{"id":12149,"date":"2022-04-20T10:13:02","date_gmt":"2022-04-20T07:13:02","guid":{"rendered":"http:\/\/journals.khnu.km.ua\/vestnik\/?p=12149"},"modified":"2022-04-20T13:39:13","modified_gmt":"2022-04-20T10:39:13","slug":"perspektyvni-programni-instrumenty-dlya-analizu-danyh-u-biznesi","status":"publish","type":"post","link":"https:\/\/journals.khnu.km.ua\/vestnik\/?p=12149","title":{"rendered":"\u041f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u043d\u0456 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043d\u0456 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0438 \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0456\u0437\u0443 \u0434\u0430\u043d\u0438\u0445 \u0443 \u0431\u0456\u0437\u043d\u0435\u0441\u0456"},"content":{"rendered":"<p><!--more--><\/p>\n<p style=\"text-align: center;\">\u041f\u0415\u0420\u0421\u041f\u0415\u041a\u0422\u0418\u0412\u041d\u0406 \u041f\u0420\u041e\u0413\u0420\u0410\u041c\u041d\u0406 \u0406\u041d\u0421\u0422\u0420\u0423\u041c\u0415\u041d\u0422\u0418 \u0414\u041b\u042f \u0410\u041d\u0410\u041b\u0406\u0417\u0423 \u0414\u0410\u041d\u0418\u0425 \u0423 \u0411\u0406\u0417\u041d\u0415\u0421\u0406<\/p>\n<p style=\"text-align: center;\">PROSPECTIVE SOFTWARE TOOLS FOR DATA ANALYSIS IN BUSINESS<\/p>\n<p><strong>\u00a0<\/strong><strong>\u0421\u0442\u043e\u0440\u0456\u043d\u043a\u0438:<\/strong> <strong>78-79. \u041d\u043e\u043c\u0435\u0440: \u2116<\/strong><strong>1<\/strong><strong>, 202<\/strong><strong>2<\/strong><strong> (<\/strong><strong>305<\/strong><strong>)\u00a0<a href=\"http:\/\/journals.khnu.km.ua\/vestnik\/wp-content\/uploads\/2022\/04\/vknu-ts-2022-n1-305-78-83.pdf\"> <img loading=\"lazy\" class=\"size-full wp-image-69 alignnone\" src=\"http:\/\/journals.khnu.km.ua\/vestnik\/wp-content\/uploads\/2021\/01\/pdf.png\" alt=\"\" width=\"76\" height=\"32\" \/><\/a> <\/strong><br \/>\n<strong>\u00a0<\/strong><strong>\u0410\u0432\u0442\u043e\u0440\u0438:<\/strong><br \/>\n\u041b\u0406\u0429\u0418\u041d\u0421\u042c\u041a\u0410 \u041b. \u0411.<br \/>\n<a href=\"https:\/\/orcid.org\/0000-0001-9827-1260\">https:\/\/orcid.org\/0000-0001-9827-1260<\/a><br \/>\ne-mail: <a href=\"mailto:LLBnFiL1@gmail.com\">LLBnFiL1@gmail.com<\/a><br \/>\n\u0412\u0456\u043d\u043d\u0438\u0446\u044c\u043a\u0438\u0439 \u043d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u0438\u0439 \u0442\u0435\u0445\u043d\u0456\u0447\u043d\u0438\u0439 \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442<br \/>\n\u0414\u041e\u0411\u0420\u041e\u0412\u041e\u041b\u042c\u0421\u042c\u041a\u0410 \u041d. \u0412.<br \/>\n<a href=\"https:\/\/orcid.org\/0000-0002-7041-7878\">https:\/\/orcid.org\/0000-0002-7041-7878<\/a><br \/>\ne-mail: <a href=\"mailto:natali0212@ukr.net\">natali0212@ukr.net<\/a><br \/>\n\u0412\u0456\u043d\u043d\u0438\u0446\u044c\u043a\u0438\u0439 \u0442\u043e\u0440\u0433\u043e\u0432\u0435\u043b\u044c\u043d\u043e-\u0435\u043a\u043e\u043d\u043e\u043c\u0456\u0447\u043d\u0438\u0439 \u0456\u043d\u0441\u0442\u0438\u0442\u0443\u0442<br \/>\n\u041a\u0438\u0457\u0432\u0441\u044c\u043a\u043e\u0433\u043e \u043d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u043e\u0440\u0433\u043e\u0432\u0435\u043b\u044c\u043d\u043e-\u0435\u043a\u043e\u043d\u043e\u043c\u0456\u0447\u043d\u043e\u0433\u043e \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0443<\/p>\n<p>Lydmyla LISHCHYNSKA<br \/>\nVinnytsia National Technical University<br \/>\nNatalia DOBROVOLSKA<br \/>\nVinnitsa Trade and Economics Institute of\u00a0 Kyiv National Trade and Economics University<br \/>\n<strong>DOI:<\/strong> <a href=\"https:\/\/www.doi.org\/10.31891\/2307-5732-2022-305-1-78-79\">https:\/\/www.doi.org\/10.31891\/2307-5732-2022-305-1-78-79<\/a><\/p>\n<p style=\"text-align: center;\"><strong>\u0410\u043d\u043e\u0442\u0430\u0446\u0456\u044f \u043c\u043e\u0432\u043e\u044e \u043e\u0440\u0438\u0433\u0456\u043d\u0430\u043b\u0443<\/strong><\/p>\n<p>\u0412 \u0440\u043e\u0431\u043e\u0442\u0456 \u043d\u0430\u0432\u0435\u0434\u0435\u043d\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0438 \u0434\u043e\u0441\u043b\u0456\u0434\u0436\u0435\u043d\u043d\u044f \u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u043d\u0438\u0445 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043d\u0438\u0445 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0456\u0432 \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0456\u0437\u0443 \u0434\u0430\u043d\u0438\u0445, \u044f\u043a\u0456 \u043c\u043e\u0436\u0443\u0442\u044c \u0431\u0443\u0442\u0438 \u0437\u0430\u0441\u0442\u043e\u0441\u043e\u0432\u0430\u043d\u0456 \u0434\u043b\u044f \u0432\u0435\u0434\u0435\u043d\u043d\u044f \u0432\u0456\u0442\u0447\u0438\u0437\u043d\u044f\u043d\u043e\u0433\u043e \u0431\u0456\u0437\u043d\u0435\u0441\u0443, \u0457\u0445 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0430, \u0432\u0438\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u043e\u0441\u043e\u0431\u043b\u0438\u0432\u043e\u0441\u0442\u0435\u0439, \u043f\u0435\u0440\u0435\u0432\u0430\u0433 \u0456 \u043d\u0435\u0434\u043e\u043b\u0456\u043a\u0456\u0432 \u0440\u0456\u0437\u043d\u0438\u0445 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0456\u0432 \u0431\u0456\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0456\u0442\u0438\u043a\u0438, \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0456\u0439 \u0449\u043e\u0434\u043e \u0432\u043f\u0440\u043e\u0432\u0430\u0434\u0436\u0435\u043d\u043d\u044f. \u0406\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0438 \u0430\u043d\u0430\u043b\u0456\u0437\u0443 \u0434\u0430\u043d\u0438\u0445 \u043d\u0430\u0434\u0430\u044e\u0442\u044c \u043c\u043e\u0436\u043b\u0438\u0432\u0456\u0441\u0442\u044c \u0437\u043d\u0430\u0447\u043d\u043e \u043f\u043e\u043a\u0440\u0430\u0449\u0438\u0442\u0438 \u0440\u043e\u0431\u043e\u0442\u0443 \u043a\u043e\u043c\u043f\u0430\u043d\u0456\u0457, \u0430\u043b\u0435 \u0442\u0456\u043b\u044c\u043a\u0438 \u0442\u043e\u0434\u0456, \u043a\u043e\u043b\u0438 \u043f\u0440\u0438 \u043e\u0431\u0440\u0430\u043d\u043d\u0456 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0443, \u0439\u043e\u0433\u043e \u0432\u043f\u0440\u043e\u0432\u0430\u0434\u0436\u0435\u043d\u043d\u0456 \u0456 \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u0446\u0456 \u0432\u0440\u0430\u0445\u043e\u0432\u0443\u044e\u0442\u044c\u0441\u044f \u0432\u0441\u0456 \u043e\u0441\u043e\u0431\u043b\u0438\u0432\u043e\u0441\u0442\u0456 \u0431\u0456\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0446\u0435\u0441\u0456\u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0456\u0457. \u041f\u0440\u043e\u0433\u0440\u0430\u043c\u043d\u0456 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0438 \u0431\u0456\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0456\u0442\u0438\u043a\u0438 \u0434\u043e\u043f\u043e\u043c\u0430\u0433\u0430\u044e\u0442\u044c \u0430\u043d\u0430\u043b\u0456\u0437\u0443\u0432\u0430\u0442\u0438 \u0441\u0432\u043e\u0457 \u043d\u0430\u0431\u043e\u0440\u0438 \u0434\u0430\u043d\u0438\u0445 \u0434\u043b\u044f \u043f\u0440\u0438\u0439\u043d\u044f\u0442\u0442\u044f \u043e\u0431\u0491\u0440\u0443\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u0445 \u0443\u043f\u0440\u0430\u0432\u043b\u0456\u043d\u0441\u044c\u043a\u0438\u0445 \u0440\u0456\u0448\u0435\u043d\u044c, \u043f\u043e\u043a\u0440\u0430\u0449\u0435\u043d\u043d\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0456\u0432, \u0444\u043e\u0440\u043c\u0443\u0432\u0430\u043d\u043d\u044f \u0456 \u0434\u043e\u0441\u044f\u0433\u043d\u0435\u043d\u043d\u044f \u0431\u0456\u0437\u043d\u0435\u0441-\u0446\u0456\u043b\u0435\u0439.<br \/>\n<strong>\u041a\u043b\u044e\u0447\u043e\u0432\u0456 \u0441\u043b\u043e\u0432\u0430:<\/strong> \u0430\u043d\u0430\u043b\u0456\u0437 \u0434\u0430\u043d\u0438\u0445, \u0431\u0456\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0456\u0442\u0438\u043a\u0430, \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u0438\u0439 \u0430\u043d\u0430\u043b\u0456\u0437 \u0434\u0430\u043d\u0438\u0445, \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043d\u0456 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0438.<\/p>\n<p style=\"text-align: center;\"><strong>\u0420\u043e\u0437\u0448\u0438\u0440\u0435\u043d\u0430 \u0430\u043d\u043e\u0442\u0430\u0446\u0456\u044f \u0430\u043d\u0433\u043b\u0456\u0439\u0441\u044c\u043a\u043e\u044e \u00a0\u043c\u043e\u0432\u043e\u044e<\/strong><\/p>\n<p>The article presents the results of a research of promising software tools for data analysis that can be used for domestic business, their characteristics, identifying features, advantages and disadvantages of various business intelligence tools, recommendations for implementation. Data analysis tools provide an opportunity to significantly improve the company&#8217;s performance, but only when the selection of the tool, its implementation and maintenance take into account all the features of the company&#8217;s business processes. Business analytics software tools help you analyze your datasets to make informed management decisions, improve processes, and shape and achieve business goals.To choose the right business intelligence tools, you need to consider the most important factors: visual functionality, flexibility, integration, customization, mobility, learning requirements, pricing, IT support, cloud or local BI deployment, and more. In addition, you need to identify the functions that are most important to your company, will allow you to get a balanced option: meet current needs and anticipate further growth. The main functions offered by BI suppliers: debugging information panels; built-in analytics; functions of joint work; remote access by mobile devices; independent data preparation; advanced analytics, etc. Areas of use of data mining are virtually unlimited, in particular, its use by commercial enterprises that implement projects based on information repositories can gain significant advantages over competitors, as well as in strategic planning. Data is a powerful tool for business transformation, forcing companies to use modern business intelligence tools and seek experts to help understand, decipher and interpret hidden trends in the industry and the market. This is especially true when working with \u0412ig data.<br \/>\n<strong>Keywords:<\/strong>\u00a0 data analysis, business analytics, data mining, software tools.<\/p>\n<p style=\"text-align: center;\"><strong>\u041b\u0456\u0442\u0435\u0440\u0430\u0442\u0443\u0440\u0430<\/strong><\/p>\n<ol>\n<li>\u0411\u043e\u0439\u043a\u043e \u041d.\u0406. \u041f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u043d\u0456 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0456\u0457 \u0434\u043e\u0441\u043b\u0456\u0434\u0436\u0435\u043d\u043d\u044f \u0432\u0435\u043b\u0438\u043a\u0438\u0445 \u0434\u0430\u043d\u0438\u0445 \u0443 \u0440\u043e\u0437\u043f\u043e\u0434\u0456\u043b\u0435\u043d\u0438\u0445 \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0456\u0439\u043d\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445.\u00a0\u0420\u0430\u0434\u0456\u043e\u0435\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u0456\u043a\u0430, i\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0430, \u0443\u043f\u0440\u0430\u0432\u043b\u0456\u043d\u043d\u044f, 2017. \u21164. \u0421. 66\u201376.<\/li>\n<li>\u041f\u043e\u043d\u043e\u043c\u0430\u0440\u0435\u043d\u043a\u043e \u0406. \u0412., \u0422\u0435\u043b\u0435\u0443\u0441 \u0410. \u0412. \u0411\u0456\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0456\u0442\u0438\u043a\u0430 \u044f\u043a \u0435\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0438\u0439 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u043e\u0431\u0440\u043e\u0431\u043a\u0438 \u0434\u0430\u043d\u0438\u0445. \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0438 \u0456\u043d\u043d\u043e\u0432\u0430\u0446\u0456\u0439\u043d\u043e-\u0456\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0456\u0439\u043d\u043e\u0433\u043e \u0440\u043e\u0437\u0432\u0438\u0442\u043a\u0443. 2020. \u2116 23. \u0421. 64-70.<\/li>\n<li>\u0411\u0435\u043a\u043a\u0430\u0443\u0435\u0440 \u0410. \u0412\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0456\u0439 Data Mining \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0456\u0457 \u0431\u0456\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0446\u0435\u0441\u0456\u0432 \u043d\u0430 \u0432\u0438\u0440\u043e\u0431\u043d\u0438\u0446\u0442\u0432\u0456. \u0421\u0438\u0441\u0442\u0435\u043c\u0438 \u043e\u0431\u0440\u043e\u0431\u043a\u0438 \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0456\u0457. 2016. \u2116 1 (138). \u0421. 161\u2013164.<\/li>\n<li>\u0406\u043b\u043b\u044f\u0448\u0435\u043d\u043a\u043e \u041a. \u0421\u0443\u0447\u0430\u0441\u043d\u0456 \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0456\u0439\u043d\u0456 \u043c\u0435\u0442\u043e\u0434\u0438 \u0430\u043d\u0430\u043b\u0456\u0437\u0443 \u0434\u0430\u043d\u0438\u0445. \u0415\u043a\u043e\u043d\u043e\u043c\u0456\u0447\u043d\u0456 \u043d\u0430\u0443\u043a\u0438. \u041e\u0431\u043b\u0456\u043a \u0456 \u0444\u0456\u043d\u0430\u043d\u0441\u0438. 2015. \u2116 12 (45). \u0427. 2. \u0421. 97\u2013102.<\/li>\n<li>\u041b\u0456\u0449\u0438\u043d\u0441\u044c\u043a\u0430 \u041b.\u0411. \u0412\u043f\u0440\u043e\u0432\u0430\u0434\u0436\u0435\u043d\u043d\u044f Business Intelligence \u0434\u043b\u044f \u0435\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u0456\u043d\u043d\u044f \u043f\u0456\u0434\u043f\u0440\u0438\u043c\u0441\u0442\u0432\u043e\u043c. L \u041d\u0430\u0443\u043a\u043e\u0432\u043e-\u0442\u0435\u0445\u043d\u0456\u0447\u043d\u0430 \u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0456\u044f \u043f\u0456\u0434\u0440\u043e\u0437\u0434\u0456\u043b\u0456\u0432 \u0412\u0456\u043d\u043d\u0438\u0446\u044c\u043a\u043e\u0433\u043e \u043d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0435\u0445\u043d\u0456\u0447\u043d\u043e\u0433\u043e \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0443 (2021): \u0437\u0431\u0456\u0440\u043d\u0438\u043a \u0434\u043e\u043f\u043e\u0432\u0456\u0434\u0435\u0439 (\u0412\u0456\u043d\u043d\u0438\u0446\u044f, 10-12 \u0431\u0435\u0440\u0435\u0437\u043d\u044f 2021). \u0412\u0456\u043d\u043d\u0438\u0446\u044f: \u0412\u041d\u0422\u0423, 2021. URL: https:\/\/conferences.vntu.edu.ua\/index.php\/all-fitki\/all-fitki-2021\/paper\/view\/12330\/10310<\/li>\n<li>\u041b\u0456\u0449\u0438\u043d\u0441\u044c\u043a\u0430 \u041b.\u0411. \u041f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u0438 \u0435\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u0456\u043d\u043d\u044f \u0432 \u0443\u043c\u043e\u0432\u0430\u0445 \u0446\u0438\u0444\u0440\u043e\u0432\u043e\u0457 \u0435\u043a\u043e\u043d\u043e\u043c\u0456\u043a\u0438. L \u041d\u0430\u0443\u043a\u043e\u0432\u043e-\u0442\u0435\u0445\u043d\u0456\u0447\u043d\u0430 \u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0456\u044f \u043f\u0456\u0434\u0440\u043e\u0437\u0434\u0456\u043b\u0456\u0432 \u0412\u0456\u043d\u043d\u0438\u0446\u044c\u043a\u043e\u0433\u043e \u043d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0435\u0445\u043d\u0456\u0447\u043d\u043e\u0433\u043e \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0443 (2021): \u0437\u0431\u0456\u0440\u043d\u0438\u043a \u0434\u043e\u043f\u043e\u0432\u0456\u0434\u0435\u0439 (\u0412\u0456\u043d\u043d\u0438\u0446\u044f, 10-12 \u0431\u0435\u0440\u0435\u0437\u043d\u044f 2021). \u0412\u0456\u043d\u043d\u0438\u0446\u044f: \u0412\u041d\u0422\u0423, 2021. URL: https:\/\/conferences.vntu.edu.ua\/index.php\/all-fitki\/all-fitki-2021\/paper\/view\/12330\/10310.<\/li>\n<li>\u041b\u0456\u0449\u0438\u043d\u0441\u044c\u043a\u0430 \u041b.\u0411., \u041a\u0430\u043f\u043d\u0456\u043d\u0430 \u041b. \u0412. \u0406\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0438 \u043e\u0431\u0440\u043e\u0431\u043a\u0438 \u0456 \u0430\u043d\u0430\u043b\u0456\u0437\u0443 \u0432\u0435\u043b\u0438\u043a\u0438\u0445 \u0434\u0430\u043d\u0438\u0445. \u0426\u0438\u0444\u0440\u043e\u0432\u0430 \u0435\u043a\u043e\u043d\u043e\u043c\u0456\u043a\u0430: \u043c\u0430\u0442\u0435\u0440\u0456\u0430\u043b\u0438 \u043d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0457 \u043d\u0430\u0443\u043a\u043e\u0432\u043e-\u043c\u0435\u0442\u043e\u0434\u0438\u0447\u043d\u043e\u0457 \u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0456\u0457 (\u043c. \u041a\u0438\u0457\u0432, \u0414\u0412\u041d\u0417 \u00ab\u041a\u0438\u0457\u0432\u0441\u044c\u043a\u0438\u0439 \u043d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u0438\u0439 \u0435\u043a\u043e\u043d\u043e\u043c\u0456\u0447\u043d\u0438\u0439 \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0456\u043c\u0435\u043d\u0456 \u0412\u0430\u0434\u0438\u043c\u0430 \u0413\u0435\u0442\u044c\u043c\u0430\u043d\u0430\u00bb 4-5 \u0436\u043e\u0432\u0442\u043d\u044f 2018 \u0440.) 2018. \u0421.161-164.<\/li>\n<li>\u041b\u0456\u0449\u0438\u043d\u0441\u044c\u043a\u0430 \u041b.\u0411. \u0422\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0456\u0457 \u0443\u043f\u0440\u0430\u0432\u043b\u0456\u043d\u043d\u044f \u0431\u0456\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0446\u0435\u0441\u0430\u043c\u0438 \u043f\u0456\u0434\u043f\u0440\u0438\u0454\u043c\u0441\u0442\u0432\u0430. \u0421\u043e\u0446\u0456\u0430\u043b\u044c\u043d\u043e-\u043f\u043e\u043b\u0456\u0442\u0438\u0447\u043d\u0456, \u0435\u043a\u043e\u043d\u043e\u043c\u0456\u0447\u043d\u0456 \u0442\u0430 \u0433\u0443\u043c\u0430\u043d\u0456\u0442\u0430\u0440\u043d\u0456 \u0432\u0438\u043c\u0456\u0440\u0438 \u0454\u0432\u0440\u043e\u043f\u0435\u0439\u0441\u044c\u043a\u043e\u0457 \u0456\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0456\u0457 \u0423\u043a\u0440\u0430\u0457\u043d\u0438: \u0417\u0431\u0456\u0440\u043d\u0438\u043a \u043d\u0430\u0443\u043a. \u043f\u0440\u0430\u0446\u044c V\u0406\u0406\u0406 \u041c\u0456\u0436\u043d. \u043d\u0430\u0443\u043a.-\u043f\u0440\u0430\u043a\u0442. \u043a\u043e\u043d\u0444. (\u0412\u0456\u043d\u043d\u0438\u0446\u044f, 03 \u0447\u0435\u0440\u0432\u043d\u044f 2020 \u0440.). 2020. \u0427. 2. \u0421. 245-256.<\/li>\n<\/ol>\n<p style=\"text-align: center;\"><strong>References<\/strong><\/p>\n<ol>\n<li>Boyko N. \u0406. Advanced technologies of big data research in distributed information systems. Radio Electronics, Computer Science, Control. 2017. \u2116 4. \u0420. 66\u201376.<\/li>\n<li>Ponomarenko I., Teleus A. Business analysis as an effective data processing tool. The Problems of Innovation and Investment-Driven Development. 2020. \u2116 23. \u0421. 64-70.<\/li>\n<li>Bekkauer A. Vykorystannia tekhnolohii Data Mining dlia avtomatyzatsii biznes-protsesiv na vyrobnytstvi. Systemy obrobky informatsii. 2016. \u2116 1 (138). S. 161\u2013164.<\/li>\n<li>Illiashenko K. Suchasni informatsiini metody analizu danykh. Ekonomichni nauky. Oblik i finansy. 2015. \u2116 12 (45). Ch. 2. S. 97\u2013102.<\/li>\n<li>Lishchynska L.B. Vprovadzhennia Business Intelligence dlia efektyvnoho upravlinnia pidprymstvom. L Naukovo-tekhnichna konferentsiia pidrozdiliv Vinnytskoho natsionalnoho tekhnichnoho universytetu (2021): zbirnyk dopovidei (Vinnytsia, 10-12 bereznia 2021). Vinnytsia: VNTU, 2021. URL: https:\/\/conferences.vntu.edu.ua\/index.php\/all-fitki\/all-fitki-2021\/paper\/view\/12330\/10310<\/li>\n<li>Lishchynska L.B. Perspektyvy efektyvnoho upravlinnia v umovakh tsyfrovoi ekonomiky. L Naukovo-tekhnichna konferentsiia pidrozdiliv Vinnytskoho natsionalnoho tekhnichnoho universytetu (2021): zbirnyk dopovidei (Vinnytsia, 10-12 bereznia 2021). Vinnytsia: VNTU, 2021. URL: https:\/\/conferences.vntu.edu.ua\/index.php\/all-fitki\/all-fitki-2021\/paper\/view\/12330\/10310.<\/li>\n<li>Lishchynska L.B., Kapnina L. V. Instrumenty obrobky i analizu velykykh danykh. Tsyfrova ekonomika: materialy natsionalnoi naukovo-metodychnoi konferentsii (m. Kyiv, DVNZ \u00abKyivskyi natsionalnyi ekonomichnyi universytet imeni Vadyma Hetmana\u00bb 4-5 zhovtnia 2018 r.) 2018. S.161-164.<\/li>\n<li>Lishchynska L.B. Tekhnolohii upravlinnia biznes-protsesamy pidpryiemstva. Sotsialno-politychni, ekonomichni ta humanitarni vymiry yevropeiskoi intehratsii Ukrainy: Zbirnyk nauk. prats VIII Mizhn. nauk.-prakt. konf. (Vinnytsia, 03 chervnia 2020 r.). 2020. Ch. 2. S. 245-256.<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[62],"tags":[],"_links":{"self":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/12149"}],"collection":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=12149"}],"version-history":[{"count":2,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/12149\/revisions"}],"predecessor-version":[{"id":12202,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/12149\/revisions\/12202"}],"wp:attachment":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=12149"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=12149"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=12149"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}