{"id":28728,"date":"2022-07-04T10:52:17","date_gmt":"2022-07-04T03:52:17","guid":{"rendered":"https:\/\/nois.vn\/?page_id=28728"},"modified":"2024-09-16T14:47:57","modified_gmt":"2024-09-16T07:47:57","slug":"build-organize-and-manage-data-teams-data-management-for-your-business","status":"publish","type":"post","link":"https:\/\/nois.vn\/vi\/build-organize-and-manage-data-teams-data-management-for-your-business\/","title":{"rendered":"Th\u00e0nh l\u1eadp, t\u1ed5 ch\u1ee9c, v\u00e0 qu\u1ea3n l\u00fd data team, Qu\u1ea3n l\u00fd data cho doanh nghi\u1ec7p c\u1ee7a b\u1ea1n \u00a0"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"28728\" class=\"elementor elementor-28728\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-533da1ba ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"533da1ba\" 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-65fa0019 ot-flex-column-vertical\" data-id=\"65fa0019\" 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-50c74f18 elementor-widget elementor-widget-text-editor\" data-id=\"50c74f18\" 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\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-65ae4d8 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"65ae4d8\" 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-6ead130 ot-flex-column-vertical\" data-id=\"6ead130\" 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-e04a488 elementor-widget elementor-widget-spacer\" data-id=\"e04a488\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-59cd894 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"59cd894\" 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-bfdeea6 ot-flex-column-vertical\" data-id=\"bfdeea6\" 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-ce01245 elementor-widget elementor-widget-heading\" data-id=\"ce01245\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Key positions in a data analytics team\u202f <\/h2>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-167f3de ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"167f3de\" 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-6d6365c ot-flex-column-vertical\" data-id=\"6d6365c\" 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-f5b6f90 elementor-widget elementor-widget-spacer\" data-id=\"f5b6f90\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f266d0d ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f266d0d\" 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-top-column elementor-element elementor-element-7fbc8f0 ot-flex-column-vertical\" data-id=\"7fbc8f0\" 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-7989b8d elementor-widget elementor-widget-text-editor\" data-id=\"7989b8d\" 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><span class=\"TextRun SCXW57983171 BCX2\" lang=\"EN-US\" style=\"color: #008080;\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW57983171 BCX2\" data-ccp-parastyle=\"P68B1DB1-Normal3\" data-ccp-parastyle-defn=\"{&quot;ObjectId&quot;:&quot;25ea124c-3157-4733-a775-9d7396595be5|136&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;P68B1DB1-Normal3&quot;,201340122,&quot;2&quot;,134233614,&quot;true&quot;,469778129,&quot;P68B1DB1-Normal3&quot;,335572020,&quot;1&quot;,469777841,&quot;Arial&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Times New Roman&quot;,469777844,&quot;Arial&quot;,469769226,&quot;Arial,Times New Roman&quot;,335551500,&quot;0&quot;,268442635,&quot;24&quot;,335559740,&quot;259&quot;,201341983,&quot;0&quot;,335559739,&quot;160&quot;,469778324,&quot;Normal&quot;]}\">Although the team structure depends on the size of an organization and how that organization uses data, most data pools include three key roles: data scientist, data engineer, and data analyst. Other advanced positions, such as management, may also be re<\/span><span class=\"NormalTextRun SCXW57983171 BCX2\" data-ccp-parastyle=\"P68B1DB1-Normal3\">levant. Here&#8217;s a look at these important roles.<\/span><\/span><\/p>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f72df8a ot-flex-column-vertical\" data-id=\"f72df8a\" 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-8d60845 elementor-align-center elementor-widget elementor-widget-lottie\" data-id=\"8d60845\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;source&quot;:&quot;external_url&quot;,&quot;source_external_url&quot;:{&quot;url&quot;:&quot;https:\\\/\\\/assets4.lottiefiles.com\\\/packages\\\/lf20_49rdyysj.json&quot;,&quot;is_external&quot;:&quot;&quot;,&quot;nofollow&quot;:&quot;&quot;,&quot;custom_attributes&quot;:&quot;&quot;},&quot;loop&quot;:&quot;yes&quot;,&quot;link_to&quot;:&quot;none&quot;,&quot;trigger&quot;:&quot;arriving_to_viewport&quot;,&quot;viewport&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;play_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:1,&quot;sizes&quot;:[]},&quot;start_point&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]},&quot;end_point&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:100,&quot;sizes&quot;:[]},&quot;renderer&quot;:&quot;svg&quot;}\" data-widget_type=\"lottie.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"e-lottie__container\"><div class=\"e-lottie__animation\"><\/div><\/div>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e4e7722 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e4e7722\" 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-24ea984 ot-flex-column-vertical\" data-id=\"24ea984\" 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-e442afc elementor-widget elementor-widget-spacer\" data-id=\"e442afc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-11c22b4 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"11c22b4\" 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-49b51be ot-flex-column-vertical\" data-id=\"49b51be\" 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-a128131 elementor-widget elementor-widget-heading\" data-id=\"a128131\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">    Data Science <\/h3>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8f03659 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8f03659\" 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-3f46f51 ot-flex-column-vertical\" data-id=\"3f46f51\" 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-d061416 elementor-widget elementor-widget-spacer\" data-id=\"d061416\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4bd6f3e ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4bd6f3e\" 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-4103151 ot-flex-column-vertical\" data-id=\"4103151\" 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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-3a0e5e3 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3a0e5e3\" 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-0a18846 ot-flex-column-vertical\" data-id=\"0a18846\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-e35f3e5 elementor-widget elementor-widget-text-editor\" data-id=\"e35f3e5\" 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><span style=\"color: #008080;\">Data scientists play a necessary role in the analysis team. These experts leverage advanced mathematical, programming, and instrumental tools (such as statistical modeling, machine learning, and artificial intelligence) to perform large-scale analysis.\u00a0<\/span><\/p>\n<p><span style=\"color: #008080;\">Although their roles and responsibilities vary across organizations, data scientists often do work designed to inform and shape data projects. For example, they can identify challenges that can be addressed with a data project or data source to collect for future use. Much of their time is spent designing algorithms and models for data mining and organization.\u00a0<\/span><\/p>\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-63ab1e3 ot-flex-column-vertical\" data-id=\"63ab1e3\" 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-6113e4c elementor-widget elementor-widget-image\" data-id=\"6113e4c\" 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<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/5015452-1024x683.jpg\" class=\"attachment-large size-large wp-image-28216\" alt=\"Data collection. Soure: nois.vn\" srcset=\"https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/5015452-1024x683.jpg 1024w, https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/5015452-300x200.jpg 300w, https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/5015452-768x512.jpg 768w, https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/5015452-18x12.jpg 18w, https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/5015452-720x480.jpg 720w, https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/5015452.jpg 1440w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Power Bi. Souce: nois.vn<\/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\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-282a4f3 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"282a4f3\" 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-e03b51c ot-flex-column-vertical\" data-id=\"e03b51c\" 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-fbb6d86 elementor-widget elementor-widget-spacer\" data-id=\"fbb6d86\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0be2e02 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0be2e02\" 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-bf5d0d4 ot-flex-column-vertical\" data-id=\"bf5d0d4\" 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-8928a64 elementor-widget elementor-widget-heading\" data-id=\"8928a64\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">    Data Engineer <\/h3>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-905a93e ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"905a93e\" 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-283199f ot-flex-column-vertical\" data-id=\"283199f\" 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-5ecb3e4 elementor-widget elementor-widget-spacer\" data-id=\"5ecb3e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bac0e31 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bac0e31\" 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-7a82de2 ot-flex-column-vertical\" data-id=\"7a82de2\" 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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-de49ce1 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"de49ce1\" 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-25c4653 ot-flex-column-vertical\" data-id=\"25c4653\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-66ca306 elementor-widget elementor-widget-text-editor\" data-id=\"66ca306\" 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><span style=\"color: #008080;\">Data engineers are responsible for designing, building and maintaining datasets that can be leveraged in data projects. As such, they work closely with both data scientists and data analysts.\u00a0<\/span><\/p>\n<p><span style=\"color: #008080;\">The majority of data engineers perform work related to the preparation of the infrastructure and ecosystem on which the data team and the business rely. For example, data engineers collect and integrate data from a variety of sources, build a data platform for use by other members of the <a href=\"https:\/\/nois.vn\/data-analytics-machine-learning-ai\/\" target=\"_blank\" rel=\"noopener\">data team<\/a>, and optimize and maintain the data warehouse.\u00a0<\/span><\/p>\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-55e2042 ot-flex-column-vertical\" data-id=\"55e2042\" 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-e327294 elementor-widget elementor-widget-image\" data-id=\"e327294\" 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<img decoding=\"async\" width=\"1024\" height=\"512\" src=\"https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/28879-1024x512.jpg\" class=\"attachment-large size-large wp-image-28265\" alt=\"\" srcset=\"https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/28879-1024x512.jpg 1024w, https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/28879-300x150.jpg 300w, https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/28879-768x384.jpg 768w, https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/28879-18x9.jpg 18w, https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/28879-720x360.jpg 720w, https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/28879.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">data team. Soure: nois.vn<\/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\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-1d19983 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1d19983\" 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-6f3577e ot-flex-column-vertical\" data-id=\"6f3577e\" 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-7fdbe72 elementor-widget elementor-widget-spacer\" data-id=\"7fdbe72\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0cb39c1 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0cb39c1\" 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-1d389e7 ot-flex-column-vertical\" data-id=\"1d389e7\" 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-fb7c250 elementor-widget elementor-widget-heading\" data-id=\"fb7c250\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">    Data Analyst <\/h3>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ecaa1eb ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ecaa1eb\" 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-847c675 ot-flex-column-vertical\" data-id=\"847c675\" 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-1afe687 elementor-widget elementor-widget-spacer\" data-id=\"1afe687\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5955659 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5955659\" 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-51c3bc9 ot-flex-column-vertical\" data-id=\"51c3bc9\" 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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-abc4e2e ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"abc4e2e\" 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-b4b4f97 ot-column-items-center ot-flex-column-vertical\" data-id=\"b4b4f97\" 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-b49b080 elementor-widget elementor-widget-text-editor\" data-id=\"b49b080\" 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><span style=\"color: #008080;\">Data analysts use data to perform direct reports and analyses. While scientists and data engineers often interact with data in a raw or unrefined state, analysts work with data that has been cleaned up and converted into a more user-friendly format.\u00a0<\/span><\/p>\n<p><span style=\"color: #008080;\">Depending on the problem they are trying to solve, the types of analysis may be descriptive, diagnostic, predictive, or prescriptive. Data analysts are often responsible for maintaining digital interface pages (dashboards), generating reports, visualizing data, and using the data to forecast or navigate business activities.\u00a0<\/span><\/p>\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-42100c6 ot-flex-column-vertical\" data-id=\"42100c6\" 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-de738ef elementor-widget elementor-widget-image\" data-id=\"de738ef\" 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<img decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/3964964-1024x1024.jpg\" class=\"attachment-large size-large wp-image-28450\" alt=\"Data collection. Soure: nois.vn\" srcset=\"https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/3964964-1024x1024.jpg 1024w, https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/3964964-300x300.jpg 300w, https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/3964964-150x150.jpg 150w, https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/3964964-768x768.jpg 768w, https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/3964964-12x12.jpg 12w, https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/3964964-720x720.jpg 720w, https:\/\/nois.vn\/wp-content\/uploads\/2022\/05\/3964964.jpg 1440w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">data team. Soure: nois.vn<\/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\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-aa2774f ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"aa2774f\" 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-9907b99 ot-flex-column-vertical\" data-id=\"9907b99\" 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-480e62e elementor-widget elementor-widget-spacer\" data-id=\"480e62e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d5e76d5 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d5e76d5\" 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-dd12b16 ot-flex-column-vertical\" data-id=\"dd12b16\" 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-5dcae60 elementor-widget elementor-widget-heading\" data-id=\"5dcae60\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">    Additional positions  <\/h3>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-32379e6 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"32379e6\" 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-afb95ec ot-flex-column-vertical\" data-id=\"afb95ec\" 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-a75e19d elementor-widget elementor-widget-spacer\" data-id=\"a75e19d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5fc28fa ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5fc28fa\" 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-8c08407 ot-flex-column-vertical\" data-id=\"8c08407\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-b85f119 elementor-widget elementor-widget-text-editor\" data-id=\"b85f119\" 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><span class=\"TextRun SCXW126607594 BCX2\" lang=\"EN-US\" style=\"color: #008080;\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW126607594 BCX2\" data-ccp-parastyle=\"P68B1DB1-Normal3\" data-ccp-parastyle-defn=\"{&quot;ObjectId&quot;:&quot;25ea124c-3157-4733-a775-9d7396595be5|136&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;P68B1DB1-Normal3&quot;,201340122,&quot;2&quot;,134233614,&quot;true&quot;,469778129,&quot;P68B1DB1-Normal3&quot;,335572020,&quot;1&quot;,469777841,&quot;Arial&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Times New Roman&quot;,469777844,&quot;Arial&quot;,469769226,&quot;Arial,Times New Roman&quot;,335551500,&quot;0&quot;,268442635,&quot;24&quot;,335559740,&quot;259&quot;,201341983,&quot;0&quot;,335559739,&quot;160&quot;,469778324,&quot;Normal&quot;]}\">In addition to the job titles above, data groups often include management or leadership positions, especially in larger organizations. These positions include data manager, <\/span><span class=\"NormalTextRun SCXW126607594 BCX2\" data-ccp-parastyle=\"P68B1DB1-Normal3\">data executive and data director.<\/span><\/span><\/p>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-348e4e6 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"348e4e6\" 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-37fafb4 ot-flex-column-vertical\" data-id=\"37fafb4\" 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-c14da80 elementor-widget elementor-widget-spacer\" data-id=\"c14da80\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4ba27ce ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4ba27ce\" 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-a1e003a ot-flex-column-vertical\" data-id=\"a1e003a\" 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-e77ab86 elementor-widget elementor-widget-heading\" data-id=\"e77ab86\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">If you are not eligible to have A data team, how can you build data culture in your organization? <\/h2>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a55e180 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a55e180\" 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-ed7cba5 ot-flex-column-vertical\" data-id=\"ed7cba5\" 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-9d66b8a elementor-widget elementor-widget-spacer\" data-id=\"9d66b8a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-92268ab ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"92268ab\" 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-top-column elementor-element elementor-element-80f8767 ot-flex-column-vertical\" data-id=\"80f8767\" 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-5bc7c35 elementor-widget elementor-widget-text-editor\" data-id=\"5bc7c35\" 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><span style=\"color: #008080;\">Having a dedicated team in charge of data for the organization brings many benefits; however, to build a data team that includes these positions or become a data-driven company is not simple. When resources and conditions are not allowed, enterprises can still build a data culture based on the following choices.\u00a0\u00a0<\/span><\/p>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-464c3b6 ot-flex-column-vertical\" data-id=\"464c3b6\" 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-761354e elementor-align-center elementor-widget elementor-widget-lottie\" data-id=\"761354e\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;source&quot;:&quot;external_url&quot;,&quot;source_external_url&quot;:{&quot;url&quot;:&quot;https:\\\/\\\/assets9.lottiefiles.com\\\/packages\\\/lf20_qufi1zre.json&quot;,&quot;is_external&quot;:&quot;&quot;,&quot;nofollow&quot;:&quot;&quot;,&quot;custom_attributes&quot;:&quot;&quot;},&quot;loop&quot;:&quot;yes&quot;,&quot;link_to&quot;:&quot;none&quot;,&quot;trigger&quot;:&quot;arriving_to_viewport&quot;,&quot;viewport&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;play_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:1,&quot;sizes&quot;:[]},&quot;start_point&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]},&quot;end_point&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:100,&quot;sizes&quot;:[]},&quot;renderer&quot;:&quot;svg&quot;}\" data-widget_type=\"lottie.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"e-lottie__container\"><div class=\"e-lottie__animation\"><\/div><\/div>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-40c316a ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"40c316a\" 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-406b234 ot-flex-column-vertical\" data-id=\"406b234\" 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-8ced98e elementor-widget elementor-widget-spacer\" data-id=\"8ced98e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cc349e4 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cc349e4\" 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-583d542 ot-flex-column-vertical\" data-id=\"583d542\" 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-328e997 elementor-widget elementor-widget-heading\" data-id=\"328e997\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">    Use or purchase tools for BI analysis <\/h3>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2e9967d ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2e9967d\" 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-bd8e8b6 ot-flex-column-vertical\" data-id=\"bd8e8b6\" 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-ee779ad elementor-widget elementor-widget-spacer\" data-id=\"ee779ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d26ead2 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d26ead2\" 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-top-column elementor-element elementor-element-4d0d966 ot-flex-column-vertical\" data-id=\"4d0d966\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-69991db elementor-widget elementor-widget-text-editor\" data-id=\"69991db\" 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<ul>\n<li data-leveltext=\"-\" data-font=\"Times New Roman\" data-listid=\"12\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Times New Roman&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;-&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span style=\"color: #008080;\">Excel, spreadsheets: easy to use, quick to set up, and easy to share with people; however, operations must be done manually; and with a very limited number of lines, which do not handle large data sets, it is difficult to see the change of data and often will not have a homogeneous source of information.\u00a0\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"-\" data-font=\"Times New Roman\" data-listid=\"12\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Times New Roman&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;-&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span style=\"color: #008080;\">Self-service Business Intelligence tools (tools and software that allow businesses to complete their own processes of data collection, filtering, comparison, visualization and analysis):\u00a0 helping businesses to process the data they need without specialized knowledge such as Python, R, SQL,&#8230; All the necessary features for a &#8220;data life cycle&#8221; can be implemented using self-service tools without a data team.\u00a0\u00a0<\/span><\/li>\n<\/ul>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-9313ce2 ot-flex-column-vertical\" data-id=\"9313ce2\" 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-161ec90 elementor-widget elementor-widget-image\" data-id=\"161ec90\" 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<img loading=\"lazy\" decoding=\"async\" width=\"588\" height=\"392\" src=\"https:\/\/cdn.nois.vn\/wp-content\/2023\/07\/Image-SO-3.png\" class=\"attachment-large size-large wp-image-34655\" alt=\"c\u00f4ng nh\u00e2n ki\u1ec3m tra th\u00f4ng tin kho h\u00e0ng\" srcset=\"https:\/\/cdn.nois.vn\/wp-content\/2023\/07\/Image-SO-3.png 588w, https:\/\/cdn.nois.vn\/wp-content\/2023\/07\/Image-SO-3-300x200.png 300w, https:\/\/cdn.nois.vn\/wp-content\/2023\/07\/Image-SO-3-18x12.png 18w\" sizes=\"(max-width: 588px) 100vw, 588px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/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\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-5937c33 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5937c33\" 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-4233c55 ot-flex-column-vertical\" data-id=\"4233c55\" 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-4205b09 elementor-widget elementor-widget-spacer\" data-id=\"4205b09\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4d04376 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4d04376\" 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-e8c5afd ot-flex-column-vertical\" data-id=\"e8c5afd\" 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-dba79f5 elementor-widget elementor-widget-heading\" data-id=\"dba79f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">    Choosing to cooperate with a third-party data service provider with technical expertise  <\/h3>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cafaa26 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cafaa26\" 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-9ab2a7e ot-flex-column-vertical\" data-id=\"9ab2a7e\" 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-18bcc85 elementor-widget elementor-widget-spacer\" data-id=\"18bcc85\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-63d0541 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"63d0541\" 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-77ccf5a ot-flex-column-vertical\" data-id=\"77ccf5a\" 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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-5bab113 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5bab113\" 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-5d3715c ot-column-items-center ot-flex-column-vertical\" data-id=\"5d3715c\" 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-c169414 elementor-widget elementor-widget-text-editor\" data-id=\"c169414\" 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><span style=\"color: #008080;\">Although there are tools available, a lot of businesses still do not know where to start or they need quick solutions, partnering with a third-party company with technical expertise is an option worth considering. Highly specialized data companies can help businesses build or personalize an automated data collection, data processing, and reporting system that helps them make reliable data-driven decisions and save time and labor.\u00a0\u00a0<\/span><\/p>\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-280fb71 ot-flex-column-vertical\" data-id=\"280fb71\" 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-3a65f5c elementor-widget elementor-widget-image\" data-id=\"3a65f5c\" 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<img loading=\"lazy\" decoding=\"async\" width=\"665\" height=\"493\" src=\"https:\/\/cdn.nois.vn\/wp-content\/2022\/07\/2.jpg\" class=\"attachment-large size-large wp-image-35075\" alt=\"\" srcset=\"https:\/\/cdn.nois.vn\/wp-content\/2022\/07\/2.jpg 665w, https:\/\/cdn.nois.vn\/wp-content\/2022\/07\/2-300x222.jpg 300w, https:\/\/cdn.nois.vn\/wp-content\/2022\/07\/2-16x12.jpg 16w\" sizes=\"(max-width: 665px) 100vw, 665px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/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\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-bb57bc4 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bb57bc4\" 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-5c60009 ot-flex-column-vertical\" data-id=\"5c60009\" 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-cf56a26 elementor-widget elementor-widget-spacer\" data-id=\"cf56a26\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b89198f ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b89198f\" 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-21c568b ot-flex-column-vertical\" data-id=\"21c568b\" 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-3538d87 elementor-widget elementor-widget-heading\" data-id=\"3538d87\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Value of the data group <\/h2>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-45de7ca ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"45de7ca\" 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-4c9b8dd ot-flex-column-vertical\" data-id=\"4c9b8dd\" 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-cf4c4dc elementor-widget elementor-widget-spacer\" data-id=\"cf4c4dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-98e1989 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"98e1989\" 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-a7d036c ot-flex-column-vertical\" data-id=\"a7d036c\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-46d3417 elementor-widget elementor-widget-text-editor\" data-id=\"46d3417\" 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><span style=\"color: #008080;\">For organizations pursuing <a href=\"https:\/\/nois.vn\/build-organize-and-manage-data-teams-data-management-for-your-business\/#ftoc-heading-5\" target=\"_blank\" rel=\"noopener\">data-driven<\/a> decision making, a high-skilled data pool is essential. Key positions include data scientists, data engineers, data analysts, and management and leadership roles. If your business is in the process of building an organization&#8217;s data group or intends to partner with a third-party data service provider, understand the roles and professional responsibilities of positions needed in a data team is key to achieve the best results.\u00a0<\/span><\/p>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8f1a155 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8f1a155\" 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-4037d2a ot-flex-column-vertical\" data-id=\"4037d2a\" 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-f8df5c2 elementor-widget elementor-widget-spacer\" data-id=\"f8df5c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1057926 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1057926\" 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-bf28d0f ot-flex-column-vertical\" data-id=\"bf28d0f\" 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-5a2ab1a elementor-widget elementor-widget-otsocialshare\" data-id=\"5a2ab1a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"otsocialshare.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"otf-social-share clearfix shape-solid\"><a class=\"share-facebook\" href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fnois.vn%2Fvi%2Fbuild-organize-and-manage-data-teams-data-management-for-your-business%2F\" target=\"_blank\"><i class=\"fab fa-facebook-f\"><\/i><\/a><a class=\"share-twitter\" href=\"https:\/\/twitter.com\/intent\/tweet?text=Build%2C+organize%2C+and+manage+data+teams%2C+Data+management+for+your+business+%C2%A0&amp;url=https%3A%2F%2Fnois.vn%2Fvi%2Fbuild-organize-and-manage-data-teams-data-management-for-your-business%2F&amp;via=New Ocean IS\" target=\"_blank\"><i class=\"fab fa-twitter\"><\/i><\/a><a class=\"share-pinterest\" href=\"https:\/\/pinterest.com\/pin\/create\/button\/?url=https%3A%2F%2Fnois.vn%2Fvi%2Fbuild-organize-and-manage-data-teams-data-management-for-your-business%2F&amp;media=https:\/\/cdn.nois.vn\/wp-content\/2022\/07\/1-641c0c2584cca-1.png&amp;description=Build%2C+organize%2C+and+manage+data+teams%2C+Data+management+for+your+business+%C2%A0\" data-pin-custom=\"true\" target=\"_blank\"><i class=\"fab fa-pinterest-p\"><\/i><\/a><a class=\"share-linkedin\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&url=https%3A%2F%2Fnois.vn%2Fvi%2Fbuild-organize-and-manage-data-teams-data-management-for-your-business%2F&amp;title=Build%2C+organize%2C+and+manage+data+teams%2C+Data+management+for+your+business+%C2%A0\" target=\"_blank\"><i class=\"fab fa-linkedin-in\"><\/i><\/a><\/div>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-38bf266 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"38bf266\" 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-4fd537a ot-flex-column-vertical\" data-id=\"4fd537a\" 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-12e5f13 elementor-widget elementor-widget-spacer\" data-id=\"12e5f13\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f1437b9 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f1437b9\" 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-67e7b32 ot-flex-column-vertical\" data-id=\"67e7b32\" 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-742548b elementor-widget elementor-widget-toggle\" data-id=\"742548b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1211\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1211\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Key positions in a data analytics team\u202f <\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1211\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1211\"><ol>\n<li data-leveltext=\"%1.\" data-font=\"Calibri\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:1800,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Data Science<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"%1.\" data-font=\"Calibri\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:1800,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"none\"><span data-ccp-parastyle=\"P68B1DB1-ListParagraph6\" data-ccp-parastyle-defn=\"{&quot;ObjectId&quot;:&quot;25ea124c-3157-4733-a775-9d7396595be5|139&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;P68B1DB1-ListParagraph6&quot;,201340122,&quot;2&quot;,134233614,&quot;true&quot;,469778129,&quot;P68B1DB1-ListParagraph6&quot;,335572020,&quot;1&quot;,134224900,&quot;true&quot;,469777841,&quot;Arial&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Times New Roman&quot;,469777844,&quot;Arial&quot;,469769226,&quot;Arial,Times New Roman&quot;,335551500,&quot;0&quot;,268442635,&quot;24&quot;,335559685,&quot;720&quot;,335559740,&quot;259&quot;,201341983,&quot;0&quot;,335559739,&quot;160&quot;,134233279,&quot;true&quot;,469778324,&quot;List Paragraph&quot;]}\">Data Engineer<\/span><\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"%1.\" data-font=\"Calibri\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:1800,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"none\"><span data-ccp-parastyle=\"P68B1DB1-ListParagraph6\" data-ccp-parastyle-defn=\"{&quot;ObjectId&quot;:&quot;25ea124c-3157-4733-a775-9d7396595be5|139&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;P68B1DB1-ListParagraph6&quot;,201340122,&quot;2&quot;,134233614,&quot;true&quot;,469778129,&quot;P68B1DB1-ListParagraph6&quot;,335572020,&quot;1&quot;,134224900,&quot;true&quot;,469777841,&quot;Arial&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Times New Roman&quot;,469777844,&quot;Arial&quot;,469769226,&quot;Arial,Times New Roman&quot;,335551500,&quot;0&quot;,268442635,&quot;24&quot;,335559685,&quot;720&quot;,335559740,&quot;259&quot;,201341983,&quot;0&quot;,335559739,&quot;160&quot;,134233279,&quot;true&quot;,469778324,&quot;List Paragraph&quot;]}\">Data Analyst<\/span><\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"%1.\" data-font=\"Calibri\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:1800,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><b><span data-contrast=\"none\"><span data-ccp-parastyle=\"P68B1DB1-ListParagraph6\" data-ccp-parastyle-defn=\"{&quot;ObjectId&quot;:&quot;25ea124c-3157-4733-a775-9d7396595be5|139&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;P68B1DB1-ListParagraph6&quot;,201340122,&quot;2&quot;,134233614,&quot;true&quot;,469778129,&quot;P68B1DB1-ListParagraph6&quot;,335572020,&quot;1&quot;,134224900,&quot;true&quot;,469777841,&quot;Arial&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Times New Roman&quot;,469777844,&quot;Arial&quot;,469769226,&quot;Arial,Times New Roman&quot;,335551500,&quot;0&quot;,268442635,&quot;24&quot;,335559685,&quot;720&quot;,335559740,&quot;259&quot;,201341983,&quot;0&quot;,335559739,&quot;160&quot;,134233279,&quot;true&quot;,469778324,&quot;List Paragraph&quot;]}\">Additional positions\u00a0<\/span><\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:276}\">\u00a0<\/span><\/li>\n<\/ol><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1212\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1212\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">If you are not eligible to have A data team, how can you build data culture in your organization? <\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1212\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1212\"><p><span class=\"TextRun SCXW65181185 BCX2\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW65181185 BCX2\" data-ccp-parastyle=\"P68B1DB1-Heading18\" data-ccp-parastyle-defn=\"{&quot;ObjectId&quot;:&quot;25ea124c-3157-4733-a775-9d7396595be5|141&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;P68B1DB1-Heading18&quot;,201340122,&quot;2&quot;,134233614,&quot;true&quot;,469778129,&quot;P68B1DB1-Heading18&quot;,335572020,&quot;1&quot;,469777841,&quot;Arial&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Times New Roman&quot;,469777844,&quot;Arial&quot;,469769226,&quot;Arial,Times New Roman&quot;,335551500,&quot;0&quot;,268442635,&quot;24&quot;,335559740,&quot;259&quot;,201341983,&quot;0&quot;,335559739,&quot;0&quot;,335559738,&quot;240&quot;,335560102,&quot;0&quot;,134245418,&quot;true&quot;,469778324,&quot;heading 1&quot;]}\">Having a dedicated team in charge of data for the organization brings many benefits; however, to build a data team that includes these positio<\/span><span class=\"NormalTextRun SCXW65181185 BCX2\" data-ccp-parastyle=\"P68B1DB1-Heading18\">ns or become a data-driven company is not simple. When resources and conditions <\/span><span class=\"NormalTextRun SCXW65181185 BCX2\" data-ccp-parastyle=\"P68B1DB1-Heading18\">are not allowed<\/span><span class=\"NormalTextRun SCXW65181185 BCX2\" data-ccp-parastyle=\"P68B1DB1-Heading18\">, enterprises can still build a data culture based on the following choices.<\/span><\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<script type=\"application\/ld+json\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"Key positions in a data analytics team\\u202f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<ol>\\n<li data-leveltext=\\\"%1.\\\" data-font=\\\"Calibri\\\" data-listid=\\\"1\\\" data-list-defn-props=\\\"{&quot;335552541&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:1800,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\\\" aria-setsize=\\\"-1\\\" data-aria-posinset=\\\"1\\\" data-aria-level=\\\"1\\\"><b><span data-contrast=\\\"auto\\\">Data Science<\\\/span><\\\/b><span data-ccp-props=\\\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:276}\\\">\\u00a0<\\\/span><\\\/li>\\n<li data-leveltext=\\\"%1.\\\" data-font=\\\"Calibri\\\" data-listid=\\\"1\\\" data-list-defn-props=\\\"{&quot;335552541&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:1800,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\\\" aria-setsize=\\\"-1\\\" data-aria-posinset=\\\"2\\\" data-aria-level=\\\"1\\\"><b><span data-contrast=\\\"none\\\"><span data-ccp-parastyle=\\\"P68B1DB1-ListParagraph6\\\" data-ccp-parastyle-defn=\\\"{&quot;ObjectId&quot;:&quot;25ea124c-3157-4733-a775-9d7396595be5|139&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;P68B1DB1-ListParagraph6&quot;,201340122,&quot;2&quot;,134233614,&quot;true&quot;,469778129,&quot;P68B1DB1-ListParagraph6&quot;,335572020,&quot;1&quot;,134224900,&quot;true&quot;,469777841,&quot;Arial&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Times New Roman&quot;,469777844,&quot;Arial&quot;,469769226,&quot;Arial,Times New Roman&quot;,335551500,&quot;0&quot;,268442635,&quot;24&quot;,335559685,&quot;720&quot;,335559740,&quot;259&quot;,201341983,&quot;0&quot;,335559739,&quot;160&quot;,134233279,&quot;true&quot;,469778324,&quot;List Paragraph&quot;]}\\\">Data Engineer<\\\/span><\\\/span><\\\/b><span data-ccp-props=\\\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:276}\\\">\\u00a0<\\\/span><\\\/li>\\n<li data-leveltext=\\\"%1.\\\" data-font=\\\"Calibri\\\" data-listid=\\\"1\\\" data-list-defn-props=\\\"{&quot;335552541&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:1800,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\\\" aria-setsize=\\\"-1\\\" data-aria-posinset=\\\"3\\\" data-aria-level=\\\"1\\\"><b><span data-contrast=\\\"none\\\"><span data-ccp-parastyle=\\\"P68B1DB1-ListParagraph6\\\" data-ccp-parastyle-defn=\\\"{&quot;ObjectId&quot;:&quot;25ea124c-3157-4733-a775-9d7396595be5|139&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;P68B1DB1-ListParagraph6&quot;,201340122,&quot;2&quot;,134233614,&quot;true&quot;,469778129,&quot;P68B1DB1-ListParagraph6&quot;,335572020,&quot;1&quot;,134224900,&quot;true&quot;,469777841,&quot;Arial&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Times New Roman&quot;,469777844,&quot;Arial&quot;,469769226,&quot;Arial,Times New Roman&quot;,335551500,&quot;0&quot;,268442635,&quot;24&quot;,335559685,&quot;720&quot;,335559740,&quot;259&quot;,201341983,&quot;0&quot;,335559739,&quot;160&quot;,134233279,&quot;true&quot;,469778324,&quot;List Paragraph&quot;]}\\\">Data Analyst<\\\/span><\\\/span><\\\/b><span data-ccp-props=\\\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:276}\\\">\\u00a0<\\\/span><\\\/li>\\n<li data-leveltext=\\\"%1.\\\" data-font=\\\"Calibri\\\" data-listid=\\\"1\\\" data-list-defn-props=\\\"{&quot;335552541&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:1800,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\\\" aria-setsize=\\\"-1\\\" data-aria-posinset=\\\"4\\\" data-aria-level=\\\"1\\\"><b><span data-contrast=\\\"none\\\"><span data-ccp-parastyle=\\\"P68B1DB1-ListParagraph6\\\" data-ccp-parastyle-defn=\\\"{&quot;ObjectId&quot;:&quot;25ea124c-3157-4733-a775-9d7396595be5|139&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;P68B1DB1-ListParagraph6&quot;,201340122,&quot;2&quot;,134233614,&quot;true&quot;,469778129,&quot;P68B1DB1-ListParagraph6&quot;,335572020,&quot;1&quot;,134224900,&quot;true&quot;,469777841,&quot;Arial&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Times New Roman&quot;,469777844,&quot;Arial&quot;,469769226,&quot;Arial,Times New Roman&quot;,335551500,&quot;0&quot;,268442635,&quot;24&quot;,335559685,&quot;720&quot;,335559740,&quot;259&quot;,201341983,&quot;0&quot;,335559739,&quot;160&quot;,134233279,&quot;true&quot;,469778324,&quot;List Paragraph&quot;]}\\\">Additional positions\\u00a0<\\\/span><\\\/span><\\\/b><span data-ccp-props=\\\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:276}\\\">\\u00a0<\\\/span><\\\/li>\\n<\\\/ol>\"}},{\"@type\":\"Question\",\"name\":\"If you are not eligible to have A data team, how can you build data culture in your organization?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p><span class=\\\"TextRun SCXW65181185 BCX2\\\" lang=\\\"EN-US\\\" xml:lang=\\\"EN-US\\\" data-contrast=\\\"none\\\"><span class=\\\"NormalTextRun SCXW65181185 BCX2\\\" data-ccp-parastyle=\\\"P68B1DB1-Heading18\\\" data-ccp-parastyle-defn=\\\"{&quot;ObjectId&quot;:&quot;25ea124c-3157-4733-a775-9d7396595be5|141&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[469775450,&quot;P68B1DB1-Heading18&quot;,201340122,&quot;2&quot;,134233614,&quot;true&quot;,469778129,&quot;P68B1DB1-Heading18&quot;,335572020,&quot;1&quot;,469777841,&quot;Arial&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Times New Roman&quot;,469777844,&quot;Arial&quot;,469769226,&quot;Arial,Times New Roman&quot;,335551500,&quot;0&quot;,268442635,&quot;24&quot;,335559740,&quot;259&quot;,201341983,&quot;0&quot;,335559739,&quot;0&quot;,335559738,&quot;240&quot;,335560102,&quot;0&quot;,134245418,&quot;true&quot;,469778324,&quot;heading 1&quot;]}\\\">Having a dedicated team in charge of data for the organization brings many benefits; however, to build a data team that includes these positio<\\\/span><span class=\\\"NormalTextRun SCXW65181185 BCX2\\\" data-ccp-parastyle=\\\"P68B1DB1-Heading18\\\">ns or become a data-driven company is not simple. When resources and conditions <\\\/span><span class=\\\"NormalTextRun SCXW65181185 BCX2\\\" data-ccp-parastyle=\\\"P68B1DB1-Heading18\\\">are not allowed<\\\/span><span class=\\\"NormalTextRun SCXW65181185 BCX2\\\" data-ccp-parastyle=\\\"P68B1DB1-Heading18\\\">, enterprises can still build a data culture based on the following choices.<\\\/span><\\\/span><\\\/p>\"}}]}<\/script>\n\t\t\t\t\t<\/div>\n\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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Key positions in a data analytics team\u202f Although the team structure depends on the size of an organization and how that organization uses data, most data pools include three key roles: data scientist, data engineer, and data analyst. Other advanced positions, such as management, may also be relevant. Here&#8217;s a look at these important roles. [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":35079,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[58],"tags":[],"class_list":["post-28728","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technical-knowledge"],"_links":{"self":[{"href":"https:\/\/nois.vn\/vi\/wp-json\/wp\/v2\/posts\/28728","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nois.vn\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nois.vn\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nois.vn\/vi\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/nois.vn\/vi\/wp-json\/wp\/v2\/comments?post=28728"}],"version-history":[{"count":10,"href":"https:\/\/nois.vn\/vi\/wp-json\/wp\/v2\/posts\/28728\/revisions"}],"predecessor-version":[{"id":35078,"href":"https:\/\/nois.vn\/vi\/wp-json\/wp\/v2\/posts\/28728\/revisions\/35078"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nois.vn\/vi\/wp-json\/wp\/v2\/media\/35079"}],"wp:attachment":[{"href":"https:\/\/nois.vn\/vi\/wp-json\/wp\/v2\/media?parent=28728"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nois.vn\/vi\/wp-json\/wp\/v2\/categories?post=28728"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nois.vn\/vi\/wp-json\/wp\/v2\/tags?post=28728"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}