{"id":277100,"date":"2024-11-21T11:00:22","date_gmt":"2024-11-21T11:00:22","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&p=277100"},"modified":"2024-11-25T08:08:12","modified_gmt":"2024-11-25T08:08:12","slug":"unveiling-the-path-why-data-lineage-is-crucial-for-building-effective-ai-products","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/unveiling-the-path-why-data-lineage-is-crucial-for-building-effective-ai-products\/","title":{"rendered":"\u63ed\u5f00\u8def\u5f84\u7684\u9762\u7eb1\uff1a\u4e3a\u4ec0\u4e48 Data \u4ea7\u54c1\u7ebf\u5bf9\u6253\u9020\u6709\u6548\u7684\u4eba\u5de5\u667a\u80fd\u4ea7\u54c1\u81f3\u5173\u91cd\u8981\uff1f"},"content":{"rendered":"

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\u7f8e\u56fd ARTEFACT \u9ad8\u7ea7 Data Consultant<\/p>\n<\/div><\/div><\/div><\/div><\/div>

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\u5728\u4eba\u5de5\u667a\u80fd\u80cc\u666f\u4e0b\uff0cdata \u884c\u7cfb\u53ef\u786e\u4fdd data-driven \u51b3\u7b56\u7684\u900f\u660e\u5ea6\u548c\u53ef\u9760\u6027\uff0c\u4ece\u800c\u5e26\u6765\u5de8\u5927\u7684\u5546\u4e1a\u4ef7\u503c\u3002\u5982\u4eca\uff0c\u8d85\u8fc7 75% \u7684\u6d88\u8d39\u8005\u62c5\u5fc3\u4eba\u5de5\u667a\u80fd\u4f1a\u63d0\u4f9b\u9519\u8bef\u4fe1\u606f\uff082\uff09\u3002\u4eba\u5de5\u667a\u80fd\u901a\u5e38\u88ab\u79f0\u4e3a \u201c\u9ed1\u76d2\u5b50\u201d\uff0c\u8fd9\u610f\u5473\u7740\u6700\u7ec8\u7528\u6237\u5f80\u5f80\u4e0d\u4e86\u89e3\u4ed6\u4eec\u7ecf\u5e38\u4f7f\u7528\u7684\u8f93\u51fa\u7ed3\u679c\u7684\u5185\u90e8\u8fd0\u4f5c\u3002\u968f\u7740\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u8d8a\u6765\u8d8a\u4f9d\u8d56\u4e8e\u5e9e\u5927\u800c\u590d\u6742\u7684 data \u96c6\uff0c\u4e86\u89e3\u8fd9\u4e9b data \u7684\u8d77\u6e90\u548c\u8f6c\u6362\u5bf9\u4e8e\u4fdd\u6301\u51c6\u786e\u6027\u548c\u53ef\u4fe1\u5ea6\u81f3\u5173\u91cd\u8981\u3002Data lineage \u53ef\u5e2e\u52a9\u4f01\u4e1a\u8ddf\u8e2a\u548c\u9a8c\u8bc1\u8f93\u5165\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684 data\uff0c\u8fd9\u5bf9\u4e8e\u4f18\u5316\u6a21\u578b\u6027\u80fd\u548c\u89e3\u51b3\u504f\u5dee\u6216\u9519\u8bef\u7b49\u95ee\u9898\u81f3\u5173\u91cd\u8981\u3002\u901a\u8fc7\u63d0\u4f9b\u6e05\u6670\u7684\u5ba1\u8ba1\u8ddf\u8e2a\uff0cdata lineage \u8fd8\u80fd\u652f\u6301\u6cd5\u89c4\u5408\u89c4\u6027\u5e76\u589e\u5f3a data governance\uff0c\u6700\u7ec8\u5b9e\u73b0\u66f4\u660e\u667a\u3001\u53ef\u9760\u548c\u9053\u5fb7\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\uff0c\u63a8\u52a8\u66f4\u597d\u7684\u4e1a\u52a1\u6210\u679c\u3002.<\/p>\n<\/div>

Data Lineage \u5728\u884c\u52a8\uff1a\u5b83\u5982\u4f55\u63a8\u52a8\u73b0\u5b9e\u4e16\u754c\u7684\u4eba\u5de5\u667a\u80fd\u53d1\u5c55<\/h2><\/div>

Data \u7ebf\u7a0b\u5bf9\u4e8e\u6ee1\u8db3\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u76d1\u7ba1\u548c\u6cd5\u5f8b\u8981\u6c42\u81f3\u5173\u91cd\u8981\uff0c\u5c24\u5176\u662f\u6839\u636e\u300a\u52a0\u5229\u798f\u5c3c\u4e9a\u6d88\u8d39\u8005\u9690\u79c1\u6cd5\u6848\u300b\uff08CCPA\uff09\u548c\u300a\u683c\u62c9\u59c6-\u91cc\u5947-\u6bd4\u5229\u96f7\u6cd5\u6848\u300b\uff08GLBA\uff09\u7b49\u653f\u7b56\u3002\u4f8b\u5982\uff0c\u8003\u8651\u4e00\u4e2a\u6d89\u53ca\u91d1\u878d\u670d\u52a1\u516c\u53f8\u5185\u90e8\u5ba2\u6237\u6d41\u52a8\u7684\u7528\u4f8b\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u7cfb\u7edf\u7f3a\u4e4f\u5bf9\u79c1\u4eba\u4fe1\u606f\u8fdb\u884c\u533f\u540d\u5316\u5904\u7406\u7684\u6807\u51c6\u5316\u5b9e\u8df5\uff0c\u4e5f\u6ca1\u6709 data \u7ebf\u7a0b\u6765\u8ddf\u8e2a data \u6d41\u91cf\u3002\u56e0\u6b64\uff0cdata \u6d53\u7f29\u4ee5\u63a9\u76d6\u654f\u611f\u7ec6\u8282\u662f\u4f5c\u4e3a\u6700\u540e\u4e00\u6b65\u6765\u6267\u884c\u7684\uff0c\u7ba1\u7406\u7a0b\u5ea6\u6781\u4f4e\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u635f\u5bb3\u4e86 data \u7684\u9690\u79c1\uff0c\u8fd8\u4f7f\u7cfb\u7edf\u9762\u4e34\u5408\u89c4\u98ce\u9669\u3002\u5982\u679c\u6211\u4eec\u7684\u5408\u4f5c\u673a\u6784\u5728 Solidatus \u4e2d\u62e5\u6709\u5f3a\u5927\u7684 data \u7ebf\u7a0b\uff0c\u8be5\u673a\u6784\u5c31\u53ef\u4ee5\u8ddf\u8e2a data \u7684\u4f7f\u7528\u4f4d\u7f6e\u3001\u6355\u83b7 data \u8f6c\u6362\u3001\u786e\u4fdd\u6bcf\u4e2a\u9636\u6bb5\u7684\u9002\u5f53\u533f\u540d\u5316\uff0c\u5e76\u66f4\u6709\u6548\u5730\u6ee1\u8db3\u76d1\u7ba1\u8981\u6c42\uff0c\u4ece\u800c\u4fdd\u62a4\u9690\u79c1\u5e76\u589e\u5f3a data governance\u3002.<\/p>\n<\/div>

\u5927\u591a\u6570\u7ec4\u7ec7\uff0880%\uff09\u58f0\u79f0\u4ed6\u4eec\u7684 data \u5df2\u51c6\u5907\u597d\u7528\u4e8e\u4eba\u5de5\u667a\u80fd\uff0c\u4f46\u8d85\u8fc7\u4e00\u534a\u7684\u7ec4\u7ec7\uff0852%\uff09(3) \u5728\u5b9e\u65bd\u8fc7\u7a0b\u4e2d\u9047\u5230\u4e86\u57fa\u4e8e\u5176 data \u8d28\u91cf\u7684\u95ee\u9898\u3002Data \u65cf\u7cfb\u5bf9\u4e8e\u786e\u4fdd\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u4e2d\u7684 data \u8d28\u91cf\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u63d0\u4f9b\u4e86 data \u5982\u4f55\u6765\u6e90\u3001\u8f6c\u5316\u548c\u4f7f\u7528\u7684\u6e05\u6670\u89c6\u56fe\u3002\u5728 Artefact\uff0c\u6211\u4eec\u6df1\u77e5 data \u51c6\u5907\u548c\u8d28\u91cf\u7684\u91cd\u8981\u6027\u3002\u6211\u4eec\u575a\u4fe1\uff0c\u4eba\u5de5\u667a\u80fd\u8fd0\u8425\u6a21\u5f0f\u5728\u5f00\u53d1\u6280\u672f\u9700\u6c42\u7684\u540c\u65f6\uff0c\u4e5f\u8981\u505a\u597d\u90e8\u7f72\u5927\u89c4\u6a21\u53ef\u9760\u4eba\u5de5\u667a\u80fd\u6240\u9700\u7684data\u51c6\u5907\u548c\u7ba1\u7406\u3002\u6211\u4eec\u7684\u56e2\u961f\u5f00\u53d1\u4e86\u4e00\u4e2a\u4fe1\u7528\u98ce\u9669\u9884\u6d4b\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u4f9d\u8d56\u591a\u4e2a data \u8868\u6765\u8bc4\u4f30\u501f\u6b3e\u4eba\u7684\u98ce\u9669\u3002\u56e2\u961f\u5728\u521d\u6b65\u8c03\u67e5\u4e2d\u53d1\u73b0\u4e86\u8fd9\u4e9b\u8868\u683c\u4e4b\u95f4\u7684\u4e0d\u4e00\u81f4\u6027--\u4f8b\u5982 data \u683c\u5f0f\u7684\u5dee\u5f02\u6216\u8fc7\u65f6\u4fe1\u606f\u3002\u8fd9\u5c06\u5bfc\u81f4\u6a21\u578b\u51fa\u73b0\u504f\u5dee\uff0c\u5e76\u751f\u6210\u4e0d\u51c6\u786e\u7684\u98ce\u9669\u8bc4\u4f30\u3002\u901a\u8fc7\u5b9e\u65bd data lineage\uff0c\u7ec4\u7ec7\u53ef\u4ee5\u8ffd\u6eaf data \u7684\u8d77\u6e90\uff0c\u786e\u5b9a\u51fa\u73b0\u4e0d\u4e00\u81f4\u7684\u5730\u65b9\uff0c\u5e76\u786e\u4fdd data \u8f6c\u6362\u7b26\u5408\u8d28\u91cf\u6807\u51c6\u3002\u8fd9\u79cd\u900f\u660e\u5ea6\u6709\u52a9\u4e8e\u5728\u95ee\u9898\u5f71\u54cd\u6a21\u578b\u4e4b\u524d\u5bf9\u5176\u8fdb\u884c\u7ea0\u6b63\uff0c\u6700\u7ec8\u5b9e\u73b0\u66f4\u53ef\u9760\u3001\u66f4\u51c6\u786e\u7684\u9884\u6d4b\uff0c\u5e76\u7ef4\u62a4\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u6574\u4f53\u5b8c\u6574\u6027\u3002.<\/p>\n<\/div>

Data lineage \u53ef\u4ee5\u8be6\u7ec6\u67e5\u770b data \u7684\u5efa\u6a21\u8fc7\u7a0b\uff0c\u4ece\u800c\u589e\u5f3a\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u8c03\u8bd5\u3001\u6539\u8fdb\u548c\u53ef\u91cd\u590d\u6027\u3002\u5982\u679c\u4e00\u4e2a\u6a21\u578b\u4ea7\u751f\u4e86\u610f\u60f3\u4e0d\u5230\u7684\u7ed3\u679c\uff0cdata lineage \u53ef\u4ee5\u5e2e\u52a9\u8ffd\u8e2a data \u4ece\u6536\u96c6\u5230\u9884\u5904\u7406\u548c\u7279\u5f81\u5de5\u7a0b\u7684\u6240\u6709\u9636\u6bb5\u3002\u8fd9\u79cd\u53ef\u89c6\u6027\u4f7f data \u79d1\u5b66\u5bb6\u80fd\u591f\u8bc6\u522b\u53ef\u80fd\u51fa\u73b0\u95ee\u9898\u6216\u4e0d\u4e00\u81f4\u7684\u5730\u65b9\uff0c\u4fbf\u4e8e\u8fdb\u884c\u7cbe\u786e\u8c03\u8bd5\u548c\u6709\u9488\u5bf9\u6027\u7684\u6539\u8fdb\u3002\u6b64\u5916\uff0c\u201c\u9886\u57df\u9002\u5e94 \u201d\u662f\u4e00\u79cd\u91cd\u590d\u4f7f\u7528\u7b97\u6cd5\u7ec4\u4ef6\u7684\u5e38\u7528\u65b9\u6cd5\uff0c\u4ee5\u51cf\u5c11\u4ece\u5934\u5f00\u59cb\u6784\u5efa\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u6240\u9700\u7684\u65f6\u95f4\u548c\u8d44\u6e90\u3002Lineage \u5bf9\u4e8e\u5728\u4e0d\u540c\u8fed\u4ee3\u548c\u5b9e\u9a8c\u4e2d\u5b9e\u73b0\u8fd9\u79cd\u53ef\u91cd\u590d\u6027\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u4e3a\u7b97\u6cd5\u63d0\u4f9b\u4e86 data \u7684\u6587\u6863\u548c\u7528\u6cd5\u3002.<\/p>\n<\/div>

\u52a9\u529b\u4eba\u5de5\u667a\u80fd\u6210\u529f\uff1aArtefact \u548c Solidatus \u5982\u4f55\u4e3a\u91d1\u878d\u673a\u6784\u7684 Data \u7ba1\u7406\u5e26\u6765\u53d8\u9769<\/h2><\/div>

Artefact<\/a> \u548c \u56fa\u4f53 <\/a>\u662f\u5408\u4f5c\u4f19\u4f34\uff0c\u4ed6\u4eec\u4e00\u81f4\u8ba4\u4e3a\u6709\u6548\u7684 data \u7ba1\u7406\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u6210\u529f\u81f3\u5173\u91cd\u8981\u3002Artefact \u5728\u91d1\u878d\u670d\u52a1\u9886\u57df\u7684\u9886\u5bfc\u8005 Akhilesh Kale \u58f0\u79f0\uff1a\u201cdata \u7684\u8840\u7edf\u662f\u91d1\u878d\u673a\u6784\u4fe1\u4efb\u7684\u652f\u67f1\uff0c\u5728\u8fd9\u6837\u4e00\u4e2a\u7531\u76d1\u7ba1\u538b\u529b\u51b3\u5b9a\u7684\u9ad8\u5ea6\u590d\u6742\u7684\u73af\u5883\u4e2d\uff0cdata \u7684\u5b8c\u6574\u6027\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u79cd\u5bf9 data \u5b8c\u6574\u6027\u7684\u5f3a\u8c03\u662f Artefact \u5728 data \u548c\u4eba\u5de5\u667a\u80fd\u6267\u884c\u65b9\u9762\u7684\u4e13\u4e1a\u77e5\u8bc6\u5982\u4f55\u4e0e Solidatus \u7684\u7ed3\u6784\u5316\u73af\u5883\u76f8\u8f85\u76f8\u6210\u7684\u6838\u5fc3\u6240\u5728\uff0c\u540e\u8005\u6709\u52a9\u4e8e\u7ba1\u7406\u548c\u5b58\u50a8\u7c97\u7ebf\u6761\u6570\u636e\u3002\u4e24\u8005\u7684\u7ed3\u5408\u4f7f\u91d1\u878d\u673a\u6784\u80fd\u591f\u63d0\u9ad8\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u6e90 data \u7684\u900f\u660e\u5ea6\u3002\u6b63\u5982\u524d Cardano \u516c\u53f8\u7684 Phil Yeoman \u6240\u5f3a\u8c03\u7684\uff0c\u201d\u6709\u4e86 Solidatus\uff0c\u6211\u4eec\u7684 data \u8d44\u4ea7\u73b0\u5728\u5df2\u88ab\u6620\u5c04\u3001\u5efa\u6a21\u548c\u7f16\u76ee\u3002\u5728\u5355\u4e00\u89c6\u56fe\u4e2d\uff0c\u6211\u53ef\u4ee5\u5411\u4f01\u4e1a\u5c55\u793a\u4ed6\u4eec\u7684 data \u4f4d\u4e8e\u4f55\u5904\u3001\u5982\u4f55\u5728\u7cfb\u7edf\u548c\u5e94\u7528\u7a0b\u5e8f\u4e2d\u6d41\u52a8\u3001\u9002\u7528\u54ea\u4e9b data \u8d28\u91cf\u89c4\u5219\u4ee5\u53ca\u54ea\u4e9b data \u53d7 GDPR \u9650\u5236\u3002\u2019\u8fd9\u79cd\u5de5\u5177\u548c\u670d\u52a1\u7684\u65e0\u7f1d\u6574\u5408\u5f70\u663e\u4e86 data lineage \u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u53d8\u9769\u529b\u91cf\u3002\u5b83\u7b80\u5316\u4e86\u5408\u89c4\u5bfc\u822a\uff0c\u786e\u4fdd\u4e86\u4e00\u6d41\u7684 data \u8d28\u91cf\uff0c\u5e76\u901a\u8fc7\u8ffd\u8e2a data \u4ece\u539f\u4ea7\u5730\u5230\u76ee\u7684\u5730\u7684\u8fc7\u7a0b\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u51c6\u786e\u6027\u3002\u8fd9\u79cd\u53ef\u8ffd\u6eaf\u6027\u5bf9\u4e8e\u6ee1\u8db3 CCPA \u548c GLBA \u7b49\u76d1\u7ba1\u6807\u51c6\u975e\u5e38\u5b9d\u8d35\uff0c\u540c\u65f6\u8fd8\u6709\u52a9\u4e8e\u8bc6\u522b\u53ef\u80fd\u635f\u5bb3\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684 data \u4e0d\u4e00\u81f4\u6027\u3002\u6b64\u5916\u3001, data \u8840\u7edf<\/a> \u7b80\u5316\u8c03\u8bd5\uff0c\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\uff0c\u5e76\u786e\u4fdd\u7ed3\u679c\u7684\u4e00\u81f4\u6027\u548c\u53ef\u9760\u6027\u3002.<\/p>\n<\/div>

\u53c2\u8003\u8d44\u6599<\/h2><\/div>

(1) Prestianni, Timothy.\u201c\uff082024 \u5e74\uff09131 \u9879\u4eba\u5de5\u667a\u80fd\u7edf\u8ba1\u6570\u636e\u548c\u8d8b\u52bf\u201d\u3002\u56fd\u7acb\u5927\u5b66\uff0c2024 \u5e74 5 \u6708 30 \u65e5\u3002. https:\/\/www.nu.edu\/blog\/ai-statistics-trends\/<\/a>.<\/p>\n

(2) \u9a6c\u4fee-\u798f\u514b\u65af\uff1a\u300a\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u5851\u9020\u6d88\u8d39\u8005\u60c5\u7eea\u300b\uff0c\u300a\u798f\u5e03\u65af\u300b\uff0c2023 \u5e74 9 \u6708 22 \u65e5\u3001, https:\/\/www.forbes.com\/advisor\/business\/artificial-intelligence-consumer-sentiment\/<\/a>.<\/p>\n

(3) Campus Technology\uff0c\u201cReport\uff1a\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u53d7\u963b\u4e8e Data \u8d28\u91cf\u201d\uff0c2024 \u5e74 4 \u6708 10 \u65e5\u3001, https:\/\/campustechnology.com\/Articles\/2024\/04\/10\/Report-AI-Adoption-Hindered-by-Data-Quality.aspx#:~:text=Organizations%20Have%20Serious%20Concerns%20Around,and%20integration%20complexity%20(59%25)<\/a><\/p>\n<\/div><\/div><\/div><\/div><\/article><\/p>","protected":false},"excerpt":{"rendered":"

\u5728\u5f53\u4eca\u7684data-driven\u4e16\u754c\u4e2d\uff0c\u4e86\u89e3data\u7684\u6d41\u8f6c\u8def\u5f84\u2014\u2014\u4ece\u6e90\u5934\u5230\u6700\u7ec8\u76ee\u7684\u5730\u2014\u2014\u6bd4\u4ee5\u5f80\u4efb\u4f55\u65f6\u5019\u90fd\u66f4\u4e3a\u5173\u952e\u3002 \u8fd9\u79cd\u80fd\u529b\u88ab\u79f0\u4e3a\u201cdata\u8840\u7edf\u201d\uff0c\u5b83\u5168\u9762\u5c55\u793a\u4e86data\u5728\u7ec4\u7ec7\u4e2d\u7684\u6d41\u52a8\u8def\u5f84\uff0c\u8be6\u7ec6\u8bb0\u5f55\u4e86\u5176\u6cbf\u9014\u7684\u8f6c\u5316\u8fc7\u7a0b\u53ca\u4f9d\u8d56\u5173\u7cfb\u3002. <\/p>","protected":false},"featured_media":279902,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[2995,21930],"blog-language":[2991],"class_list":["post-277100","blog","type-blog","status-publish","has-post-thumbnail","hentry","blog-category-ai-technology","blog-category-finance","blog-language-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog\/277100","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/types\/blog"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media\/279902"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=277100"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-category?post=277100"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-language?post=277100"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}