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<article article-type="research-article" dtd-version="1.3" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="ru"><front><journal-meta><journal-id journal-id-type="publisher-id">voprstat</journal-id><journal-title-group><journal-title xml:lang="ru">Вопросы статистики</journal-title><trans-title-group xml:lang="en"><trans-title>Voprosy Statistiki</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2313-6383</issn><issn pub-type="epub">2658-5499</issn><publisher><publisher-name>The Federal State Budgetary Institution "Scientific Research Institute for Socio-Economic Statistics of the Federal State Statistics Service" (Statistics Research Institute of Rosstat)</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.34023/2313-6383-2023-30-1-58-69</article-id><article-id custom-type="elpub" pub-id-type="custom">voprstat-1538</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>МЕЖДУНАРОДНАЯ СТАТИСТИКА И МЕЖДУНАРОДНЫЕ СОПОСТАВЛЕНИЯ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>INTERNATIONAL STATISTICS AND INTERNATIONAL COMPARISONS</subject></subj-group></article-categories><title-group><article-title>Построение странового рейтинга цифровизации экономики на основе метода главных компонент</article-title><trans-title-group xml:lang="en"><trans-title>Building a Country Rating of Digitalization of the Economy Based on the Principal Component Analysis</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-4921-7780</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Овчаров</surname><given-names>А. О.</given-names></name><name name-style="western" xml:lang="en"><surname>Ovcharov</surname><given-names>A. O.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Овчаров Антон Олегович – д-р экон. наук, профессор кафедры бухгалтерского учета, главный научный сотрудник Центра макро- и микроэкономики, Институт экономики и предпринимательства</p><p>603022, г. Нижний Новгород, пр-т Гагарина, д. 23</p></bio><bio xml:lang="en"><p>Anton O. Ovcharov – Dr. Sci. (Econ.). Professor, Department of Accounting, Principal Researcher, Macro and Microeconomics Research Center, Institute of Economics and Entrepreneurship</p><p>23, Gagarin Ave., Nizhny Novgorod, 603022</p></bio><email xlink:type="simple">anton19742006@yandex.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-2356-4533</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Терехов</surname><given-names>А. М.</given-names></name><name name-style="western" xml:lang="en"><surname>Terekhov</surname><given-names>A. M.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Терехов Андрей Михайлович – канд. экон. наук, доцент кафедры гуманитарных и социально-экономических дисциплин</p><p>603022, г. Нижний Новгород, пр-т Гагарина, д. 17А</p></bio><bio xml:lang="en"><p>Andrey M. Terekhov – Cand. Sci. (Econ.), Associate Professor, Department of Humanities and Socio-Economic Disciplines</p><p>17А, Gagarin Ave., Nizhny Novgorod, 603022</p></bio><email xlink:type="simple">terehoff.t@yandex.ru</email><xref ref-type="aff" rid="aff-2"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru">Национальный исследовательский Нижегородский государственный университет имени Н.И. Лобачевского (ННГУ им. Н.И. Лобачевского)<country>Россия</country></aff><aff xml:lang="en">National Research Lobachevsky State University of Nizhny Novgorod (Lobachevsky University)<country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru">Российский государственный университет правосудия (Приволжский филиал)<country>Россия</country></aff><aff xml:lang="en">Russian State University of Justice (Volga Branch)<country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2023</year></pub-date><pub-date pub-type="epub"><day>11</day><month>02</month><year>2023</year></pub-date><volume>30</volume><issue>1</issue><fpage>58</fpage><lpage>69</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Овчаров А.О., Терехов А.М., 2023</copyright-statement><copyright-year>2023</copyright-year><copyright-holder xml:lang="ru">Овчаров А.О., Терехов А.М.</copyright-holder><copyright-holder xml:lang="en">Ovcharov A.O., Terekhov A.M.</copyright-holder><license license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://voprstat.elpub.ru/jour/article/view/1538">https://voprstat.elpub.ru/jour/article/view/1538</self-uri><abstract><p>Аргументируется актуальность международных сопоставлений уровня цифровизации стран на основе рейтинговых оценок, обусловленная отсутствием единообразия в методах и результатах использования информационно-коммуникационных технологий. Информационная база исследования – данные Росстата и Евростата о ряде переменных цифровизации за период 2016–2020 гг. Методологическая основа анализа – метод главных компонент и кластерный анализ по методу k-средних. Обоснована необходимость использования различных статистических инструментов, позволяющих оценивать масштабы цифрового неравенства в разрезе стран и регионов.</p><p>Обобщены научно-методологические подходы к изучению проблемы цифрового неравенства. Выделены три уровня цифровых разрывов и отражающие их статистические индикаторы. Определена роль индексов как обобщающих показателей при оценивании уровня цифровизации экономики и общества. Построен рейтинг европейских стран (в порядке убывания рассчитанного индекса цифровизации). Предложена группировка стран, различающихся по уровню цифрового развития, даны оценки цифровых разрывов.</p><p>Результаты статистического анализа показали, что лидерами рейтинга являются Финляндия, Дания и Норвегия; аутсайдерами – Греция, Болгария и Румыния. Все эти страны занимают стабильное положение в рейтинге. Сформированы три кластера стран по уровню (высокий, средний, низкий) цифровизации экономики. Выявлено, что цифровые разрывы между европейскими странами колеблются в диапазоне 42–44 %. Определено место России в рейтинге из 20 стран в период с 2016 по 2020 г.</p></abstract><trans-abstract xml:lang="en"><p>The relevance of international comparisons of the level of digitalization of countries based on rating assessments is argued, due to the lack of uniformity in the methods and results of using information and communication technologies. The information base of the study is data from Rosstat and Eurostat on a number of digitalization variables for the period 2016–2020. The methodological basis of the analysis is the principal component method and k-means cluster analysis. The importance of using various statistical tools to assess the scale of digital inequality in the context of countries and regions is argued.</p><p>Scientific and methodological approaches to studying the problem of digital inequality were generalized. Three levels of digital gaps and statistical indicators reflecting them were allocated. The role of indices as generalizing indicators in assessing the level of digitalization of the economy and society was determined. A rating of European countries was built (in descending order of the calculated digitalization index). A grouping of countries that differ in the level of digital development is proposed, estimates of digital gaps are given.</p><p>The results of the statistical analysis showed that the leaders of the rating are Finland, Denmark, and Norway; outsiders are Greece, Bulgaria, Romania. All these countries occupy a stable position in the ranking. Three clusters of countries were formed in terms of the level (high, medium, low) of digitalization of the economy. It is shown that the digital gaps between European countries fluctuate in the range of 42–44%. Russia's place in the ranking of 20 countries in the period from 2016 to 2020 was determined.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>цифровизация экономики</kwd><kwd>информационно-коммуникационные технологии</kwd><kwd>статистика инноваций</kwd><kwd>метод главных компонент</kwd><kwd>кластеризация</kwd><kwd>рейтинг цифровизации экономики</kwd></kwd-group><kwd-group xml:lang="en"><kwd>digitalization of the economy</kwd><kwd>information and communication technologies</kwd><kwd>innovation statistics</kwd><kwd>principal component analysis</kwd><kwd>clustering</kwd><kwd>rating of digitalization of the economy</kwd></kwd-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Iansiti M., Lakhani K.R. Digital Ubiquity: How Connections, Sensors, and Data Are Revolutionizing Business // Harvard Business Review. 2014. No. 92(11). 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