<?xml version="1.0" encoding="UTF-8"?>
<article xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="1.4" article-type="other" xml:lang="en"><front><journal-meta><journal-title-group><journal-title xml:lang="ru">Управленец</journal-title></journal-title-group><journal-id journal-id-type="issn">2218-5003</journal-id><journal-id journal-id-type="eissn">2686-7923</journal-id></journal-meta><article-meta><article-id pub-id-type="doi">10.29141/2218-5003-2025-16-3-7</article-id><article-id pub-id-type="uri">https://elibrary.ru/item.asp?id=82627784</article-id><self-uri>https://elibrary.ru/item.asp?id=82627784</self-uri><title-group><article-title xml:lang="ru">Факторы потребительского выбора маркетплейсадля онлайн-покупок</article-title><trans-title-group xml:lang="en"><trans-title>Factors behind consumer choiceof online marketplaces</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author"><name><surname>Марценюк</surname><given-names>А. О.</given-names></name><name-alternatives><name xml:lang="ru"><surname>Марценюк</surname><given-names>А. О.</given-names></name><name xml:lang="en"><surname>Martsenuk</surname><given-names>A. O.</given-names></name></name-alternatives><xref ref-type="aff" rid="aff1"/><email>yar53@gmail.com</email></contrib><contrib contrib-type="author"><name><surname>Мирзоян</surname><given-names>А. Г.</given-names></name><name-alternatives><name xml:lang="ru"><surname>Мирзоян</surname><given-names>А. Г.</given-names></name><name xml:lang="en"><surname>Mirzoyan</surname><given-names>A. G.</given-names></name></name-alternatives><xref ref-type="aff" rid="aff2"/><email>kell56@yandex.ru</email></contrib><contrib contrib-type="author"><name><surname>Лавриненко</surname><given-names>П. А.</given-names></name><name-alternatives><name xml:lang="ru"><surname>Лавриненко</surname><given-names>П. А.</given-names></name><name xml:lang="en"><surname>Lavrinenko</surname><given-names>P. A.</given-names></name></name-alternatives><xref ref-type="aff" rid="aff3"/><xref ref-type="aff" rid="aff4"/><email>lavrik3x@mail.ru</email></contrib><aff-alternatives id="aff1"><aff><institution xml:lang="en">AO T-Bank</institution></aff><aff><institution xml:lang="ru">АО «Т-Банк»</institution></aff></aff-alternatives><aff-alternatives id="aff2"><aff><institution xml:lang="en">Lomonosov Moscow State University</institution></aff><aff><institution xml:lang="ru">Московский государственный университет имени М. В. Ломоносова</institution></aff></aff-alternatives><aff-alternatives id="aff3"><aff><institution xml:lang="en">Financial Research Institute of the Ministry of Finance of the Russian Federation</institution></aff><aff><institution xml:lang="ru">Научно-исследовательский финансовый институт Минфина России</institution></aff></aff-alternatives><aff-alternatives id="aff4"><aff><institution xml:lang="en">The Institute of Economic Forecasting of the Russian Academy of Sciences</institution></aff><aff><institution xml:lang="ru">Институт народнохозяйственного прогнозирования Российской академии наук</institution></aff></aff-alternatives></contrib-group><pub-date pub-type="epub" iso-8601-date="2025-07-11"><day>11</day><month>07</month><year>2025</year></pub-date><volume>16</volume><issue>3</issue><fpage>92</fpage><lpage>108</lpage><history><date date-type="received" iso-8601-date="2024-06-10"><day>10</day><month>06</month><year>2024</year></date><date date-type="accepted" iso-8601-date="2024-10-02"><day>02</day><month>10</month><year>2024</year></date></history><permissions><license><license-p xml:lang="ru">CC BY-NC 4.0</license-p></license><copyright-statement xml:lang="ru">А.О. Марценюк, А.Г. Мирзоян, П.А. Лавриненко</copyright-statement><copyright-statement xml:lang="en">A.O. Martsenuk, A.G. Mirzoyan, P.A. Lavrinenko</copyright-statement></permissions><abstract xml:lang="ru"><p>Торговые площадки расходуют большие средства на привлечение пользователей и ведут борьбу за увеличение доли рынка. Интенсивная конкуренция актуализирует задачу установления факторов, определяющих поведение покупателей. Исследование направлено на выявление характеристик российских торговых площадок, оказывающих наибольшее влияние на выбор маркетплейса потребителем, на примере Ozon и Wildberries. Методологическая основа исследования представлена теорией обоснованных действий. Методы работы - кластеризация с использованием k-средних, метод анализа иерархий и факторный анализ. Информационную базу составили данные двух опросов: на первом этапе при участии 230 респондентов сформирован список актуальных характеристик, учитываемых потребителями при выборе маркетплейса; на втором этапе для выявления ключевых характеристик маркетплейсов был проведен опрос 478 респондентов. Результаты показали, что ключевыми характеристиками платформ являются ассортимент, доставка и прошлый опыт использования платформы. При этом Wildberries в среднем имеет более высокое значение индекса качества платформы и получает более высокие оценки по параметрам «качество сайта» и «программа лояльности». Предпочтения потребителей негомогенны: внутри кластеров потребителей, предпочитающих Wildberries, ключевыми факторами выбора оказываются доставка, прошлый опыт и качество сайта, а в кластере, где лидером является Ozon, наибольшую важность приобретает эффект окружения. Итоги исследования могут быть использованы для формирования маркетинговых стратегий, укрепления лояльности клиентов и привлечения новых потребителей.</p></abstract><trans-abstract xml:lang="en"><p>Marketplaces invest substantial resources in attracting users and compete for market share. Intense competition high- lights the importance of pinpointing the factors affecting buyer behaviour. The study aims to identify the characteristics of Russian marketplaces that have the most profound effect on consumer choice of an e-commerce platform, using Ozon and Wildberries as examples. The theory of reasoned action constitutes the methodological basis of the study. The research methods include means clustering, the Analytic Hierarchy Process, and factor analysis. The empirical evidence is comprised of the results of two surveys: first, with the help of 230 respondents, a list of relevant marketplace characteristics was compiled that consumers pay attention to when choosing a marketplace; second, data on the preferences and socio-demographic characteristics of 478 respondents were collected. The results showed that the platforms’ key characteristics are assortment, delivery, and prior platform usage experience. On average, Wildberries has a higher platform quality index and is rated higher in terms of Website Quality and Loyalty Program parameters. Consumer preferences are heterogeneous: within the pro-Wildberries clusters, the key factors of choice are delivery, prior experience and website quality, whereas in the Ozon-dominated cluster, it is prior experience and social circle. The research findings can be utilized to devise marketing strategies, strengthen customer loyalty, and attract new customers.</p></trans-abstract><kwd-group xml:lang="en"><kwd>consumer clustering</kwd><kwd>factors behind consumer choice</kwd><kwd>ozon</kwd><kwd>wildberries</kwd><kwd>marketplace</kwd><kwd>characteristics of a marketplace</kwd><kwd>quality of a marketplace</kwd><kwd>e-Commerce</kwd></kwd-group><kwd-group xml:lang="ru"><kwd>маркетплейс</kwd><kwd>характеристики маркетплейса</kwd><kwd>качество маркетплейса</kwd><kwd>электронная коммерция</kwd><kwd>кластеризация потребителей</kwd><kwd>факторы потребительского выбора</kwd><kwd>ozon</kwd><kwd>wildberries</kwd></kwd-group></article-meta></front><back><ref-list><ref id="ref1"><mixed-citation xml:lang="en">Daviy A.O., Rebyazina V.A., Smirnova M.M. (2018). E-commerce barriers and drivers of the Russian consumers: The results of an empirical study. Vestnik Sankt-Peterburgskogo universiteta. Menedzhment / Vestnik of Saint Petersburg University. Management, vol. 17, no. 1, pp. 69–98. https://doi.org/10.21638/11701/spbu08.2018.104. (in Russ.)</mixed-citation><mixed-citation xml:lang="ru">Давий А.О., Ребязина В.А., Смирнова М.М. (2018). Барьеры и драйверы при совершении интернет-покупок в России: результаты эмпирического исследования // Вестник Санкт-Петербургского университета. Менеджмент. Т. 17, Вып. 1. С. 69-98. https://doi.org/10.21638/11701/spbu08.2018.104</mixed-citation></ref><ref id="ref2"><mixed-citation xml:lang="en">Kotelnitskaya A.A., Mirzoyan A.G. (2024). Perception of commercial advertising by generations Y and Z. Upravlenets / The Manager, vol 15, no. 5, pp. 103–115. https://doi.org/10.29141/2218-5003-2024-15-5-7. (in Russ.)</mixed-citation><mixed-citation xml:lang="ru">Котельницкая А.А., Мирзоян А.Г. (2024). Особенности восприятия коммерческой рекламы поколениями Y и Z // Управленец. Т. 15, № 5. С. 103-115. https://doi.org/10.29141/2218-5003-2024-15-5-7</mixed-citation></ref><ref id="ref3"><mixed-citation xml:lang="en">Samiev P.A., Zakirova V.R., Shvandar D.V. (2020). Ecosystems and marketplaces: Overview of the financial services market. Finansovyy zhurnal / Financial Journal, vol. 12, no. 5, pp. 86–98. https://doi.org/10.31107/2075-1990-2020-5-86-98. (in Russ.)</mixed-citation><mixed-citation xml:lang="ru">Самиев П.А., Закирова В.Р., Швандар Д.В. (2020). Экосистемы и маркетплейсы: обзор рынка финансовых услуг // Финансовый журнал. Т. 12, № 5. С. 86-98. https://doi.org/10.31107/2075-1990-2020-5-86-98</mixed-citation></ref><ref id="ref4"><mixed-citation xml:lang="en">Tunkevichus E.O., Sharko E.R., Rebyazina V.A., Musatova Zh.B. (2024). Determinants of consumer loyalty in online service. Vestnik Moskovskogo universiteta. Seriya 6. Ekonomika / Lomonosov Economics Journal, vol. 59, no. 2, pp. 234–263. https://doi. org/10.55959/MSU0130-0105-6-59-2-11. (in Russ.)</mixed-citation><mixed-citation xml:lang="ru">Тункевичус Э.О., Шарко Е.Р., Ребязина В.А., Мусатова Ж.Б. (2024). Факторы, формирующие лояльность пользователей онлайн-сервисов // Вестник Московского университета. Серия 6. Экономика. № 2. С. 234-263. https://doi.org/10.55959/ MSU0130-0105-6-59-2-11</mixed-citation></ref><ref id="ref5"><mixed-citation xml:lang="en">Sharko E.R., Ivanova A.A. (2022). Personalised marketing effect on consumer trust formation on e-grocery Russian market. Vestnik Moskovskogo universiteta. Seriya 6. Ekonomika / Lomonosov Economics Journal, no. 6, pp. 221–250. https://doi. org/10.38050/013001052022610. (in Russ.)</mixed-citation><mixed-citation xml:lang="ru">Шарко Е.Р., Иванова А.А. (2022). Влияние персонализированного маркетинга на формирование доверия у потребителей российского рынка e-grocery // Вестник Московского университета. Серия 6. Экономика. № 6. С. 221-250. https: //doi. org/10.38050/013001052022610</mixed-citation></ref><ref id="ref6"><mixed-citation xml:lang="en">Akroush M.N., Al-Debei M.M. (2015). An integrated model of factors affecting consumer attitudes towards online shopping.</mixed-citation><mixed-citation xml:lang="ru">Akroush M.N., Al-Debei M.M. (2015). An integrated model of factors affecting consumer attitudes towards online shopping.</mixed-citation></ref><ref id="ref7"><mixed-citation xml:lang="en">Business Process Management Journal, vol. 21, no. 6, pp. 1353-1376. https://doi.org/10.1108/BPMJ-02-2015-0022</mixed-citation><mixed-citation xml:lang="ru">Business Process Management Journal, vol. 21, no. 6, pp. 1353-1376. https://doi.org/10.1108/BPMJ-02-2015-0022</mixed-citation></ref><ref id="ref8"><mixed-citation xml:lang="en">Çavuşoğlu S., Dağ K. (2024). Brand experience and consumer inspiration: The mediating role of openness to experience. Upravlenets / The Manager, vol. 15, no. 3, pp. 38-56. https://doi.org/10.29141/2218-5003-2024-15-3-3.</mixed-citation><mixed-citation xml:lang="ru">Çavuşoğlu S., Dağ K. (2024). Brand experience and consumer inspiration: The mediating role of openness to experience. Upravlenets / The Manager, vol. 15, no. 3, pp. 38-56. https://doi.org/10.29141/2218-5003-2024-15-3-3.</mixed-citation></ref><ref id="ref9"><mixed-citation xml:lang="en">Chiu C.-M., Wang E.T.G., Fang Y.-H., Huang H.-Y. (2014). Understanding customers' repeat purchase intentions in B2C e-commerce: The roles of utilitarian value, hedonic value and perceived risk. Information Systems Journal, vol. 24, no. 1, pp. 85-114. https://doi.org/10.1111/j.1365-2575.2012.00407.x</mixed-citation><mixed-citation xml:lang="ru">Chiu C.-M., Wang E.T.G., Fang Y.-H., Huang H.-Y. (2014). Understanding customers' repeat purchase intentions in B2C e-commerce: The roles of utilitarian value, hedonic value and perceived risk. Information Systems Journal, vol. 24, no. 1, pp. 85-114. https://doi.org/10.1111/j.1365-2575.2012.00407.x</mixed-citation></ref><ref id="ref10"><mixed-citation xml:lang="en">Ding A.W., Li S., Chatterjee P. (2015). Learning user real-time intent for optimal dynamic web page transformation. Information Systems Research, vol. 26, no. 2, pp. 339-359. https://doi.org/10.1287/isre.2015.0568</mixed-citation><mixed-citation xml:lang="ru">Ding A.W., Li S., Chatterjee P. (2015). Learning user real-time intent for optimal dynamic web page transformation. Information Systems Research, vol. 26, no. 2, pp. 339-359. https://doi.org/10.1287/isre.2015.0568</mixed-citation></ref><ref id="ref11"><mixed-citation xml:lang="en">Farag S., Schwanen T., Dijst M., Faber J. (2007). Shopping online and/or in-store? A structural equation model of the relationships between e-shopping and in-store shopping. Transportation Research Part A: Policy and Practice, vol. 41, issue 2, pp. 125-141. https://doi.org/10.1016/j.tra.2006.02.003</mixed-citation><mixed-citation xml:lang="ru">Farag S., Schwanen T., Dijst M., Faber J. (2007). Shopping online and/or in-store? A structural equation model of the relationships between e-shopping and in-store shopping. Transportation Research Part A: Policy and Practice, vol. 41, issue 2, pp. 125-141. https://doi.org/10.1016/j.tra.2006.02.003</mixed-citation></ref><ref id="ref12"><mixed-citation xml:lang="en">Ganguly B., Dash S.B., Cyr D., Head M. (2010). The effects of website design on purchase intention in online shopping: The mediating role of trust and the moderating role of culture. International Journal of Electronic Business, vol. 8, no. 4-5, pp. 302-330. https://doi.org/10.1504/IJEB.2010.035289</mixed-citation><mixed-citation xml:lang="ru">Ganguly B., Dash S.B., Cyr D., Head M. (2010). The effects of website design on purchase intention in online shopping: The mediating role of trust and the moderating role of culture. International Journal of Electronic Business, vol. 8, no. 4-5, pp. 302-330. https://doi.org/10.1504/IJEB.2010.035289</mixed-citation></ref><ref id="ref13"><mixed-citation xml:lang="en">Girard T., Korgaonkar P., Silverblatt R. (2003). Relationship of type of product, shopping orientations, and demographics with preference for shopping on the Internet. Journal of Business and Psychology, vol. 18, no. 1, pp. 101-120. https://doi.org/10.1023/A:1025087021768</mixed-citation><mixed-citation xml:lang="ru">Girard T., Korgaonkar P., Silverblatt R. (2003). Relationship of type of product, shopping orientations, and demographics with preference for shopping on the Internet. Journal of Business and Psychology, vol. 18, no. 1, pp. 101-120. https://doi.org/10.1023/A:1025087021768</mixed-citation></ref><ref id="ref14"><mixed-citation xml:lang="en">Golan Y., Henderson J., Wilkinson N.L., Weverka A. (2019). Gendered walkability: Building a daytime walkability index for women. Journal of Transport and Land Use, vol. 12, no. 1, pp. 501-526. https://www.jstor.org/stable/26911279</mixed-citation><mixed-citation xml:lang="ru">Golan Y., Henderson J., Wilkinson N.L., Weverka A. (2019). Gendered walkability: Building a daytime walkability index for women. Journal of Transport and Land Use, vol. 12, no. 1, pp. 501-526. https://www.jstor.org/stable/26911279</mixed-citation></ref><ref id="ref15"><mixed-citation xml:lang="en">Gupta A., Su B.-C., Walter Z. (2004). An empirical study of consumer switching from traditional to electronic channels: A purchase-decision process perspective. International Journal of Electronic Commerce, vol. 8, issue 3, pp. 131-161. https://doi.org/10.1080/10864415.2004.11044302</mixed-citation><mixed-citation xml:lang="ru">Gupta A., Su B.-C., Walter Z. (2004). An empirical study of consumer switching from traditional to electronic channels: A purchase-decision process perspective. International Journal of Electronic Commerce, vol. 8, issue 3, pp. 131-161. https://doi.org/10.1080/10864415.2004.11044302</mixed-citation></ref><ref id="ref16"><mixed-citation xml:lang="en">Harker P.T., Vargas L.G. (1987). The theory of ratio scale estimation: Saaty's analytic hierarchy process. Management Science, vol. 33, no. 11, pp. 1383-1403. https://doi.org/10.1287/mnsc.33.11.1383</mixed-citation><mixed-citation xml:lang="ru">Harker P.T., Vargas L.G. (1987). The theory of ratio scale estimation: Saaty's analytic hierarchy process. Management Science, vol. 33, no. 11, pp. 1383-1403. https://doi.org/10.1287/mnsc.33.11.1383</mixed-citation></ref><ref id="ref17"><mixed-citation xml:lang="en">Hasan B. (2016). Perceived irritation in online shopping: The impact of website design characteristics. Computers in Human Behavior, vol. 54, pp. 224-230. https://doi.org/10.1016/j.chb.2015.07.056</mixed-citation><mixed-citation xml:lang="ru">Hasan B. (2016). Perceived irritation in online shopping: The impact of website design characteristics. Computers in Human Behavior, vol. 54, pp. 224-230. https://doi.org/10.1016/j.chb.2015.07.056</mixed-citation></ref><ref id="ref18"><mixed-citation xml:lang="en">Hoorn A.A.J. van. (2011). The economics of preference heterogeneity. Enschede: Ipskamp Drukkers.</mixed-citation><mixed-citation xml:lang="ru">Hoorn A.A.J. van. (2011). The economics of preference heterogeneity. Enschede: Ipskamp Drukkers.</mixed-citation></ref><ref id="ref19"><mixed-citation xml:lang="en">Hsu C.-L., Chang K.-C., Chen M.-C. (2012). The impact of website quality on customer satisfaction and purchase intention: Perceived playfulness and perceived flow as mediators. Information Systems and e-Business Management, vol. 10, pp. 549-570. https://doi.org/10.1007/s10257-011-0181-5</mixed-citation><mixed-citation xml:lang="ru">Hsu C.-L., Chang K.-C., Chen M.-C. (2012). The impact of website quality on customer satisfaction and purchase intention: Perceived playfulness and perceived flow as mediators. Information Systems and e-Business Management, vol. 10, pp. 549-570. https://doi.org/10.1007/s10257-011-0181-5</mixed-citation></ref><ref id="ref20"><mixed-citation xml:lang="en">Hung A. (2021). Keeping consumers in the dark: Addressing ‘nagging' concerns and injury. Columbia Law Review, vol. 121, no. 8. https://doi.org/10.2139/ssrn.3803936</mixed-citation><mixed-citation xml:lang="ru">Hung A. (2021). Keeping consumers in the dark: Addressing ‘nagging' concerns and injury. Columbia Law Review, vol. 121, no. 8. https://doi.org/10.2139/ssrn.3803936</mixed-citation></ref><ref id="ref21"><mixed-citation xml:lang="en">Jiang L.(A.), Yang Z., Jun M. (2013). Measuring consumer perceptions of online shopping convenience. Journal of Service Management, vol. 24, no. 2, pp. 191-214. https://doi.org/10.1108/09564231311323962</mixed-citation><mixed-citation xml:lang="ru">Jiang L.(A.), Yang Z., Jun M. (2013). Measuring consumer perceptions of online shopping convenience. Journal of Service Management, vol. 24, no. 2, pp. 191-214. https://doi.org/10.1108/09564231311323962</mixed-citation></ref><ref id="ref22"><mixed-citation xml:lang="en">Kalia P., Arora R., Kumalo S. (2016). E-service quality, consumer satisfaction and future purchase intentions in e-retail. E-Service Journal, vol. 10, no. 1, pp. 24-41. https://doi.org/10.2979/eservicej.10.1.02</mixed-citation><mixed-citation xml:lang="ru">Kalia P., Arora R., Kumalo S. (2016). E-service quality, consumer satisfaction and future purchase intentions in e-retail. E-Service Journal, vol. 10, no. 1, pp. 24-41. https://doi.org/10.2979/eservicej.10.1.02</mixed-citation></ref><ref id="ref23"><mixed-citation xml:lang="en">Li H., Kuo C., Rusell M.G. (1999). The impact of perceived channel utilities, shopping orientations, and demographics on the consumer's online buying behavior. Journal of Computer-Mediated Communication, vol. 5, issue 2. https://doi.org/10.1111/j.1083-6101.1999.tb00336.x</mixed-citation><mixed-citation xml:lang="ru">Li H., Kuo C., Rusell M.G. (1999). The impact of perceived channel utilities, shopping orientations, and demographics on the consumer's online buying behavior. Journal of Computer-Mediated Communication, vol. 5, issue 2. https://doi.org/10.1111/j.1083-6101.1999.tb00336.x</mixed-citation></ref><ref id="ref24"><mixed-citation xml:lang="en">Lin X., Featherman M., Brooks S.L., Hajli N. (2019). Exploring gender differences in online consumer purchase decision making: An online product presentation perspective. Information Systems Frontiers, vol. 21, pp. 1187-1201. https://doi.org/10.1007/s10796-018-9831-1</mixed-citation><mixed-citation xml:lang="ru">Lin X., Featherman M., Brooks S.L., Hajli N. (2019). Exploring gender differences in online consumer purchase decision making: An online product presentation perspective. Information Systems Frontiers, vol. 21, pp. 1187-1201. https://doi.org/10.1007/s10796-018-9831-1</mixed-citation></ref><ref id="ref25"><mixed-citation xml:lang="en">Mallapragada G., Chandukala S.R., Liu Q. (2016). Exploring the effects of "what" (product) and "where" (website) characteristics on online shopping behavior. Journal of Marketing, vol. 80, no. 2, pp. 21-38. https://doi.org/10.1509/jm.15.0138</mixed-citation><mixed-citation xml:lang="ru">Mallapragada G., Chandukala S.R., Liu Q. (2016). Exploring the effects of "what" (product) and "where" (website) characteristics on online shopping behavior. Journal of Marketing, vol. 80, no. 2, pp. 21-38. https://doi.org/10.1509/jm.15.0138</mixed-citation></ref><ref id="ref26"><mixed-citation xml:lang="en">Nagpal R., Mehrotra D., Bhatia P.K. (2016). Usability evaluation of website using combined weighted method: Fuzzy AHP and entropy approach. International Journal of System Assurance Engineering and Management, vol. 7, no. 4, pp. 408-417. https://doi.org/10.1007/s13198-016-0462-y</mixed-citation><mixed-citation xml:lang="ru">Nagpal R., Mehrotra D., Bhatia P.K. (2016). Usability evaluation of website using combined weighted method: Fuzzy AHP and entropy approach. International Journal of System Assurance Engineering and Management, vol. 7, no. 4, pp. 408-417. https://doi.org/10.1007/s13198-016-0462-y</mixed-citation></ref><ref id="ref27"><mixed-citation xml:lang="en">Nguyen D.H., de Leeuw S., Dullaert W.E.H. (2018). Consumer behaviour and order fulfilment in online retailing: A systematic review. International Journal of Management Reviews, vol. 20, issue 2, pp. 255-276. https://doi.org/10.1111/ijmr.12129</mixed-citation><mixed-citation xml:lang="ru">Nguyen D.H., de Leeuw S., Dullaert W.E.H. (2018). Consumer behaviour and order fulfilment in online retailing: A systematic review. International Journal of Management Reviews, vol. 20, issue 2, pp. 255-276. https://doi.org/10.1111/ijmr.12129</mixed-citation></ref><ref id="ref28"><mixed-citation xml:lang="en">Nöteberg A., Christiaanse E., Wallage P. (2003). Consumer trust in electronic channels: The impact of electronic commerce assurance on consumers' purchasing likelihood and risk perceptions. E-Service Journal, vol. 2, no. 2, pp. 46-67. https://doi.org/10.2979/esj.2003.2.2.46</mixed-citation><mixed-citation xml:lang="ru">Nöteberg A., Christiaanse E., Wallage P. (2003). Consumer trust in electronic channels: The impact of electronic commerce assurance on consumers' purchasing likelihood and risk perceptions. E-Service Journal, vol. 2, no. 2, pp. 46-67. https://doi.org/10.2979/esj.2003.2.2.46</mixed-citation></ref><ref id="ref29"><mixed-citation xml:lang="en">Oliveira T., Alhinho M., Rita P., Dhillon G. (2017). Modelling and testing consumer trust dimensions in e-commerce. Computers in Human Behavior, vol. 71, pp. 153-164. https://doi.org/10.1016/j.chb.2017.01.050</mixed-citation><mixed-citation xml:lang="ru">Oliveira T., Alhinho M., Rita P., Dhillon G. (2017). Modelling and testing consumer trust dimensions in e-commerce. Computers in Human Behavior, vol. 71, pp. 153-164. https://doi.org/10.1016/j.chb.2017.01.050</mixed-citation></ref><ref id="ref30"><mixed-citation xml:lang="en">Pappas I.O., Pateli A.G., Giannakos M.N., Chrissikopoulos V. (2014). Moderating effects of online shopping experience on customer satisfaction and repurchase intentions. International Journal of Retail &amp; Distribution Management, vol. 42, no. 3, pp. 187-204. https://doi.org/10.1108/IJRDM-03-2012-0034</mixed-citation><mixed-citation xml:lang="ru">Pappas I.O., Pateli A.G., Giannakos M.N., Chrissikopoulos V. (2014). Moderating effects of online shopping experience on customer satisfaction and repurchase intentions. International Journal of Retail &amp; Distribution Management, vol. 42, no. 3, pp. 187-204. https://doi.org/10.1108/IJRDM-03-2012-0034</mixed-citation></ref><ref id="ref31"><mixed-citation xml:lang="en">Parboteeah D.V., Valacich J.S., Wells J.D. (2009). The influence of website characteristics on a consumer's urge to buy impulsively. Information Systems Research, vol. 20, no. 1, pp. 60-78. https://doi.org/10.1287/isre.1070.0157</mixed-citation><mixed-citation xml:lang="ru">Parboteeah D.V., Valacich J.S., Wells J.D. (2009). The influence of website characteristics on a consumer's urge to buy impulsively. Information Systems Research, vol. 20, no. 1, pp. 60-78. https://doi.org/10.1287/isre.1070.0157</mixed-citation></ref><ref id="ref32"><mixed-citation xml:lang="en">Pereira H.G., Salgueiro M.F., Rita P. (2016). Online purchase determinants of loyalty: The mediating effect of satisfaction in tourism. Journal of Retailing and Consumer Services, vol. 30, pp. 279-291. https://doi.org/10.1016/j.jretconser.2016.01.003</mixed-citation><mixed-citation xml:lang="ru">Pereira H.G., Salgueiro M.F., Rita P. (2016). Online purchase determinants of loyalty: The mediating effect of satisfaction in tourism. Journal of Retailing and Consumer Services, vol. 30, pp. 279-291. https://doi.org/10.1016/j.jretconser.2016.01.003</mixed-citation></ref><ref id="ref33"><mixed-citation xml:lang="en">Prasetyo Y.T., Fuente D.G.D.D. (2020). Determinant factors affecting customer satisfaction among Filipinos in Lazada online shopping during COVID-19 pandemic: A structural equation modeling approach (pp. 48-52). In: Proc. of the 7th International Conference on Frontiers of Industrial Engineering (ICFIE). Singapore: Institute of Electrical and Electronics Engineers.</mixed-citation><mixed-citation xml:lang="ru">Prasetyo Y.T., Fuente D.G.D.D. (2020). Determinant factors affecting customer satisfaction among Filipinos in Lazada online shopping during COVID-19 pandemic: A structural equation modeling approach (pp. 48-52). In: Proc. of the 7th International Conference on Frontiers of Industrial Engineering (ICFIE). Singapore: Institute of Electrical and Electronics Engineers.</mixed-citation></ref><ref id="ref34"><mixed-citation xml:lang="en">Rita P., Oliveira T., Farisa A. (2019). The impact of e-service quality and customer satisfaction on customer behavior in online shopping. Heliyon, vol. 5, issue 10, e02690. https://doi.org/10.1016/j.heliyon.2019.e02690</mixed-citation><mixed-citation xml:lang="ru">Rita P., Oliveira T., Farisa A. (2019). The impact of e-service quality and customer satisfaction on customer behavior in online shopping. Heliyon, vol. 5, issue 10, e02690. https://doi.org/10.1016/j.heliyon.2019.e02690</mixed-citation></ref><ref id="ref35"><mixed-citation xml:lang="en">Saaty R.W. (1987). The analytic hierarchy process - What it is and how it is used. Mathematical Modelling, vol. 9, no. 3-5, pp. 161-176. https://doi.org/10.1016/0270-0255(87)90473-8</mixed-citation><mixed-citation xml:lang="ru">Saaty R.W. (1987). The analytic hierarchy process - What it is and how it is used. Mathematical Modelling, vol. 9, no. 3-5, pp. 161-176. https://doi.org/10.1016/0270-0255(87)90473-8</mixed-citation></ref><ref id="ref36"><mixed-citation xml:lang="en">Saaty T.L. (2008). Decision making with the analytic hierarchy process. International Journal of Services Sciences, vol. 1, no. 1, pp. 83-98. https://doi.org/10.1504/IJSSCI.2008.017590</mixed-citation><mixed-citation xml:lang="ru">Saaty T.L. (2008). Decision making with the analytic hierarchy process. International Journal of Services Sciences, vol. 1, no. 1, pp. 83-98. https://doi.org/10.1504/IJSSCI.2008.017590</mixed-citation></ref><ref id="ref37"><mixed-citation xml:lang="en">Yilmaz Z. (2022). Ranking online shopping websites by considering the criteria weights. Journal of Business Research, vol. 144, pp. 497-512. https://doi.org/10.1016/j.jbusres.2022.02.018</mixed-citation><mixed-citation xml:lang="ru">Yilmaz Z. (2022). Ranking online shopping websites by considering the criteria weights. Journal of Business Research, vol. 144, pp. 497-512. https://doi.org/10.1016/j.jbusres.2022.02.018</mixed-citation></ref><ref id="ref38"><mixed-citation xml:lang="en">Zhang Y., Trusov M., Stephen A.T., Jamal Z. (2017). Online shopping and social media: Friends or foes? Journal of Marketing, vol. 81, no. 6, pp. 24-41. https://doi.org/10.1509/jm.14.0344</mixed-citation><mixed-citation xml:lang="ru">Zhang Y., Trusov M., Stephen A.T., Jamal Z. (2017). Online shopping and social media: Friends or foes? Journal of Marketing, vol. 81, no. 6, pp. 24-41. https://doi.org/10.1509/jm.14.0344</mixed-citation></ref><ref id="ref39"><mixed-citation xml:lang="ru">Hoorn A.A.J. van. (2011). The economics of preference heterogeneity. Enschede: Ipskamp Drukkers.</mixed-citation></ref><ref id="ref40"><mixed-citation xml:lang="ru">Daviy A.O., Rebyazina V.A., Smirnova M.M. (2018). E-commerce barriers and drivers of the Russian consumers: The results of an empirical study. Vestnik Sankt-Peterburgskogo universiteta. Menedzhment / Vestnik of Saint Petersburg University. Management, vol. 17, no. 1, pp. 69–98. https://doi.org/10.21638/11701/spbu08.2018.104. (in Russ.)</mixed-citation></ref><ref id="ref41"><mixed-citation xml:lang="ru">Kotelnitskaya A.A., Mirzoyan A.G. (2024). Perception of commercial advertising by generations Y and Z. Upravlenets / The Manager, vol 15, no. 5, pp. 103–115. https://doi.org/10.29141/2218-5003-2024-15-5-7. (in Russ.)</mixed-citation></ref><ref id="ref42"><mixed-citation xml:lang="ru">Samiev P.A., Zakirova V.R., Shvandar D.V. (2020). Ecosystems and marketplaces: Overview of the financial services market. Finansovyy zhurnal / Financial Journal, vol. 12, no. 5, pp. 86–98. https://doi.org/10.31107/2075-1990-2020-5-86-98. (in Russ.)</mixed-citation></ref><ref id="ref43"><mixed-citation xml:lang="ru">Tunkevichus E.O., Sharko E.R., Rebyazina V.A., Musatova Zh.B. (2024). Determinants of consumer loyalty in online service. Vestnik Moskovskogo universiteta. Seriya 6. Ekonomika / Lomonosov Economics Journal, vol. 59, no. 2, pp. 234–263. https://doi. org/10.55959/MSU0130-0105-6-59-2-11. (in Russ.)</mixed-citation></ref><ref id="ref44"><mixed-citation xml:lang="ru">Sharko E.R., Ivanova A.A. (2022). Personalised marketing effect on consumer trust formation on e-grocery Russian market. Vestnik Moskovskogo universiteta. Seriya 6. Ekonomika / Lomonosov Economics Journal, no. 6, pp. 221–250. https://doi. org/10.38050/013001052022610. (in Russ.)</mixed-citation></ref><ref id="ref45"><mixed-citation xml:lang="ru">Akroush M.N., Al-Debei M.M. (2015). An integrated model of factors affecting consumer attitudes towards online shopping.</mixed-citation></ref><ref id="ref46"><mixed-citation xml:lang="ru">Business Process Management Journal, vol. 21, no. 6, pp. 1353-1376. https://doi.org/10.1108/BPMJ-02-2015-0022</mixed-citation></ref><ref id="ref47"><mixed-citation xml:lang="ru">Çavuşoğlu S., Dağ K. (2024). Brand experience and consumer inspiration: The mediating role of openness to experience. Upravlenets / The Manager, vol. 15, no. 3, pp. 38-56. https://doi.org/10.29141/2218-5003-2024-15-3-3.</mixed-citation></ref><ref id="ref48"><mixed-citation xml:lang="ru">Chiu C.-M., Wang E.T.G., Fang Y.-H., Huang H.-Y. (2014). Understanding customers' repeat purchase intentions in B2C e-commerce: The roles of utilitarian value, hedonic value and perceived risk. Information Systems Journal, vol. 24, no. 1, pp. 85-114. https://doi.org/10.1111/j.1365-2575.2012.00407.x</mixed-citation></ref><ref id="ref49"><mixed-citation xml:lang="ru">Ding A.W., Li S., Chatterjee P. (2015). Learning user real-time intent for optimal dynamic web page transformation. Information Systems Research, vol. 26, no. 2, pp. 339-359. https://doi.org/10.1287/isre.2015.0568</mixed-citation></ref><ref id="ref50"><mixed-citation xml:lang="ru">Farag S., Schwanen T., Dijst M., Faber J. (2007). Shopping online and/or in-store? A structural equation model of the relationships between e-shopping and in-store shopping. Transportation Research Part A: Policy and Practice, vol. 41, issue 2, pp. 125-141. https://doi.org/10.1016/j.tra.2006.02.003</mixed-citation></ref><ref id="ref51"><mixed-citation xml:lang="ru">Ganguly B., Dash S.B., Cyr D., Head M. (2010). The effects of website design on purchase intention in online shopping: The mediating role of trust and the moderating role of culture. International Journal of Electronic Business, vol. 8, no. 4-5, pp. 302-330. https://doi.org/10.1504/IJEB.2010.035289</mixed-citation></ref><ref id="ref52"><mixed-citation xml:lang="ru">Girard T., Korgaonkar P., Silverblatt R. (2003). Relationship of type of product, shopping orientations, and demographics with preference for shopping on the Internet. Journal of Business and Psychology, vol. 18, no. 1, pp. 101-120. https://doi.org/10.1023/A:1025087021768</mixed-citation></ref><ref id="ref53"><mixed-citation xml:lang="ru">Golan Y., Henderson J., Wilkinson N.L., Weverka A. (2019). Gendered walkability: Building a daytime walkability index for women. Journal of Transport and Land Use, vol. 12, no. 1, pp. 501-526. https://www.jstor.org/stable/26911279</mixed-citation></ref><ref id="ref54"><mixed-citation xml:lang="ru">Gupta A., Su B.-C., Walter Z. (2004). An empirical study of consumer switching from traditional to electronic channels: A purchase-decision process perspective. International Journal of Electronic Commerce, vol. 8, issue 3, pp. 131-161. https://doi.org/10.1080/10864415.2004.11044302</mixed-citation></ref><ref id="ref55"><mixed-citation xml:lang="ru">Harker P.T., Vargas L.G. (1987). The theory of ratio scale estimation: Saaty's analytic hierarchy process. Management Science, vol. 33, no. 11, pp. 1383-1403. https://doi.org/10.1287/mnsc.33.11.1383</mixed-citation></ref><ref id="ref56"><mixed-citation xml:lang="ru">Hasan B. (2016). Perceived irritation in online shopping: The impact of website design characteristics. Computers in Human Behavior, vol. 54, pp. 224-230. https://doi.org/10.1016/j.chb.2015.07.056</mixed-citation></ref><ref id="ref57"><mixed-citation xml:lang="ru">Hsu C.-L., Chang K.-C., Chen M.-C. (2012). The impact of website quality on customer satisfaction and purchase intention: Perceived playfulness and perceived flow as mediators. Information Systems and e-Business Management, vol. 10, pp. 549-570. https://doi.org/10.1007/s10257-011-0181-5</mixed-citation></ref><ref id="ref58"><mixed-citation xml:lang="ru">Hung A. (2021). Keeping consumers in the dark: Addressing ‘nagging' concerns and injury. Columbia Law Review, vol. 121, no. 8. https://doi.org/10.2139/ssrn.3803936</mixed-citation></ref><ref id="ref59"><mixed-citation xml:lang="ru">Jiang L.(A.), Yang Z., Jun M. (2013). Measuring consumer perceptions of online shopping convenience. Journal of Service Management, vol. 24, no. 2, pp. 191-214. https://doi.org/10.1108/09564231311323962</mixed-citation></ref><ref id="ref60"><mixed-citation xml:lang="ru">Kalia P., Arora R., Kumalo S. (2016). E-service quality, consumer satisfaction and future purchase intentions in e-retail. E-Service Journal, vol. 10, no. 1, pp. 24-41. https://doi.org/10.2979/eservicej.10.1.02</mixed-citation></ref><ref id="ref61"><mixed-citation xml:lang="ru">Li H., Kuo C., Rusell M.G. (1999). The impact of perceived channel utilities, shopping orientations, and demographics on the consumer's online buying behavior. Journal of Computer-Mediated Communication, vol. 5, issue 2. https://doi.org/10.1111/j.1083-6101.1999.tb00336.x</mixed-citation></ref><ref id="ref62"><mixed-citation xml:lang="ru">Lin X., Featherman M., Brooks S.L., Hajli N. (2019). Exploring gender differences in online consumer purchase decision making: An online product presentation perspective. Information Systems Frontiers, vol. 21, pp. 1187-1201. https://doi.org/10.1007/s10796-018-9831-1</mixed-citation></ref><ref id="ref63"><mixed-citation xml:lang="ru">Mallapragada G., Chandukala S.R., Liu Q. (2016). Exploring the effects of "what" (product) and "where" (website) characteristics on online shopping behavior. Journal of Marketing, vol. 80, no. 2, pp. 21-38. https://doi.org/10.1509/jm.15.0138</mixed-citation></ref><ref id="ref64"><mixed-citation xml:lang="ru">Nagpal R., Mehrotra D., Bhatia P.K. (2016). Usability evaluation of website using combined weighted method: Fuzzy AHP and entropy approach. International Journal of System Assurance Engineering and Management, vol. 7, no. 4, pp. 408-417. https://doi.org/10.1007/s13198-016-0462-y</mixed-citation></ref><ref id="ref65"><mixed-citation xml:lang="ru">Nguyen D.H., de Leeuw S., Dullaert W.E.H. (2018). Consumer behaviour and order fulfilment in online retailing: A systematic review. International Journal of Management Reviews, vol. 20, issue 2, pp. 255-276. https://doi.org/10.1111/ijmr.12129</mixed-citation></ref><ref id="ref66"><mixed-citation xml:lang="ru">Nöteberg A., Christiaanse E., Wallage P. (2003). Consumer trust in electronic channels: The impact of electronic commerce assurance on consumers' purchasing likelihood and risk perceptions. E-Service Journal, vol. 2, no. 2, pp. 46-67. https://doi.org/10.2979/esj.2003.2.2.46</mixed-citation></ref><ref id="ref67"><mixed-citation xml:lang="ru">Oliveira T., Alhinho M., Rita P., Dhillon G. (2017). Modelling and testing consumer trust dimensions in e-commerce. Computers in Human Behavior, vol. 71, pp. 153-164. https://doi.org/10.1016/j.chb.2017.01.050</mixed-citation></ref><ref id="ref68"><mixed-citation xml:lang="ru">Pappas I.O., Pateli A.G., Giannakos M.N., Chrissikopoulos V. (2014). Moderating effects of online shopping experience on customer satisfaction and repurchase intentions. International Journal of Retail &amp; Distribution Management, vol. 42, no. 3, pp. 187-204. https://doi.org/10.1108/IJRDM-03-2012-0034</mixed-citation></ref><ref id="ref69"><mixed-citation xml:lang="ru">Parboteeah D.V., Valacich J.S., Wells J.D. (2009). The influence of website characteristics on a consumer's urge to buy impulsively. Information Systems Research, vol. 20, no. 1, pp. 60-78. https://doi.org/10.1287/isre.1070.0157</mixed-citation></ref><ref id="ref70"><mixed-citation xml:lang="ru">Pereira H.G., Salgueiro M.F., Rita P. (2016). Online purchase determinants of loyalty: The mediating effect of satisfaction in tourism. Journal of Retailing and Consumer Services, vol. 30, pp. 279-291. https://doi.org/10.1016/j.jretconser.2016.01.003</mixed-citation></ref><ref id="ref71"><mixed-citation xml:lang="ru">Prasetyo Y.T., Fuente D.G.D.D. (2020). Determinant factors affecting customer satisfaction among Filipinos in Lazada online shopping during COVID-19 pandemic: A structural equation modeling approach (pp. 48-52). In: Proc. of the 7th International Conference on Frontiers of Industrial Engineering (ICFIE). Singapore: Institute of Electrical and Electronics Engineers.</mixed-citation></ref><ref id="ref72"><mixed-citation xml:lang="ru">Rita P., Oliveira T., Farisa A. (2019). The impact of e-service quality and customer satisfaction on customer behavior in online shopping. Heliyon, vol. 5, issue 10, e02690. https://doi.org/10.1016/j.heliyon.2019.e02690</mixed-citation></ref><ref id="ref73"><mixed-citation xml:lang="ru">Saaty R.W. (1987). The analytic hierarchy process - What it is and how it is used. Mathematical Modelling, vol. 9, no. 3-5, pp. 161-176. https://doi.org/10.1016/0270-0255(87)90473-8</mixed-citation></ref><ref id="ref74"><mixed-citation xml:lang="ru">Saaty T.L. (2008). Decision making with the analytic hierarchy process. International Journal of Services Sciences, vol. 1, no. 1, pp. 83-98. https://doi.org/10.1504/IJSSCI.2008.017590</mixed-citation></ref><ref id="ref75"><mixed-citation xml:lang="ru">Yilmaz Z. (2022). Ranking online shopping websites by considering the criteria weights. Journal of Business Research, vol. 144, pp. 497-512. https://doi.org/10.1016/j.jbusres.2022.02.018</mixed-citation></ref><ref id="ref76"><mixed-citation xml:lang="ru">Zhang Y., Trusov M., Stephen A.T., Jamal Z. (2017). Online shopping and social media: Friends or foes? Journal of Marketing, vol. 81, no. 6, pp. 24-41. https://doi.org/10.1509/jm.14.0344</mixed-citation></ref></ref-list></back></article>
