{"id":14724,"date":"2022-03-24T07:44:19","date_gmt":"2022-03-24T07:44:19","guid":{"rendered":"https:\/\/appliedsmtdev.wpenginepowered.com\/pharmaceutical-blog\/the-data-scientist-conundrum-part-1\/"},"modified":"2026-03-22T21:59:02","modified_gmt":"2026-03-23T04:59:02","slug":"the-data-scientist-conundrum-part-1","status":"publish","type":"pharmaceutical-blog","link":"https:\/\/dev.appliedsmartfactory.com\/zh-hans\/pharmaceutical-blog\/ai-ml-zh-hans\/the-data-scientist-conundrum-part-1\/","title":{"rendered":"\u6570\u636e\u79d1\u5b66\u5bb6\u7684\u96be\u9898"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"14724\" class=\"elementor elementor-14724 elementor-13173\" data-elementor-post-type=\"pharmaceutical-blog\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-44a15240 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"44a15240\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6285be7e\" data-id=\"6285be7e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-763ca619 elementor-widget elementor-widget-text-editor\" data-id=\"763ca619\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u8981\u60f3\u6210\u4e3a\u4e00\u540d\u6570\u636e\u79d1\u5b66\u5bb6\uff0c\u4f60\u9700\u8981\u4e00\u6bb5\u91cd\u8981\u7684\u8de8\u5b66\u79d1\u65c5\u7a0b\uff1b\u9664\u4e86\u6570\u5b66\u3001\u7edf\u8ba1\u5b66\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\uff08\u4f8b\u5982\u7f16\u7a0b\u3001\u6570\u636e\u5e93\u7b49\uff09\u6240\u9700\u7684\u57f9\u8bad\u5916\uff0c\u8fd8\u9700\u8981\u5bf9\u5efa\u6a21\u7684\u7cfb\u7edf\u6709\u57fa\u672c\u7684\u4e86\u89e3\u3002 \u8981\u6210\u4e3a\u8be5\u9886\u57df\u7684\u4e13\u5bb6\uff0c\u9700\u8981\u591a\u5e74\u7684\u6b63\u89c4\u57f9\u8bad\u548c\u5728\u804c\u57f9\u8bad\u3002 \u6570\u636e\u79d1\u5b66\u5bb6\u5728\u5236\u9020\u4e1a\u7684\u751f\u4ea7\u7ebf\u4e0a\u88ab\u5927\u91cf\u96c7\u4f63\uff0c\u4ee5\u8bc6\u522b\u95ee\u9898\u8fdb\u800c\u63d0\u9ad8\u6574\u4f53\u7684\u751f\u4ea7\u6548\u7387\u3002 \u6b64\u8fc7\u7a0b\u7684\u7b2c\u4e00\u6b65\u662f\u4ece\u4f17\u591a\u4e0d\u540c\u6765\u6e90\u4e2d\u63d0\u53d6\u6570\u636e\uff0c\u5e76\u5c06\u5176\u8f6c\u6362\u4e3a\u66f4\u6613\u4e8e\u7406\u89e3\u7684\u683c\u5f0f\u4ee5\u8fdb\u884c\u5efa\u6a21\u3002 \u884c\u4e1a\u9886\u5bfc\u8005\u957f\u671f\u4ee5\u6765\u4e00\u76f4\u8ba4\u4e3a\uff0c\u6570\u636e\u4e89\u8bba\u975e\u5e38\u8017\u65f6\u4e14\u975e\u7ed3\u6784\u5316\uff0c\u65e0\u6cd5\u6ee1\u8db3\u6574\u4e2a\u5236\u9020\u4e1a\u4e2d\u6765\u81ea\u5ba2\u6237\u7684\u8bb8\u591a\u8d28\u91cf\u9700\u6c42<sup>[1],[2]<\/sup>\u3002<\/p><p>\u4e3a\u4e86\u51cf\u8f7b\u6570\u636e\u79d1\u5b66\u5bb6\u8eab\u4e0a\u7684\u6570\u636e\u4e89\u8bba\u8d1f\u62c5\uff0c\u6211\u4eec\u63a8\u51fa\u4e86 SmartFactory Rx<sup>\u2122<\/sup> \u6570\u5b57\u5e73\u53f0\uff0c\u8be5\u5e73\u53f0\u901a\u8fc7\u63d0\u4f9b\u6613\u4e8e\u4f7f\u7528\u3001\u9ad8\u5ea6\u53ef\u914d\u7f6e\u7684\u6700\u5c0f\u4ee3\u7801\u73af\u5883\u4ee5\u53ca\u4e0e\u8bb8\u591a\u5e38\u89c1\u6570\u636e\u6e90\uff08\u5305\u62ec\u6587\u672c\u6587\u4ef6\uff09\u7684\u5df2\u5efa\u7acb\u8fde\u63a5\u5668\u6765\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\u3002 \u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u51cf\u8f7b\u4e86\u63d0\u53d6\u3001\u4f20\u8f93\u3001\u8bb0\u5f55\uff08ETL\uff09\u548c\u6570\u636e\u8bed\u5883\u5316\u7684\u5de5\u4f5c\uff0c\u56e0\u6b64\u6570\u636e\u79d1\u5b66\u5bb6\u53ef\u4ee5\u66f4\u6709\u6548\u5730\u5229\u7528\u65f6\u95f4\u6765\u76d1\u63a7\u548c\u83b7\u53d6\u6d1e\u5bdf\uff0c\u5e76\u4f18\u5316\u4ed6\u4eec\u8d1f\u8d23\u7684\u6d41\u7a0b\u3002<\/p><p>ETL\u548c\u8bed\u5883\u5316\u7684\u521d\u59cb\u9636\u6bb5\u53ea\u662f\u6570\u636e\u79d1\u5b66\u5bb6\u5de5\u4f5c\u4e2d\u627f\u62c5\u7684\u51b0\u5c71\u4e00\u89d2\u3002 \u6570\u636e\u79d1\u5b66\u5bb6\u5728\u5f53\u4eca\u8bb8\u591a\u751f\u4ea7\u7ebf\u8bbe\u7f6e\u4e2d\u9762\u4e34\u7684\u5176\u4ed6\u6311\u6218\u901a\u5e38\u5982\u4e0b\uff1a\u4f7f\u7528\u591a\u4e2a\u8f6f\u4ef6\u5305\u8fdb\u884c\u6570\u636e\u6536\u96c6\u548c\u5206\u6790\uff08\u53d6\u51b3\u4e8e\u6570\u636e\u6e90\uff09\u5e76\u89e3\u51b3\u5404\u79cd\u8fde\u63a5\u548c\u96c6\u6210\u6311\u6218\u3002 \uff08\u56fe1A\uff09\u3002 \u8fd9\u4e9b\u6311\u6218\u5bfc\u81f4\u6570\u636e\u79d1\u5b66\u5bb6\u4f9d\u8d56\u4e8eIT\u6280\u672f\u63d0\u4f9b\u652f\u6301\uff0c\u5e76\u524a\u5f31\u4e86\u6570\u636e\u79d1\u5b66\u5bb6\u4ece\u6570\u636e\u4e2d\u5feb\u901f\u63d0\u53d6\u8865\u5145\u4ef7\u503c\u7684\u80fd\u529b\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-659c6a56 elementor-widget elementor-widget-text-editor\" data-id=\"659c6a56\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u56e0\u6b64\uff0c\u83b7\u5f97\u9ad8\u5ea6\u96c6\u6210\u7684\u8f6f\u4ef6\u89e3\u51b3\u65b9\u6848\uff0c\u5982 SmartFactory Rx \u81ea\u52a8\u5316\u6570\u5b57\u5e73\u53f0\uff0c\u4f7f\u5236\u9020\u5546\u80fd\u591f\u8fde\u63a5\u6570\u636e\u5b64\u5c9b\u5e76\u63d0\u9ad8\u6570\u636e\u79d1\u5b66\u5bb6\uff08\u56fe 1B\uff09\u5feb\u901f\u638c\u63e1\u6709\u4ef7\u503c\u7684\u6570\u636e\u6d1e\u5bdf\u7684\u80fd\u529b\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39282040 elementor-widget elementor-widget-image\" data-id=\"39282040\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/dev.appliedsmartfactory.com\/wp-content\/uploads\/2022\/03\/fig1a.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Figure 1A\" data-elementor-lightbox-description=\"Figure 1A: Common practice in industry: MES = Management Exc. System, PI = Process Information, BAS = Building Automation system, LIMS = Lab Information Management System\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6OTY5MSwidXJsIjoiaHR0cHM6XC9cL2Rldi5hcHBsaWVkc21hcnRmYWN0b3J5LmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyMlwvMDNcL2ZpZzFhLmpwZyJ9\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1400\" height=\"998\" src=\"https:\/\/dev.appliedsmartfactory.com\/wp-content\/uploads\/2022\/03\/fig1a.jpg\" class=\"attachment-full size-full wp-image-9691\" alt=\"Figure 1A\" srcset=\"https:\/\/dev.appliedsmartfactory.com\/wp-content\/uploads\/2022\/03\/fig1a.jpg 1400w, https:\/\/dev.appliedsmartfactory.com\/wp-content\/uploads\/2022\/03\/fig1a-300x214.jpg 300w, https:\/\/dev.appliedsmartfactory.com\/wp-content\/uploads\/2022\/03\/fig1a-1024x730.jpg 1024w, https:\/\/dev.appliedsmartfactory.com\/wp-content\/uploads\/2022\/03\/fig1a-768x547.jpg 768w\" sizes=\"(max-width: 1400px) 100vw, 1400px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">\u56fe1A\uff1a\u884c\u4e1a\u5e38\u89c1\u505a\u6cd5\uff1aMES = Management Exc. System, PI = Process Information, BAS = Building Automation system, LIMS = Lab Information Management System<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7be611d8 elementor-widget elementor-widget-image\" data-id=\"7be611d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/dev.appliedsmartfactory.com\/wp-content\/uploads\/2022\/03\/fig1b.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Figure 1B\" data-elementor-lightbox-description=\"SmartFactory Rx enables one stop shop for data scientists to quickly move up the data pyramid to more advanced analytics. Our SMEs services provides best in class experience.\n\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6OTY5MywidXJsIjoiaHR0cHM6XC9cL2Rldi5hcHBsaWVkc21hcnRmYWN0b3J5LmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyMlwvMDNcL2ZpZzFiLmpwZyJ9\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1400\" height=\"953\" src=\"https:\/\/dev.appliedsmartfactory.com\/wp-content\/uploads\/2022\/03\/fig1b.jpg\" class=\"attachment-full size-full wp-image-9693\" alt=\"Figure 1B\" srcset=\"https:\/\/dev.appliedsmartfactory.com\/wp-content\/uploads\/2022\/03\/fig1b.jpg 1400w, https:\/\/dev.appliedsmartfactory.com\/wp-content\/uploads\/2022\/03\/fig1b-300x204.jpg 300w, https:\/\/dev.appliedsmartfactory.com\/wp-content\/uploads\/2022\/03\/fig1b-1024x697.jpg 1024w, https:\/\/dev.appliedsmartfactory.com\/wp-content\/uploads\/2022\/03\/fig1b-768x523.jpg 768w\" sizes=\"(max-width: 1400px) 100vw, 1400px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">\u56fe1B\uff1aSmartFactory Rx\u4e3a\u6570\u636e\u79d1\u5b66\u5bb6\u63d0\u4f9b\u4e00\u7ad9\u5f0f\u670d\u52a1\uff0c\u4ee5\u5feb\u901f\u5c06\u6570\u636e\u91d1\u5b57\u5854\u63d0\u5347\u5230\u66f4\u9ad8\u7ea7\u7684\u5206\u6790\u3002 \u6211\u4eec\u7684SME\u670d\u52a1\u4e3a\u5ba2\u6237\u63d0\u4f9b\u4e00\u6d41\u4f53\u9a8c\u3002 <\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87fdb27 elementor-widget elementor-widget-text-editor\" data-id=\"87fdb27\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u5f15\u7528<\/strong><\/p><p>[1] <a class=\"link-color\" href=\"https:\/\/www.anaconda.com\/state-of-data-science-2021\" target=\"_blank\" rel=\"noopener\"> Anaconda 2021 State of Data Science Survey<br \/><\/a><\/p><p>[2] <a class=\"link-color\" href=\"https:\/\/www.datanami.com\/2020\/07\/06\/data-prep-still-dominates-data-scientists-time-survey-finds\/\" target=\"_blank\" rel=\"noopener\">Alex Woodie, Datanami 2020 &#8211; Data Prep Still Dominates Data Scientists\u2019 Time, Survey Finds<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-7c35674 blog-btn-wrapper elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7c35674\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-be893d4\" data-id=\"be893d4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-1f03775\" data-id=\"1f03775\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e2db9ca elementor-button-info elementor-align-right elementor-widget elementor-widget-button\" data-id=\"e2db9ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/blog\/the-data-scientist-conundrum-part-2\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-right\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Part 2: Data exploration <\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-556c0ade elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"556c0ade\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-68168f04\" data-id=\"68168f04\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1ed5a434 elementor-widget elementor-widget-text-editor\" data-id=\"1ed5a434\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 style=\"margin: 10px;\">\u4e86\u89e3\u66f4\u591a\u6211\u4eec\u4e3a\u5236\u836f\u6570\u636e\u79d1\u5b66\u5bb6\u63d0\u4f9b\u7684\u89e3\u51b3\u65b9\u6848<\/h3>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7075e3a9 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"7075e3a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/zh-hans\/connect\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span 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