Regional Patterns Of Third-Level Digital Inequality In Russia: An Analysis Of Google Trends Data

Q2 Agricultural and Biological Sciences Geography, Environment, Sustainability Pub Date : 2023-04-07 DOI:10.24057/2071-9388-2022-107
O. Chereshnia, M. Gribok
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Abstract

Digital inequality extends beyond mere access to technology. This study explores the concept of third-level digital inequality, which describes the situation where individuals or communities have access to technology and the Internet, have required skills, but still struggle to use it effectively. However, there is currently a lack of data and methods for assessing thirdlevel digital inequality. To address this gap, this study aimed to evaluate it on a regional scale by analyzing the popularity of Google search queries. In proposed method, the data are categorized into three groups: everyday services, education, science, and technology, and entertainment. On this basis authors calculated the index of Internet usage efficiency. The study’s findings revealed the territorial patterns of digital inequality in the constituent entities of the Russian Federation. Regions in North Caucasus and Siberia showed low Internet usage efficiency, while regions in the Urals and Central Russia had high Internet usage efficiency. The study’s methodology is quick, cost-effective, and easy to implement, but it also has limitations. The method only considers the popularity of certain search queries and does not consider the frequency or duration of internet usage, or the specific websites or services accessed, and does not consider individual-level factors that may influence internet usage patterns. The authors emphasize the importance of addressing not only differences in Internet access but also the lack of technology skills, digital literacy, and motivation among certain groups. They conclude that public policies aimed at enhancing internet skills can reduce digital inequality and improve the quality of life of the population.
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俄罗斯第三级数字不平等的区域格局:b谷歌趋势数据分析
数字不平等不仅仅局限于获得技术。这项研究探讨了第三级数字不平等的概念,该概念描述了个人或社区能够获得技术和互联网,拥有所需技能,但仍难以有效使用技术和互联网的情况。然而,目前缺乏评估三级数字不平等的数据和方法。为了解决这一差距,本研究旨在通过分析谷歌搜索查询的流行程度,在地区范围内对其进行评估。在所提出的方法中,数据被分为三组:日常服务、教育、科学技术和娱乐。在此基础上,作者计算了网络使用效率指标。研究结果揭示了俄罗斯联邦各组成实体数字不平等的地域模式。北高加索和西伯利亚地区的互联网使用效率较低,而乌拉尔和俄罗斯中部地区的网络使用效率较高。该研究的方法快速、成本效益高、易于实施,但也有局限性。该方法只考虑某些搜索查询的流行程度,不考虑互联网使用的频率或持续时间,或访问的特定网站或服务,也不考虑可能影响互联网使用模式的个人层面因素。作者强调,不仅要解决互联网接入方面的差异,还要解决某些群体缺乏技术技能、数字素养和动机的问题。他们得出的结论是,旨在提高互联网技能的公共政策可以减少数字不平等,提高人民的生活质量。
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来源期刊
Geography, Environment, Sustainability
Geography, Environment, Sustainability Social Sciences-Geography, Planning and Development
CiteScore
2.50
自引率
0.00%
发文量
37
审稿时长
12 weeks
期刊介绍: Journal “GEOGRAPHY, ENVIRONMENT, SUSTAINABILITY” is founded by the Faculty of Geography of Lomonosov Moscow State University, The Russian Geographical Society and by the Institute of Geography of RAS. It is the official journal of Russian Geographical Society, and a fully open access journal. Journal “GEOGRAPHY, ENVIRONMENT, SUSTAINABILITY” publishes original, innovative, interdisciplinary and timely research letter articles and concise reviews on studies of the Earth and its environment scientific field. This goal covers a broad spectrum of scientific research areas (physical-, social-, economic-, cultural geography, environmental sciences and sustainable development) and also considers contemporary and widely used research methods, such as geoinformatics, cartography, remote sensing (including from space), geophysics, geochemistry, etc. “GEOGRAPHY, ENVIRONMENT, SUSTAINABILITY” is the only original English-language journal in the field of geography and environmental sciences published in Russia. It is supposed to be an outlet from the Russian-speaking countries to Europe and an inlet from Europe to the Russian-speaking countries regarding environmental and Earth sciences, geography and sustainability. The main sections of the journal are the theory of geography and ecology, the theory of sustainable development, use of natural resources, natural resources assessment, global and regional changes of environment and climate, social-economical geography, ecological regional planning, sustainable regional development, applied aspects of geography and ecology, geoinformatics and ecological cartography, ecological problems of oil and gas sector, nature conservations, health and environment, and education for sustainable development. Articles are freely available to both subscribers and the wider public with permitted reuse.
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