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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">esp</journal-id><journal-title-group><journal-title xml:lang="ru">Economy: strategy and practice</journal-title><trans-title-group xml:lang="en"><trans-title>Economy: strategy and practice</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">1997-9967</issn><issn pub-type="epub">2663-550X</issn><publisher><publisher-name>Институт экономики</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.51176/1997-9967-2023-2-74-93</article-id><article-id custom-type="elpub" pub-id-type="custom">esp-1057</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>ИННОВАЦИИ, ИННОВАЦИОННО-ТЕХНОЛОГИЧЕСКОЕ РАЗВИТИЕ, ЦИФРОВИЗАЦИЯ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>INNOVATION, INNOVATION AND TECHNOLOGICAL DEVELOPMENT, DIGITALIZATION</subject></subj-group></article-categories><title-group><article-title>Многофакторная модель эмпирического анализа инновационного развития регионов Казахстана</article-title><trans-title-group xml:lang="en"><trans-title>Multifactor Model of Empirical Analysis of Innovative Development of Kazakhstan’s Regions</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-3937-6940</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Курманов</surname><given-names>Н. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Kurmanov</surname><given-names>N. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Курманов Н.А. – PhD, профессор</p><p>ул. Сатпаева 2, 010008, Астана</p></bio><bio xml:lang="en"><p>Nurlan A. Kurmanov – PhD, Professor</p><p>2 Satpayev Str., 010008, Astana</p></bio><email xlink:type="simple">kurmanov_na@enu.kz</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-6152-2457</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Ускеленова</surname><given-names>А. Т.</given-names></name><name name-style="western" xml:lang="en"><surname>Uskelenova</surname><given-names>A. T.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Ускеленова А.Т. – д.э.н.</p><p>пр. ал-Фараби 71, 050040, Алматы</p></bio><bio xml:lang="en"><p>Assel T. Uskelenova – Dr. Sc. (Econ.)</p><p>71 al-Farabi Ave., 010040, Almaty</p></bio><email xlink:type="simple">assol_74_leo@mail.ru</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-0215-1502</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Кабдуллина</surname><given-names>Г. К.</given-names></name><name name-style="western" xml:lang="en"><surname>Kabdullina</surname><given-names>G. K.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Кабдуллина Г.К. – д.э.н., профессор</p><p>ул. Кобыланды Батыр 27, 110000, Костанай</p></bio><bio xml:lang="en"><p>Gulmira K. Kabdullina – Dr. Sc. (Econ.), Professor</p><p>27 Kobylandy Batyr Str., 110000, Kostanay</p></bio><email xlink:type="simple">asilhan1996@mail.ru</email><xref ref-type="aff" rid="aff-3"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-0128-3052</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Мухияева</surname><given-names>Д. М.</given-names></name><name name-style="western" xml:lang="en"><surname>Mukhiyayeva</surname><given-names>D. M.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Мухияева Д.М. – PhD</p><p>ул. Сатпаева 2, 010008, Астана</p></bio><bio xml:lang="en"><p>Dinara M. Mukhiyayeva – PhD, L.N.</p><p>2 Satpayev Str., 010008, Astana</p></bio><email xlink:type="simple">dinara_muhiyaeva@mail.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/0000-0001-9260-2401</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Утарбаева</surname><given-names>Г. К.</given-names></name><name name-style="western" xml:lang="en"><surname>Utarbayeva</surname><given-names>G. K.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Утарбаева Г.К. – к.э.н., доцент</p><p>ул. Дукенулы 29, 010000, Астана</p></bio><bio xml:lang="en"><p>Gulnara K. Utarbayeva – Cand. Sc. (Econ.), Associate Professor</p><p>29 Dukenuly Str., 010000, Astana</p></bio><email xlink:type="simple">utartigr@mail.ru</email><xref ref-type="aff" rid="aff-4"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru">Евразийский национальный университет им. Л.Н. Гумилева<country>Казахстан</country></aff><aff xml:lang="en">L.N. Gumilyov Eurasian National University<country>Kazakhstan</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru">Казахский национальный университет им. аль - Фараби<country>Казахстан</country></aff><aff xml:lang="en">Al-Farabi Kazakh National University<country>Kazakhstan</country></aff></aff-alternatives><aff-alternatives id="aff-3"><aff xml:lang="ru">Костанайский социально-технический университет им. академика З. Алдамжар<country>Казахстан</country></aff><aff xml:lang="en">Kostanay Social and Technical University named after academician Z. Aldamzhar<country>Kazakhstan</country></aff></aff-alternatives><aff-alternatives id="aff-4"><aff xml:lang="ru">Университет Туран-Астана<country>Казахстан</country></aff><aff xml:lang="en">Turan-Astana University<country>Kazakhstan</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2023</year></pub-date><pub-date pub-type="epub"><day>30</day><month>06</month><year>2023</year></pub-date><volume>18</volume><issue>2</issue><fpage>74</fpage><lpage>93</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Курманов Н.А., Ускеленова А.Т., Кабдуллина Г.К., Мухияева Д.М., Утарбаева Г.К., 2023</copyright-statement><copyright-year>2023</copyright-year><copyright-holder xml:lang="ru">Курманов Н.А., Ускеленова А.Т., Кабдуллина Г.К., Мухияева Д.М., Утарбаева Г.К.</copyright-holder><copyright-holder xml:lang="en">Kurmanov N.A., Uskelenova A.T., Kabdullina G.K., Mukhiyayeva D.M., Utarbayeva G.K.</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://esp.ieconom.kz/jour/article/view/1057">https://esp.ieconom.kz/jour/article/view/1057</self-uri><abstract><p>В статье раскрываются прикладные аспекты проведения многофакторного анализа, позволяющего выявить закономерности инновационного развития сырьевых (нефть и газ) регионов Казахстана во взаимосвязи с модернизационными преобразованиями. Проводится факторный анализ исходных признаков показателей за период с 2008 по 2021 год. Все данные проанализированы в программном обеспечении IBM SPSS 23. Авторы подробно описывают методологию данного исследования с предоставлением результатов статистического анализа. В результате проведенного анализа выявлены факторы: «экономическое развитие региона и агломерационные эффекты», «рыночный потенциал и инфраструктура», «структурный фактор инновационного развития», «человеческий фактор инновационного развития» и «инвестиционный фактор инновационного развития». Делается вывод, что стимулирование инновационной деятельности могло бы опираться на такие меры государственной политики, как увеличение инвестиций в основной капитал; рост валового регионального продукта и затрат на продуктовые и процессные инновации; развитие в регионах информационно-коммуникационных технологий; расширение программ обучения в течение жизни; снижение уровня бедности; увеличение доли работников, занятых исследованиями и разработками; развитие малого бизнеса; повышение инвестиций в образование и увеличение числа студентов по техническим и STEM-специальностям. Полученные результаты позволили сделать также вывод о полноте выявленных факторов инновационного развития сырьевых (нефть и газ) регионов Казахстана и необходимости проведения дальнейших исследований в контексте изучения заявленной проблемы.</p></abstract><trans-abstract xml:lang="en"><p>The article reveals the applied aspects of conducting a multivariate analysis, which makes it possible to identify the patterns of innovative development of raw materials (oil and gas) regions of Kazakhstan in conjunction with modernization transformations. A factor analysis of the initial signs of indicators for the period from 2008 to 2021 is carried out. All data were analyzed using IBM SPSS 23 software. The authors describe in detail the methodology of this study, providing the results of statistical analysis. As a result of the analysis, the factors are identified: «economic development of the region and agglomeration effects», «market potential and infrastructure», «structural factor of innovative development», «human factor of innovative development» and «investment factor of innovative development». It is concluded that the stimulation of innovation activity could be based on such measures of state policy as an increase in investment in fixed assets; growth of the gross regional product and the cost of product and process innovations; development of information and communication technologies in the regions; expanding lifelong learning programs; poverty reduction; an increase in the share of employees engaged in research and development; small business development; increasing investment in education and increasing the number of students in technical and STEM specialties. The results obtained also made it possible to conclude that the identified factors of innovative development of raw materials (oil and gas) regions of Kazakhstan are complete and that further research is needed in the context of studying the stated problem. </p></trans-abstract><kwd-group xml:lang="ru"><kwd>экономика</kwd><kwd>стратегия</kwd><kwd>регионы</kwd><kwd>«ресурсное проклятие»</kwd><kwd>инновационное развитие</kwd><kwd>факторный анализ</kwd></kwd-group><kwd-group xml:lang="en"><kwd>Economy</kwd><kwd>Strategy</kwd><kwd>Regions</kwd><kwd>«Resource Curse»</kwd><kwd>Innovative Development</kwd><kwd>Factor Analysis</kwd></kwd-group><funding-group xml:lang="ru"><funding-statement>статья подготовлена в рамках проекта грантового финансирования Министерства науки и высшего образования Республики Казахстан «Оценка и развитие механизмов стимулирования инновационной деятельности предприятий обрабатывающей промышленности в Казахстане на основе методологии форсайта и технологического дорожного картирования» (ИРН AP09058009)</funding-statement></funding-group><funding-group xml:lang="en"><funding-statement>this research article has been supported by the Ministry of Science and Higher Education of the Republic of Kazakhstan within the project “Assessment and development of mechanisms for stimulating innovation activities of Kazakhstan’s manufacturing enterprises based on the foresight and technological roadmapping methodology” (IRN AP09058009)</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">Abad-Segura, E., &amp; González-Zamar, M. D. (2019). Effects of financial education and financial literacy on creative entrepreneurship: A worldwide research. Education Sciences, 9(3), 238. https://doi.org/10.3390/educsci9030238</mixed-citation><mixed-citation xml:lang="en">Abad-Segura, E., &amp; González-Zamar, M. D. (2019). Effects of financial education and financial literacy on creative entrepreneurship: A worldwide research. Education Sciences, 9(3), 238. https://doi.org/10.3390/educsci9030238</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Agency for Strategic Planning and Reforms of the Republic of Kazakhstan Bureau of National Statistics – Statistical Collections (2021) [cited March 03, 2023]. Available at: http://www.stat.gov.kz</mixed-citation><mixed-citation xml:lang="en">Agency for Strategic Planning and Reforms of the Republic of Kazakhstan Bureau of National Statistics – Statistical Collections (2021) [cited March 03, 2023]. Available at: http://www.stat.gov.kz</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Audretsch, D. B., &amp; Belitski, M. (2017). Entrepreneurial ecosystems in cities: establishing the framework conditions. The Journal of Technology Transfer, 42(5), 1030-1051. https://doi.org/10.1007/s10961-016-9473-8</mixed-citation><mixed-citation xml:lang="en">Audretsch, D. B., &amp; Belitski, M. (2017). Entrepreneurial ecosystems in cities: establishing the framework conditions. The Journal of Technology Transfer, 42(5), 1030-1051. https://doi.org/10.1007/s10961-016-9473-8</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Audretsch, D. B., &amp; Fritsch, M. (1994). The geography of firm births in Germany. Regional studies, 28(4), 359-365. https://doi.org/10.1080/00343409412331348326</mixed-citation><mixed-citation xml:lang="en">Audretsch, D. B., &amp; Fritsch, M. (1994). The geography of firm births in Germany. Regional studies, 28(4), 359-365. https://doi.org/10.1080/00343409412331348326</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Audretsch, D. B., &amp; Keilbach, M. (2004). Entrepreneurship and regional growth: an evolutionary interpretation. Journal of evolutionary economics, 14(5), 605-616. https://doi.org/10.1007/s00191-004-0228-6</mixed-citation><mixed-citation xml:lang="en">Audretsch, D. B., &amp; Keilbach, M. (2004). Entrepreneurship and regional growth: an evolutionary interpretation. Journal of evolutionary economics, 14(5), 605-616. https://doi.org/10.1007/s00191-004-0228-6</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Bottazzi, L., &amp; Peri, G. (2003). Innovation and spillovers in regions: Evidence from European patent data. European economic review, 47(4), 687-710. https://doi.org/10.1016/S0014-2921(02)00307-0</mixed-citation><mixed-citation xml:lang="en">Bottazzi, L., &amp; Peri, G. (2003). Innovation and spillovers in regions: Evidence from European patent data. European economic review, 47(4), 687-710. https://doi.org/10.1016/S0014-2921(02)00307-0</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Chepurenko, A., Popovskaya, E., &amp; Obraztsova, O. (2017). Cross-regional variations in the motivation of early-stage entrepreneurial activity in Russia: Determining factors. Entrepreneurship in transition economies: Diversity, trends, and perspectives, 315-342. https://doi.org/10.1007/978-3-319-57342-7_18</mixed-citation><mixed-citation xml:lang="en">Chepurenko, A., Popovskaya, E., &amp; Obraztsova, O. (2017). Cross-regional variations in the motivation of early-stage entrepreneurial activity in Russia: Determining factors. Entrepreneurship in transition economies: Diversity, trends, and perspectives, 315-342. https://doi.org/10.1007/978-3-319-57342-7_18</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Crescenzi, R., &amp; Jaax, A. (2017). Innovation in Russia: the territorial dimension. Economic geography, 93(1), 66-88. https://doi.org/10.1080/00130095.2016.1208532</mixed-citation><mixed-citation xml:lang="en">Crescenzi, R., &amp; Jaax, A. (2017). Innovation in Russia: the territorial dimension. Economic geography, 93(1), 66-88. https://doi.org/10.1080/00130095.2016.1208532</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Egert, B., &amp; Leonard, C. S. (2008). Dutch disease scare in Kazakhstan: Is it real? Open Economies Review, 19(2), 147-165. https://doi.org/10.1007/s11079-007-9051-7</mixed-citation><mixed-citation xml:lang="en">Egert, B., &amp; Leonard, C. S. (2008). Dutch disease scare in Kazakhstan: Is it real? Open Economies Review, 19(2), 147-165. https://doi. org/10.1007/s11079-007-9051-7</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Feldman, M. P., &amp; Florida, R. (1994). The geographic sources of innovation: technological infrastructure and product innovation in the United States. Annals of the association of American Geographers, 84(2), 210-229. https://doi.org/10.1111/j.1467-8306.1994.tb01735.x</mixed-citation><mixed-citation xml:lang="en">Feldman, M. P., &amp; Florida, R. (1994). The geographic sources of innovation: technological infrastructure and product innovation in the United States. Annals of the association of American Geographers, 84(2), 210-229. https://doi.org/10.1111/j.1467-8306.1994.tb01735.x</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Fritsch, M., &amp; Storey, D. J. (2014). Entrepreneurship in a regional context: Historical roots, recent developments and future challenges. Regional studies, 48(6), 939-954. https://doi.org/10.1080/00343404.2014.892574</mixed-citation><mixed-citation xml:lang="en">Fritsch, M., &amp; Storey, D. J. (2014). Entrepreneurship in a regional context: Historical roots, recent developments and future challenges. Regional studies, 48(6), 939-954. https://doi.org/10.1080/00343404.2014.892574</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Fritsch, M., &amp; Wyrwich, M. (2018). Regional knowledge, entrepreneurial culture, and innovative start-ups over time and space―an empirical investigation. Small Business Economics, 51(2), 337-353. https://doi.org/10.1007/s11187-018-0016-6</mixed-citation><mixed-citation xml:lang="en">Fritsch, M., &amp; Wyrwich, M. (2018). Regional knowledge, entrepreneurial culture, and innovative start-ups over time and space―an empirical investigation. Small Business Economics, 51(2), 337- 353. https://doi.org/10.1007/s11187-018-0016-6</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Jaffe, A. B. (1989). Real effects of academic research. The American economic review, 957-970.</mixed-citation><mixed-citation xml:lang="en">Jaffe, A. B. (1989). Real effects of academic research. The American economic review, 957-970.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Kurmanov, N., Zhagalbayev, B., Feng, W., Seitzhanov, S., Rakhimbekova, A., &amp; Aliyev, U. (2022). Medium and High-Tech Enterprises of Kazakhstan: Factors of Organization and Development of Innovation. Montenegrin Journal of Economics, 18(3), 7-22. https://doi.org/10.14254/1800-5845/2022.18-3.1</mixed-citation><mixed-citation xml:lang="en">Kurmanov, N., Zhagalbayev, B., Feng, W., Seitzhanov, S., Rakhimbekova, A., &amp; Aliyev, U. (2022). Medium and High-Tech Enterprises of Kazakhstan: Factors of Organization and Development of Innovation. Montenegrin Journal of Economics, 18(3), 7-22. https://doi.org/10.14254/1800-5845/2022.18-3.1</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Lee, S. Y., Florida, R., &amp; Acs, Z. (2004). Creativity and entrepreneurship: A regional analysis of new firm formation. Regional studies, 38(8), 879-891. https://doi.org/10.1080/0034340042000280910</mixed-citation><mixed-citation xml:lang="en">Lee, S. Y., Florida, R., &amp; Acs, Z. (2004). Creativity and entrepreneurship: A regional analysis of new firm formation. Regional studies, 38(8), 879- 891. https://doi.org/10.1080/0034340042000280910</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Ó hUallacháin, B., &amp; Leslie, T. F. (2007). Rethinking the regional knowledge production function. Journal of Economic Geography, 7(6), 737-752. https://doi.org/10.1093/jeg/lbm027</mixed-citation><mixed-citation xml:lang="en">Ó hUallacháin, B., &amp; Leslie, T. F. (2007). Rethinking the regional knowledge production function. Journal of Economic Geography, 7(6), 737- 752. https://doi.org/10.1093/jeg/lbm027</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Plummer, L. A. (2010). Spatial dependence in entrepreneurship research: Challenges and methods. Organizational Research Methods, 13(1), 146-175. https://doi.org/10.1177/1094428109334199</mixed-citation><mixed-citation xml:lang="en">Plummer, L. A. (2010). Spatial dependence in entrepreneurship research: Challenges and methods. Organizational Research Methods, 13(1), 146-175. https://doi.org/10.1177/1094428109334199</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Reynolds, P., Storey, D. J., &amp; Westhead, P. (1994). Cross-national comparisons of the variation in new firm formation rates. Regional studies, 28(4), 443-456. https://doi.org/10.1080/00343409412331348386</mixed-citation><mixed-citation xml:lang="en">Reynolds, P., Storey, D. J., &amp; Westhead, P. (1994). Cross-national comparisons of the variation in new firm formation rates. Regional studies, 28(4), 443-456. https://doi.org/10.1080/00343409412331348386</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Zemtsov, S., Chepurenko, A., &amp; Mikhailov, A. (2021). Pandemic Challenges for the Technological Startups in the Russian Regions. Foresight and STI Governance, 15(4), 61-77. https://doi.org/10.17323/2500-2597.2021.4.61.77</mixed-citation><mixed-citation xml:lang="en">Zemtsov, S., Chepurenko, A., &amp; Mikhailov, A. (2021). Pandemic Challenges for the Technological Startups in the Russian Regions. Foresight and STI Governance, 15(4), 61-77. https://doi.org/10.17323/2500-2597.2021.4.61.77</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Zemtsov, S., Muradov, A., Wade, I., &amp; Barinova, V. (2016). Determinants of Regional Innovation in Russia: Are People or Capital More Important? Foresight and STI Governance, 10 (2), 29-42. https://doi.org/10.17323/1995-459X.2016.2.29.42</mixed-citation><mixed-citation xml:lang="en">Zemtsov, S., Muradov, A., Wade, I., &amp; Barinova, V. (2016). Determinants of Regional Innovation in Russia: Are People or Capital More Important? Foresight and STI Governance, 10 (2), 29- 42. https://doi.org/10.17323/1995-459X.2016.2.29.42</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>
