<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3.dtd">
<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">finance</journal-id><journal-title-group><journal-title xml:lang="ru">Финансы: теория и практика/Finance: Theory and Practice</journal-title><trans-title-group xml:lang="en"><trans-title>Finance: Theory and Practice</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2587-5671</issn><issn pub-type="epub">2587-7089</issn><publisher><publisher-name>Financial University under The Government of Russian Federation</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.26794/2587-5671-2025-29-6-18-31</article-id><article-id custom-type="elpub" pub-id-type="custom">finance-4075</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>ИНВЕСТИЦИОННАЯ ПОЛИТИКА</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>INVESTMENT POlICY</subject></subj-group></article-categories><title-group><article-title>Влияние раскрытия социальных аспектов ESG-показателей на стоимость акций китайских компаний</article-title><trans-title-group xml:lang="en"><trans-title>The Impact of ESG Social Aspects Disclosure on the Stock Prices of Chinese Companies</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-3381-6116</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Федорова</surname><given-names>Е. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Fedorova</surname><given-names>E. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Елена Анатольевна Федорова – доктор экономических наук, профессор кафедры корпоративных финансов и корпоративного управления</p><p>Москва</p></bio><bio xml:lang="en"><p>Elena A. Fedorova – Dr. Sci. (Econ.), Prof., Department of Corporate Finance and Corporate Management</p><p>Moscow</p></bio><email xlink:type="simple">EAFedorova@fa.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/0000-0003-4862-5440</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Федотова</surname><given-names>М. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Fedotova</surname><given-names>M. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Марина Алексеевна Федотова – доктор экономических наук, доцент, профессор кафедры корпоративных финансов и корпоративного управления</p><p>Москва</p></bio><bio xml:lang="en"><p>Marina A. Fedotova – Dr. Sci. (Econ.), Prof., Department of Corporate Finance and Corporate Management</p><p>Moscow</p></bio><email xlink:type="simple">MFedotova@fa.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/0000-0002-0065-9644</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Слепнева</surname><given-names>Т. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Slepneva</surname><given-names>T. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Татьяна Александровна Слепнева – кандидат экономических наук, профессор кафедры корпоративных финансов и корпоративного управления</p><p>Москва</p></bio><bio xml:lang="en"><p>Tatyana A. Slepneva – Cand. Sci. (Econ.), Prof., Department of Corporate Finance and CorporateManagement</p><p>Moscow</p></bio><email xlink:type="simple">TASlepneva@fa.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/0000-0003-4070-3715</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Демин</surname><given-names>И. С.</given-names></name><name name-style="western" xml:lang="en"><surname>Demin</surname><given-names>I. S.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Игорь Святославович Демин – доктор экономических наук, профессор кафедры искусственного интеллекта факультета информационных технологий и анализа больших данных</p><p>Москва</p></bio><bio xml:lang="en"><p>Igor S. Demin – Dr. Sci. (Econ.), Prof., Department of Artificial Intelligence, Faculty of Information Technology and Big Data Analysis</p><p>Moscow</p></bio><email xlink:type="simple">ig.demin@gmail.com</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Финансовый университет при Правительстве Российской Федерации</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Financial University under the Government of the Russian Federation</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2025</year></pub-date><pub-date pub-type="epub"><day>29</day><month>12</month><year>2025</year></pub-date><volume>29</volume><issue>6</issue><fpage>18</fpage><lpage>31</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Федорова Е.А., Федотова М.А., Слепнева Т.А., Демин И.С., 2025</copyright-statement><copyright-year>2025</copyright-year><copyright-holder xml:lang="ru">Федорова Е.А., Федотова М.А., Слепнева Т.А., Демин И.С.</copyright-holder><copyright-holder xml:lang="en">Fedorova E.A., Fedotova M.A., Slepneva T.A., Demin I.S.</copyright-holder><license xml:lang="ru" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>Данная работа распространяется под лицензией Creative Commons Attribution 4.0.</license-p></license><license xml:lang="en" 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://financetp.fa.ru/jour/article/view/4075">https://financetp.fa.ru/jour/article/view/4075</self-uri><abstract><p>Целью исследования является оценка влияния раскрытия социального аспекта нефинансовой корпоративной отчетности на стоимость акций компаний в периоды до и после пандемии коронавируса.</p><p>Методология исследования включает панельную регрессию, текстовый анализ и анализ количественных показателей социальной наполняемости годовой отчетности компаний. По результатам машинного обучения, проведения тематического моделирования LDA составлены основные «топики» слов. Они выбраны в результате исследования российских особенностей и менталитета инвесторов с учетом того, на что они обращают внимание в первую очередь, изучая социальную политику компании. Результаты исследования показали, что в период 2021–2022 гг. социальные факторы стали занимать более важную роль в процессе формирования инвестиционной привлекательности. Оценка показателей за два периода, именуемые «доковидным» и «постковидным», дала возможность доказать увеличение количества значимых социальных факторов на стоимость акций компании. Так, если в 2018–2019 гг. было выявлено всего 3 значимых показателя, то в 2020–2021 гг. их количество выросло до 9, что подтверждает гипотезу. Было выявлено, что показатели социальной политики имеют как прямую зависимость (условия труда, среднее количество часов обучения), так и обратную (обучение сотрудников компании технике безопасности на рабочем месте, травматизм, социальные инвестиции).</p><p>Выводы: подтверждается теоретический вклад сигнальной теории, так как именно сигналы, связанные с социальной политикой, оказывают влияние на инвесторов и принимаемые ими решения.</p></abstract><trans-abstract xml:lang="en"><p>The purpose of this study is to assess the impact of social disclosure in non-financial corporate reporting on company stock prices in the periods before and after the coronavirus pandemic.</p><p>The study methodology includes panel regression, text analysis, and quantitative analysis of social content indicators in companies’ annual reports. Machine learning and LDA were used to generate key word «topics». These were selected based on research into Russian investor characteristics and mentality: these were the primary factors investors pay attention to when examining a company’s social policy.  Results: The study revealed that social factors assumed a more significant role in shaping investment attractiveness in 2021–2022. Assessing indicators for two periods, referred to as «pre-COVID» and «post-COVID», demonstrated an increase in the number of significant social factors influencing company stock prices. Thus, in 2018–2019, we identified only three significant indicators, but in 2020–2021, we identified nine significant social variables, thereby confirming Hypothesis 3. Social policy indicators were found to have both a direct relationship (working conditions, average number of hours of training) and an inverse relationship (average salary, injury rate, social investment).</p><p>Conclusions: the theoretical contribution of signaling theory is confirmed, as it is signals related to social policy that influence investors and their decisions.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>ESG-показатели</kwd><kwd>социальная политика</kwd><kwd>корпорация</kwd><kwd>бизнес</kwd><kwd>денежные потоки</kwd><kwd>инвестиционная стоимость</kwd><kwd>китайские компании</kwd><kwd>бетта-показатели</kwd><kwd>акции</kwd></kwd-group><kwd-group xml:lang="en"><kwd>ESG indicators</kwd><kwd>social policy</kwd><kwd>corporation</kwd><kwd>business</kwd><kwd>cash flows</kwd><kwd>investment value</kwd><kwd>Chinese companies</kwd><kwd>beta indicators</kwd><kwd>shares</kwd></kwd-group><funding-group><funding-statement xml:lang="ru">Статья подготовлена по результатам исследований, выполненных за счет бюджетных средств по государственному заданию Финансовому университету при Правительстве Российской Федерации на 2025 год. Финансовый университет при Правительстве Российской Федерации, Москва, Российская Федерация.</funding-statement><funding-statement xml:lang="en">This article was prepared based on the results of research conducted with budgetary funds under a state assignment for the Financial University under the Government of the Russian Federation for 2025. Financial University under the Government of the Russian Federation, Moscow, Russian Federation.</funding-statement></funding-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Borges M. L., Anholon R., Cooper Ordo˜nez R.E., et al. Corporate Social Responsibility (CSR) practices developed by Brazilian companies: An exploratory study. International Journal of Sustainable Development and World Ecology. 2018;25(6):509–517. DOI: 10.1080/13504509.2017.1416700</mixed-citation><mixed-citation xml:lang="en">Borges M. L., Anholon R., Cooper Ordo˜nez R.E., et al. Corporate Social Responsibility (CSR) practices developed by Brazilian companies: An exploratory study. International Journal of Sustainable Development and World Ecology. 2018;25(6):509–517. DOI: 10.1080/13504509.2017.1416700</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Di Giuli A., Kostovetsky L. Are red or blue companies more likely to go green? Politics and corporate social responsibility. Journal of Financial Economics. 2014;111(1):158–180. DOI: 10.1016/j.jfineco.2013.10.002</mixed-citation><mixed-citation xml:lang="en">Di Giuli A., Kostovetsky L. Are red or blue companies more likely to go green? Politics and corporate social responsibility. Journal of Financial Economics. 2014;111(1):158–180. DOI: 10.1016/j.jfineco.2013.10.002</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Campbell L., Gulas C. S., Gruca T. S. Corporate giving behavior and decision-maker social consciousness. Journal of Business Ethics. 1999;19(4):375–383. DOI: 10.1023/A:1006080417909</mixed-citation><mixed-citation xml:lang="en">Campbell L., Gulas C. S., Gruca T. S. Corporate giving behavior and decision-maker social consciousness. Journal of Business Ethics. 1999;19(4):375–383. DOI: 10.1023/A:1006080417909</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Godfrey P. C., Merrill C. B., Hansen J. M. The relationship between corporate social responsibility and shareholder value: An empirical test of the risk management hypothesis. Strategic Management Journal. 2009;30(4):425–445. DOI: 10.1002/smj.750</mixed-citation><mixed-citation xml:lang="en">Godfrey P. C., Merrill C. B., Hansen J. M. The relationship between corporate social responsibility and shareholder value: An empirical test of the risk management hypothesis. Strategic Management Journal. 2009;30(4):425–445. DOI: 10.1002/smj.750</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Cazeri G. T., Anholon R., da Silva D., et al. An assessment of the integration between corporate social responsibility practices and management systems in Brazil aiming at sustainability in enterprises. Journal of Cleaner Production. 2018;182:746–754. DOI: 10.1016/j.jclepro.2018.02.023</mixed-citation><mixed-citation xml:lang="en">Cazeri G. T., Anholon R., da Silva D., et al. An assessment of the integration between corporate social responsibility practices and management systems in Brazil aiming at sustainability in enterprises. Journal of Cleaner Production. 2018;182:746–754. DOI: 10.1016/j.jclepro.2018.02.023</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Carvalho S. W., Sen S., de Oliveira Mota M., de Lima R. C. Consumer reactions to CSR: A Brazilian perspective. Journal of Business Ethics. 2010;91(S 2):291–310. DOI: 10.1007/s10551–010–0620–0</mixed-citation><mixed-citation xml:lang="en">Carvalho S. W., Sen S., de Oliveira Mota M., de Lima R. C. Consumer reactions to CSR: A Brazilian perspective. Journal of Business Ethics. 2010;91(S 2):291–310. DOI: 10.1007/s10551–010–0620–0</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Hanaysha J. R. Customer retention and the mediating role of perceived value in retail industry. World Journal of Entrepreneurship, Management and Sustainable Development. 2018;14(1):2–24. DOI: 10.1108/WJEMSD-06–2017–0035</mixed-citation><mixed-citation xml:lang="en">Hanaysha J. R. Customer retention and the mediating role of perceived value in retail industry. World Journal of Entrepreneurship, Management and Sustainable Development. 2018;14(1):2–24. DOI: 10.1108/WJEMSD-06–2017–0035</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Bhattacharya S. Imperfect information, dividend policy, and “the bird in the hand” fallacy. The Bell Journal of Economics. 1979;10(1):259–270. DOI: 10.2307/3003330</mixed-citation><mixed-citation xml:lang="en">Bhattacharya S. Imperfect information, dividend policy, and “the bird in the hand” fallacy. The Bell Journal of Economics. 1979;10(1):259–270. DOI: 10.2307/3003330</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Jensen M. C. Agency costs of free cash flow, corporate finance, and takeovers. The American Economic Review. 1986;76(2):323–329.</mixed-citation><mixed-citation xml:lang="en">Jensen M. C. Agency costs of free cash flow, corporate finance, and takeovers. The American Economic Review. 1986;76(2):323–329.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Столбов М. И., Щепелева М. А. Влияние ESG-факторов на финансовую стабильность. Вопросы экономики. 2022;(11):136–148. DOI: 10.32609/0042–8736–2022–11–136–148</mixed-citation><mixed-citation xml:lang="en">Stolbov M. I., Shchepeleva M. A. The impact of ESG factors on financial stability. Voprosy ekonomiki. 2022;(11):136–148. (In Russ.). DOI: 10.32609/0042–8736–2022–11–136–148</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Kanno M. Does ESG performance improve firm creditworthiness? Finance Research Letters. 2023;55(PtA):103894. DOI: 10.1016/j.frl.2023.103894</mixed-citation><mixed-citation xml:lang="en">Kanno M. Does ESG performance improve firm creditworthiness? Finance Research Letters. 2023;55(PtA):103894. DOI: 10.1016/j.frl.2023.103894</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Sassen R., Hinze A.-K., Hardeck I. Impact of ESG factors on firm risk in Europe. Journal of Business Economics. 2016;86(8):867–904. DOI: 10.1007/s11573–016–0819–3</mixed-citation><mixed-citation xml:lang="en">Sassen R., Hinze A.-K., Hardeck I. Impact of ESG factors on firm risk in Europe. Journal of Business Economics. 2016;86(8):867–904. DOI: 10.1007/s11573–016–0819–3</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Qian K., Shi B., Song Y., Wu H. ESG performance and loan contracting in an emerging market. Pacific-Basin Finance Journal. 2023;78:101973. DOI: 10.1016/j.pacfin.2023.101973</mixed-citation><mixed-citation xml:lang="en">Qian K., Shi B., Song Y., Wu H. ESG performance and loan contracting in an emerging market. Pacific-Basin Finance Journal. 2023;78:101973. DOI: 10.1016/j.pacfin.2023.101973</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Li W., Cui J., Gao J., Xiong J. Corporate social responsibility in China’s airline industry: A longitudinal content analysis of related reports. Journal of Air Transport Management. 2023;111:102420. DOI: 10.1016/j.jairtraman.2023.102420</mixed-citation><mixed-citation xml:lang="en">Li W., Cui J., Gao J., Xiong J. Corporate social responsibility in China’s airline industry: A longitudinal content analysis of related reports. Journal of Air Transport Management. 2023;111:102420. DOI: 10.1016/j.jairtraman.2023.102420</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">He F., Ding C., Yue W., Liu G. ESG performance and corporate risk-taking: Evidence from China. International Review of Financial Analysis. 2023;87:102550. DOI: 10.1016/j.irfa.2023.102550</mixed-citation><mixed-citation xml:lang="en">He F., Ding C., Yue W., Liu G. ESG performance and corporate risk-taking: Evidence from China. International Review of Financial Analysis. 2023;87:102550. DOI: 10.1016/j.irfa.2023.102550</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Bang J., Ryu D., Yu J. ESG controversies and investor trading behavior in the Korean market. Finance Research Letters. 2023;54:103750. DOI: 10.1016/j.frl.2023.103750</mixed-citation><mixed-citation xml:lang="en">Bang J., Ryu D., Yu J. ESG controversies and investor trading behavior in the Korean market. Finance Research Letters. 2023;54:103750. DOI: 10.1016/j.frl.2023.103750</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Albuquerque R., Koskinen Y., Yang S., Zhang C. Resiliency of environmental and social stocks: An analysis of the exogenous COVID-19 market crash. The Review of Corporate Finance Studies. 2020;9(3):593–621. DOI: 10.1093/rcfs/cfaa011</mixed-citation><mixed-citation xml:lang="en">Albuquerque R., Koskinen Y., Yang S., Zhang C. Resiliency of environmental and social stocks: An analysis of the exogenous COVID-19 market crash. The Review of Corporate Finance Studies. 2020;9(3):593–621. DOI: 10.1093/rcfs/cfaa011</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Gusheva E., de Gooyert V. Can we have our cake and eat it? A review of the debate on green recovery from the COVID-19 crisis. Sustainability. 2021;13(2):874. DOI: 10.3390/su13020874</mixed-citation><mixed-citation xml:lang="en">Gusheva E., de Gooyert V. Can we have our cake and eat it? A review of the debate on green recovery from the COVID-19 crisis. Sustainability. 2021;13(2):874. DOI: 10.3390/su13020874</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Broadstock D. C., Chan K., Cheng L. T.W., Wang X. The role of ESG performance during times of financial crisis: Evidence from COVID-19 in China. Finance Research Letters. 2021;38:101716. DOI: 10.1016/j.frl.2020.101716</mixed-citation><mixed-citation xml:lang="en">Broadstock D. C., Chan K., Cheng L. T.W., Wang X. The role of ESG performance during times of financial crisis: Evidence from COVID-19 in China. Finance Research Letters. 2021;38:101716. DOI: 10.1016/j.frl.2020.101716</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Ding W., Levine R., Lin C., Xie W. Corporate immunity to the COVID-19 pandemic. Journal of Financial Economics. 2021;141(2):802–830. DOI: 10.1016/j.jfineco.2021.03.005</mixed-citation><mixed-citation xml:lang="en">Ding W., Levine R., Lin C., Xie W. Corporate immunity to the COVID-19 pandemic. Journal of Financial Economics. 2021;141(2):802–830. DOI: 10.1016/j.jfineco.2021.03.005</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">He F., Feng Y., Hao J. Corporate ESG rating and stock market liquidity: Evidence from China. Economic Modelling. 2023;129:106511. DOI: 10.1016/j.econmod.2023.106511</mixed-citation><mixed-citation xml:lang="en">He F., Feng Y., Hao J. Corporate ESG rating and stock market liquidity: Evidence from China. Economic Modelling. 2023;129:106511. DOI: 10.1016/j.econmod.2023.106511</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Lewis C., Young S. Fad or future? Automated analysis of financial text and its implications for corporate reporting. Accounting and Business Research. 2019;49(5):587–615. DOI: 10.1080/00014788.2019.1611730</mixed-citation><mixed-citation xml:lang="en">Lewis C., Young S. Fad or future? Automated analysis of financial text and its implications for corporate reporting. Accounting and Business Research. 2019;49(5):587–615. DOI: 10.1080/00014788.2019.1611730</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Blei D. M., Ng A. Y., Jordan M. I. Latent dirichlet allocation. The Journal of Machine Learning Research. 2003;3:993–1022. URL: https://www.jmlr.org/papers/volume3/blei03a/blei03a.pdf</mixed-citation><mixed-citation xml:lang="en">Blei D. M., Ng A. Y., Jordan M. I. Latent dirichlet allocation. The Journal of Machine Learning Research. 2003;3:993–1022. URL: https://www.jmlr.org/papers/volume3/blei03a/blei03a.pdf</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Moro S., Cortez P., Rita P. Business intelligence in banking: A literature analysis from 2002 to 2013 using text mining and latent Dirichlet allocation. Expert Systems with Applications. 2015;42(3):1314–1324. DOI: 10.1016/j.eswa.2014.09.024</mixed-citation><mixed-citation xml:lang="en">Moro S., Cortez P., Rita P. Business intelligence in banking: A literature analysis from 2002 to 2013 using text mining and latent Dirichlet allocation. Expert Systems with Applications. 2015;42(3):1314–1324. DOI: 10.1016/j.eswa.2014.09.024</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Ефимова О. B., Волков М. А., Королёва Д. А. Анализ влияния принципов ESG на доходность активов: эмпирическое исследование. Финансы: теория и практика. 2021;25(4):82–97. DOI: 10.26794/2587-5671-2021-25-4-82-97</mixed-citation><mixed-citation xml:lang="en">Efimova O. V., Volkov M. A., Koroleva D. A. The impact of ESG factors on asset returns: Empirical research. Finance: Theory and Practice. 2021;25(4):82–97. DOI: 10.26794/2587-5671-2021-25-4-82-97</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Белик И. С., Дуцинин А. С., Никулина Н. Л. Управленческий аспект учета ESG-факторов в оценке стоимости компании. Финансы: теория и практика. 2023;27(6):161–172. DOI: 10.26794/2587-5671-2023-27-6-161-172</mixed-citation><mixed-citation xml:lang="en">Belik I. S., Dutsinin A. S., Nikulina N. L. The managerial aspect of accounting ESG factors in assessing the value of a company. Finance: Theory and Practice. 2023;27(6):161–172. DOI: 10.26794/2587-5671-2023-27-6-161-172</mixed-citation></citation-alternatives></ref></ref-list><fn-group><fn fn-type="conflict"><p>The authors declare that there are no conflicts of interest present.</p></fn></fn-group></back></article>
