed9ng s\u1ea3n mang t\u00ednh chu k\u1ef3 r\u00f5 r\u1ec7t. Nh\u1edd <\/span>ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn b\u1ea5t \u0111\u1ed9ng s\u1ea3n<\/b>, c\u00e1c chuy\u00ean gia c\u00f3 th\u1ec3 d\u1ef1 b\u00e1o tr\u01b0\u1edbc c\u00e1c l\u00e0n s\u00f3ng d\u1ecbch chuy\u1ec3n d\u00f2ng ti\u1ec1n:<\/span><\/p>\n

        \n
      • Khu v\u1ef1c n\u00e0o s\u1eafp b\u00f9ng n\u1ed5 nh\u1edd d\u1ef1 \u00e1n h\u1ea1 t\u1ea7ng (\u0111\u01b0\u1eddng cao t\u1ed1c, v\u00e0nh \u0111ai, s\u00e2n bay).<\/span><\/li>\n
      • T\u1ef7 l\u1ec7 l\u1ea5p \u0111\u1ea7y c\u1ee7a c\u00e1c d\u1ef1 \u00e1n c\u0103n h\u1ed9 theo t\u1eebng ph\u00e2n kh\u00fac.<\/span><\/li>\n
      • M\u1ee9c \u0111\u1ed9 r\u1ee7i ro khi \u0111\u1ea7u t\u01b0 v\u00e0o b\u1ea5t \u0111\u1ed9ng s\u1ea3n ngh\u1ec9 d\u01b0\u1ee1ng ho\u1eb7c \u0111\u1ea5t n\u1ec1n ven \u0111\u00f4.<\/span><\/li>\n<\/ul>\n
        \"\u1ea2nh
        \u1ea2nh 3: \u1ee9ng d\u1ee5ng \u0111\u1ed9t ph\u00e1 c\u1ee7a d\u1eef li\u1ec7u l\u1edbn trong ng\u00e0nh b\u1ea5t \u0111\u1ed9ng s\u1ea3n<\/figcaption><\/figure>\n

        3.3. T\u1ed1i \u01b0u h\u00f3a chi\u1ebfn l\u01b0\u1ee3c Marketing v\u00e0 M\u00f4i gi\u1edbi B\u0110S<\/b><\/h3>\n

        \u0110\u00e3 qua r\u1ed3i th\u1eddi k\u1ef3 ph\u00e1t r\u01a1i, treo b\u0103ng r\u00f4n hay spam tin nh\u1eafn ng\u1eabu nhi\u00ean. C\u00f4ng ngh\u1ec7 Big Data gi\u00fap c\u00e1c s\u00e0n m\u00f4i gi\u1edbi B\u0110S v\u1ebd n\u00ean ch\u00e2n dung kh\u00e1ch h\u00e0ng m\u1ee5c ti\u00eau v\u00f4 c\u00f9ng s\u1eafc n\u00e9t:<\/span><\/p>\n

          \n
        • \u0110\u1ed9 tu\u1ed5i, m\u1ee9c thu nh\u1eadp, th\u00f3i quen t\u00e0i ch\u00ednh.<\/span><\/li>\n
        • Th\u1eddi \u0111i\u1ec3m kh\u00e1ch h\u00e0ng c\u00f3 nhu c\u1ea7u mua nh\u00e0 cao nh\u1ea5t.<\/span><\/li>\n
        • G\u1ee3i \u00fd ch\u00ednh x\u00e1c 3-5 b\u1ea5t \u0111\u1ed9ng s\u1ea3n ph\u00f9 h\u1ee3p nh\u1ea5t v\u1edbi ng\u00e2n s\u00e1ch c\u1ee7a t\u1eebng kh\u00e1ch h\u00e0ng, t\u1eeb \u0111\u00f3 \u0111\u1ea9y cao t\u1ef7 l\u1ec7 ch\u1ed1t h\u1ee3p \u0111\u1ed3ng.<\/span><\/li>\n<\/ul>\n

          3.4. Ph\u00e1t tri\u1ec3n v\u00e0 quy ho\u1ea1ch d\u1ef1 \u00e1n \u0111\u00f4 th\u1ecb th\u00f4ng minh<\/b><\/h3>\n

          \u0110\u1ed1i v\u1edbi c\u00e1c ch\u1ee7 \u0111\u1ea7u t\u01b0 l\u1edbn, <\/span>d\u1eef li\u1ec7u l\u1edbn trong b\u1ea5t \u0111\u1ed9ng s\u1ea3n<\/b> l\u00e0 c\u01a1 s\u1edf \u0111\u1ec3 quy\u1ebft \u0111\u1ecbnh “khi n\u00e0o n\u00ean ph\u00e1t tri\u1ec3n d\u1ef1 \u00e1n v\u00e0 ph\u00e1t tri\u1ec3n lo\u1ea1i h\u00ecnh g\u00ec”.<\/span><\/p>\n

          Th\u00f4ng qua d\u1eef li\u1ec7u m\u1eadt \u0111\u1ed9 d\u00e2n c\u01b0, l\u01b0u l\u01b0\u1ee3ng giao th\u00f4ng, \u0111\u1ed9 tu\u1ed5i trung b\u00ecnh v\u00e0 nhu c\u1ea7u ti\u1ec7n \u00edch t\u1ea1i \u0111\u1ecba ph\u01b0\u01a1ng, ch\u1ee7 \u0111\u1ea7u t\u01b0 s\u1ebd bi\u1ebft ch\u00ednh x\u00e1c n\u00ean x\u00e2y d\u1ef1ng chung c\u01b0 cao c\u1ea5p, nh\u00e0 \u1edf gi\u00e1 r\u1ebb hay trung t\u00e2m th\u01b0\u01a1ng m\u1ea1i \u0111\u1ec3 \u0111\u1ea1t t\u1ef7 l\u1ec7 h\u1ea5p th\u1ee5 cao nh\u1ea5t.<\/span><\/p>\n

          3.5. Th\u1ea9m \u0111\u1ecbnh t\u00edn d\u1ee5ng & Qu\u1ea3n l\u00fd r\u1ee7i ro vay th\u1ebf ch\u1ea5p<\/b><\/h3>\n

          C\u00e1c ng\u00e2n h\u00e0ng v\u00e0 t\u1ed5 ch\u1ee9c t\u00e0i ch\u00ednh \u00e1p d\u1ee5ng Big Data \u0111\u1ec3 th\u1ea9m \u0111\u1ecbnh gi\u00e1 tr\u1ecb t\u00e0i s\u1ea3n \u0111\u1ea3m b\u1ea3o khi ng\u01b0\u1eddi d\u00e2n vay mua nh\u00e0. Vi\u1ec7c n\u00e0y gi\u00fap r\u00fat ng\u1eafn quy tr\u00ecnh ph\u00ea duy\u1ec7t kho\u1ea3n vay t\u1eeb v\u00e0i tu\u1ea7n xu\u1ed1ng c\u00f2n v\u00e0i gi\u1edd, \u0111\u1ed3ng th\u1eddi h\u1ea1n ch\u1ebf t\u1ed1i \u0111a t\u00ecnh tr\u1ea1ng n\u1ee3 x\u1ea5u do \u0111\u1ecbnh gi\u00e1 kh\u1ed1ng t\u00e0i s\u1ea3n.<\/span><\/p>\n

          4. L\u1ee3i \u00edch c\u1ee7a D\u1eef li\u1ec7u l\u1edbn \u0111\u1ed1i v\u1edbi c\u00e1c b\u00ean trong h\u1ec7 sinh th\u00e1i B\u0110S<\/b><\/h2>\n

          C\u00f4ng ngh\u1ec7 <\/span>d\u1eef li\u1ec7u l\u1edbn trong b\u1ea5t \u0111\u1ed9ng s\u1ea3n<\/b> mang l\u1ea1i gi\u00e1 tr\u1ecb thi\u1ebft th\u1ef1c cho t\u1ea5t c\u1ea3 c\u00e1c b\u00ean tham gia th\u1ecb tr\u01b0\u1eddng:<\/span><\/p>\n\n\n\n\n\n\n\n
          \u0110\u1ed1i t\u01b0\u1ee3ng<\/b><\/td>\nL\u1ee3i \u00edch c\u1ed1t l\u00f5i<\/b><\/td>\n<\/tr>\n
          Nh\u00e0 \u0111\u1ea7u t\u01b0 & Ng\u01b0\u1eddi mua nh\u00e0<\/b><\/td>\n\u2022 N\u1eafm b\u1eaft gi\u00e1 tr\u1ecb th\u1ef1c c\u1ee7a B\u0110S, kh\u00f4ng lo mua h\u1edb.<\/span><\/p>\n

          \u2022 Mua b\u00e1n an to\u00e0n, tr\u00e1nh d\u1ef1 \u00e1n d\u00ednh quy ho\u1ea1ch ho\u1eb7c ph\u00e1p l\u00fd y\u1ebfu.<\/span><\/p>\n

          \u2022 T\u1ed1i \u01b0u h\u00f3a l\u1ee3i nhu\u1eadn \u0111\u1ea7u t\u01b0 d\u1ef1a tr\u00ean d\u1ef1 b\u00e1o t\u0103ng gi\u00e1.<\/span><\/td>\n<\/tr>\n

          M\u00f4i gi\u1edbi & S\u00e0n B\u0110S<\/b><\/td>\n\u2022 Ti\u1ebfp c\u1eadn \u0111\u00fang kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng, gi\u1ea3m chi ph\u00ed MKT.<\/span><\/p>\n

          \u2022 N\u00e2ng cao uy t\u00edn nh\u1edd t\u01b0 v\u1ea5n d\u1ef1a tr\u00ean s\u1ed1 li\u1ec7u th\u1ef1c t\u1ebf.<\/span><\/p>\n

          \u2022 R\u00fat ng\u1eafn chu k\u1ef3 b\u00e1n h\u00e0ng v\u00e0 t\u0103ng t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i.<\/span><\/td>\n<\/tr>\n

          Ch\u1ee7 \u0111\u1ea7u t\u01b0 (Developer)<\/b><\/td>\n\u2022 \u0110\u1ecbnh gi\u00e1 b\u00e1n ra ph\u00f9 h\u1ee3p v\u1edbi s\u1ee9c mua th\u1ecb tr\u01b0\u1eddng.<\/span><\/p>\n

          \u2022 L\u1ef1a ch\u1ecdn qu\u1ef9 \u0111\u1ea5t ti\u1ec1m n\u0103ng v\u1edbi gi\u00e1 chi ph\u00ed h\u1ee3p l\u00fd.<\/span><\/p>\n

          \u2022 \u0110\u1ea9y nhanh t\u1ed1c \u0111\u1ed9 b\u00e1n h\u00e0ng v\u00e0 thu h\u1ed3i v\u1ed1n.<\/span><\/td>\n<\/tr>\n

          C\u01a1 quan Qu\u1ea3n l\u00fd Nh\u00e0 n\u01b0\u1edbc<\/b><\/td>\n\u2022 Minh b\u1ea1ch h\u00f3a th\u1ecb tr\u01b0\u1eddng, ch\u1ed1ng th\u1ea5t thu thu\u1ebf B\u0110S.<\/span><\/p>\n

          \u2022 X\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u nh\u00e0 \u1edf qu\u1ed1c gia.<\/span><\/p>\n

          \u2022 \u0110i\u1ec1u ti\u1ebft ch\u00ednh s\u00e1ch ti\u1ec1n t\u1ec7 v\u00e0 quy ho\u1ea1ch \u0111\u00f4 th\u1ecb b\u1ec1n v\u1eefng.<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          5. Th\u1ef1c tr\u1ea1ng & Th\u00e1ch th\u1ee9c khi tri\u1ec3n khai Big Data B\u0110S t\u1ea1i Vi\u1ec7t Nam<\/b><\/h2>\n

          M\u1eb7c d\u00f9 mang l\u1ea1i ti\u1ec1m n\u0103ng kh\u1ed5ng l\u1ed3, vi\u1ec7c \u1ee9ng d\u1ee5ng <\/span>d\u1eef li\u1ec7u l\u1edbn trong b\u1ea5t \u0111\u1ed9ng s\u1ea3n<\/b> t\u1ea1i Vi\u1ec7t Nam v\u1eabn \u0111ang \u0111\u1ed1i m\u1eb7t v\u1edbi m\u1ed9t s\u1ed1 r\u00e0o c\u1ea3n l\u1edbn:<\/span><\/p>\n

          T\u00ednh ph\u00e2n t\u00e1n v\u00e0 thi\u1ebfu \u0111\u1ed3ng b\u1ed9 c\u1ee7a d\u1eef li\u1ec7u<\/b><\/h3>\n

          D\u1eef li\u1ec7u giao d\u1ecbch b\u1ea5t \u0111\u1ed9ng s\u1ea3n t\u1ea1i Vi\u1ec7t Nam hi\u1ec7n v\u1eabn n\u1eb1m \u1edf nhi\u1ec1u n\u01a1i: V\u0103n ph\u00f2ng \u0111\u0103ng k\u00fd \u0111\u1ea5t \u0111ai, c\u00f4ng ch\u1ee9ng, s\u00e0n giao d\u1ecbch, v\u00e0 c\u00e1c trang tin rao v\u1eb7t. \u0110\u1eb7c bi\u1ec7t, hi\u1ec7n t\u01b0\u1ee3ng “hai gi\u00e1” (gi\u00e1 ghi tr\u00ean h\u1ee3p \u0111\u1ed3ng c\u00f4ng ch\u1ee9ng th\u1ea5p h\u01a1n gi\u00e1 giao d\u1ecbch th\u1ef1c t\u1ebf) khi\u1ebfn vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u gi\u00e1 th\u1ef1c g\u1eb7p nhi\u1ec1u kh\u00f3 kh\u0103n.<\/span><\/p>\n

          H\u1ea1 t\u1ea7ng c\u00f4ng ngh\u1ec7 v\u00e0 b\u1ea3o m\u1eadt th\u00f4ng tin<\/b><\/h3>\n

          Kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u B\u0110S l\u00e0 c\u1ef1c k\u1ef3 kh\u1ed5ng l\u1ed3. Vi\u1ec7c \u0111\u1ea7u t\u01b0 h\u1ea1 t\u1ea7ng l\u01b0u tr\u1eef \u0111\u00e1m m\u00e2y, c\u00e1c thu\u1eadt to\u00e1n AI ph\u1ee9c t\u1ea1p \u0111\u00f2i h\u1ecfi ngu\u1ed3n v\u1ed1n l\u1edbn t\u1eeb c\u00e1c doanh nghi\u1ec7p Proptech. B\u00ean c\u1ea1nh \u0111\u00f3, b\u00e0i to\u00e1n b\u1ea3o m\u1eadt th\u00f4ng tin c\u00e1 nh\u00e2n c\u1ee7a ng\u01b0\u1eddi mua nh\u00e0 c\u0169ng l\u00e0 th\u00e1ch th\u1ee9c quan tr\u1ecdng c\u1ea7n gi\u1ea3i quy\u1ebft.<\/span><\/p>\n

          6. Xu h\u01b0\u1edbng k\u1ebft h\u1ee3p Big Data v\u00e0 AI trong Proptech<\/b><\/h2>\n

          S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa <\/span>d\u1eef li\u1ec7u l\u1edbn trong b\u1ea5t \u0111\u1ed9ng s\u1ea3n<\/b> v\u00e0 Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang t\u1ea1o ra nh\u1eefng chu\u1ea9n m\u1ef1c m\u1edbi cho th\u1ecb tr\u01b0\u1eddng:<\/span><\/p>\n

            \n
          1. Tr\u1ea3i nghi\u1ec7m xem nh\u00e0 \u1ea3o t\u00edch h\u1ee3p d\u1eef li\u1ec7u (VR\/AR + Data):<\/b> Ng\u01b0\u1eddi mua kh\u00f4ng ch\u1ec9 tr\u1ea3i nghi\u1ec7m kh\u00f4ng gian 3D c\u1ee7a c\u0103n nh\u00e0 m\u00e0 c\u00f2n th\u1ea5y ngay c\u00e1c th\u00f4ng s\u1ed1 d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c hi\u1ec3n th\u1ecb tr\u00ean m\u00e0n h\u00ecnh: M\u1ee9c \u0111\u1ed9 \u00f4 nhi\u1ec5m kh\u00f4ng kh\u00ed, h\u01b0\u1edbng n\u1eafng, \u0111\u1ed9 \u1ed3n, bi\u1ebfn \u0111\u1ed9ng gi\u00e1 khu v\u1ef1c xung quanh.<\/span><\/li>\n
          2. Tr\u1ee3 l\u00fd \u1ea3o AI t\u01b0 v\u1ea5n \u0111\u1ea7u t\u01b0 24\/7:<\/b> Ph\u00e2n t\u00edch nhu c\u1ea7u t\u00e0i ch\u00ednh c\u00e1 nh\u00e2n c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 truy xu\u1ea5t t\u1eeb kho Big Data \u0111\u1ec3 \u0111\u1ec1 xu\u1ea5t danh m\u1ee5c \u0111\u1ea7u t\u01b0 B\u0110S t\u1ed1i \u01b0u nh\u1ea5t.<\/span><\/li>\n
          3. T\u00ecm ki\u1ebfm b\u1eb1ng gi\u1ecdng n\u00f3i v\u00e0 ng\u1eef c\u1ea3nh (Voice & Semantic Search):<\/b> Ng\u01b0\u1eddi d\u00f9ng ch\u1ec9 c\u1ea7n n\u00f3i: <\/span>“T\u00ecm cho t\u00f4i c\u0103n h\u1ed9 2 ph\u00f2ng ng\u1ee7 gi\u00e1 d\u01b0\u1edbi 3 t\u1ef7 g\u1ea7n tr\u01b0\u1eddng h\u1ecdc qu\u1ed1c t\u1ebf c\u00f3 thanh kho\u1ea3n t\u1ed1t”<\/span><\/i> \u2013 h\u1ec7 th\u1ed1ng Big Data s\u1ebd l\u1ecdc ch\u00ednh x\u00e1c k\u1ebft qu\u1ea3 trong v\u00e0i gi\u00e2y.<\/span><\/li>\n<\/ol>\n

            7. C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 D\u1eef li\u1ec7u l\u1edbn trong B\u1ea5t \u0111\u1ed9ng s\u1ea3n (FAQ)<\/b><\/h2>\n

            D\u1eef li\u1ec7u l\u1edbn c\u00f3 thay \u0111\u1ed5i ho\u00e0n to\u00e0n vai tr\u00f2 c\u1ee7a m\u00f4i gi\u1edbi B\u0110S kh\u00f4ng?<\/b><\/h3>\n

            Big Data kh\u00f4ng thay th\u1ebf m\u00f4i gi\u1edbi m\u00e0 l\u00e0 <\/span>c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3<\/b> m\u00f4i gi\u1edbi l\u00e0m vi\u1ec7c hi\u1ec7u qu\u1ea3 h\u01a1n. D\u1eef li\u1ec7u cung c\u1ea5p con s\u1ed1, nh\u01b0ng m\u00f4i gi\u1edbi cung c\u1ea5p s\u1ef1 th\u1ea5u hi\u1ec3u c\u1ea3m x\u00fac, k\u1ef9 n\u0103ng th\u01b0\u01a1ng l\u01b0\u1ee3ng v\u00e0 t\u01b0 v\u1ea5n ph\u00e1p l\u00fd tr\u1ef1c ti\u1ebfp \u2013 nh\u1eefng \u0111i\u1ec1u m\u00e0 thu\u1eadt to\u00e1n ch\u01b0a th\u1ec3 thay th\u1ebf ho\u00e0n to\u00e0n.<\/span><\/p>\n

            Doanh nghi\u1ec7p B\u0110S v\u1eeba v\u00e0 nh\u1ecf \u1ee9ng d\u1ee5ng Big Data nh\u01b0 th\u1ebf n\u00e0o?<\/b><\/h3>\n

            C\u00e1c doanh nghi\u1ec7p v\u1eeba v\u00e0 nh\u1ecf kh\u00f4ng nh\u1ea5t thi\u1ebft ph\u1ea3i t\u1ef1 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng Big Data ri\u00eang. H\u1ecd c\u00f3 th\u1ec3 h\u1ee3p t\u00e1c ho\u1eb7c s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5 d\u1eef li\u1ec7u t\u1eeb c\u00e1c n\u1ec1n t\u1ea3ng Proptech uy t\u00edn, c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch th\u1ecb tr\u01b0\u1eddng c\u00f3 s\u1eb5n \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn l\u01b0\u1ee3ng b\u00e1n h\u00e0ng c\u1ee7a m\u00ecnh.<\/span><\/p>\n

            L\u1ea5y ngu\u1ed3n d\u1eef li\u1ec7u b\u1ea5t \u0111\u1ed9ng s\u1ea3n \u1edf \u0111\u00e2u \u0111\u00e1ng tin c\u1eady t\u1ea1i Vi\u1ec7t Nam?<\/b><\/h3>\n

            B\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o ngu\u1ed3n d\u1eef li\u1ec7u t\u1eeb H\u1ec7 th\u1ed1ng th\u00f4ng tin v\u1ec1 nh\u00e0 \u1edf v\u00e0 th\u1ecb tr\u01b0\u1eddng b\u1ea5t \u0111\u1ed9ng s\u1ea3n (B\u1ed9 X\u00e2y d\u1ef1ng), c\u00e1c b\u00e1o c\u00e1o nghi\u00ean c\u1ee9u th\u1ecb tr\u01b0\u1eddng t\u1eeb c\u00e1c \u0111\u01a1n v\u1ecb uy t\u00edn nh\u01b0 Savills, CBRE, Batdongsan.com.vn, ho\u1eb7c c\u00e1c n\u1ec1n t\u1ea3ng \u0111\u1ecbnh gi\u00e1 AI chuy\u00ean s\u00e2u.<\/span><\/p>\n

            K\u1ebft lu\u1eadn<\/b><\/h2>\n

            D\u1eef li\u1ec7u l\u1edbn trong b\u1ea5t \u0111\u1ed9ng s\u1ea3n<\/b> kh\u00f4ng c\u00f2n l\u00e0 kh\u00e1i ni\u1ec7m l\u00fd thuy\u1ebft m\u00e0 \u0111\u00e3 tr\u1edf th\u00e0nh y\u1ebfu t\u1ed1 s\u1ed1ng c\u00f2n quy\u1ebft \u0111\u1ecbnh s\u1ef1 th\u00e0nh b\u1ea1i c\u1ee7a c\u00e1c ch\u1ee7 th\u1ec3 tham gia th\u1ecb tr\u01b0\u1eddng. L\u1ee3i th\u1ebf c\u1ea1nh tranh hi\u1ec7n t\u1ea1i kh\u00f4ng thu\u1ed9c v\u1ec1 ng\u01b0\u1eddi s\u1edf h\u1eefu nhi\u1ec1u b\u1ea5t \u0111\u1ed9ng s\u1ea3n nh\u1ea5t, m\u00e0 thu\u1ed9c v\u1ec1 ng\u01b0\u1eddi <\/span>hi\u1ec3u v\u00e0 khai th\u00e1c d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t<\/b>.<\/span><\/p>\n

             <\/p>\n","protected":false},"excerpt":{"rendered":"

            Th\u1ecb tr\u01b0\u1eddng b\u1ea5t \u0111\u1ed9ng s\u1ea3n truy\u1ec1n th\u1ed1ng v\u1ed1n n\u1ed5i ti\u1ebfng v\u1edbi t\u00ednh thi\u1ebfu minh b\u1ea1ch, th\u00f4ng tin ph\u00e2n t\u00e1n v\u00e0 ph\u1ee5 thu\u1ed9c nhi\u1ec1u v\u00e0o “c\u1ea3m t\u00ednh” ho\u1eb7c kinh… <\/p>\n","protected":false},"author":1,"featured_media":39163,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-39128","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/meeycrm.com\/tin-tuc\/wp-json\/wp\/v2\/posts\/39128","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/meeycrm.com\/tin-tuc\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/meeycrm.com\/tin-tuc\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/meeycrm.com\/tin-tuc\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/meeycrm.com\/tin-tuc\/wp-json\/wp\/v2\/comments?post=39128"}],"version-history":[{"count":4,"href":"https:\/\/meeycrm.com\/tin-tuc\/wp-json\/wp\/v2\/posts\/39128\/revisions"}],"predecessor-version":[{"id":39166,"href":"https:\/\/meeycrm.com\/tin-tuc\/wp-json\/wp\/v2\/posts\/39128\/revisions\/39166"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/meeycrm.com\/tin-tuc\/wp-json\/wp\/v2\/media\/39163"}],"wp:attachment":[{"href":"https:\/\/meeycrm.com\/tin-tuc\/wp-json\/wp\/v2\/media?parent=39128"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/meeycrm.com\/tin-tuc\/wp-json\/wp\/v2\/categories?post=39128"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/meeycrm.com\/tin-tuc\/wp-json\/wp\/v2\/tags?post=39128"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}