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  <front xmlns:xlink="http://www.w3.org/1999/xlink">
    <journal-meta>
      <journal-title-group>
        <journal-title>π-Economy</journal-title>
        <trans-title-group xml:lang="ru">
          <trans-title>π-Economy</trans-title>
        </trans-title-group>
      </journal-title-group>
      <issn pub-type="epub">2782-6015</issn>
    </journal-meta>
    <article-meta xmlns:xlink="http://www.w3.org/1999/xlink">
      <article-id pub-id-type="publisher-id">5</article-id>
      <article-id pub-id-type="doi">10.18721/JE.19405</article-id>
      <title-group>
        <article-title>Creative sector as a source of small spatial effects: a methodological approach for a resource-based microregion</article-title>
        <trans-title-group xml:lang="ru">
          <trans-title>Креативный сектор как источник малых пространственных эффектов: методический подход к оценке для ресурсного макрорегиона</trans-title>
        </trans-title-group>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Mihailova</surname>
            <given-names>Anna</given-names>
          </name>
        </contrib>
      </contrib-group>
      <pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-08-31">
        <day>31</day>
        <month>08</month>
        <year>2026</year>
      </pub-date>
      <volume>19</volume>
      <issue>4</issue>
      <fpage>84</fpage>
      <lpage>101</lpage>
      <self-uri xmlns:xlink="http://www.w3.org/1999/xlink" content-type="pdf" xlink:href="https://economy.spbstu.ru/userfiles/files/articles/2026/4/05_mihaylova_a_v_.pdf"/>
      <abstract xml:lang="en">
        <p> Creative industries are increasingly becoming involved in regional entrepreneurial and spatial development, gradually moving beyond the cultural sphere. Their influence is reflected not only in the creation of cultural products and new forms of employment, but also in the development of small and medium-sized enterprises, tourism, digital services, and local markets. This increases the need for a methodological approach that can assess both the scale of the creative sector and the additional socio-economic effects it generates in remote regions with a predominantly resource- based specialization. The aim of the article is to substantiate and test a methodological approach to assessing the potential of the creative sector and its associated entrepreneurial and tourism effects, taking into account digital, social and labor, and institutional conditions. The empirical base is a balanced panel of 11 regions of the Far Eastern Federal District covering 2019–2025. The research object is the creative sector of the Far Eastern regions, interpreted as an element of the macroregion’s spatial development system. The year 2019, the last pre-pandemic year, is used as the base year for index calculations; this ensures the comparability of time series and makes it possible to account for the changes that occurred in regional economies in 2020–2025. The data are drawn from official statistics and the Unified Register of Small and Medium-Sized Enterprises. Methodologically, the study is based on a “resource – channel – effect” framework involving a step-by-step analysis of the creative sector’s initial resources, the mechanisms of their economic realization and the resulting socio-economic outcomes. The toolkit includes the normalization of indicators grouped into five blocks – resource, digital, market, social and labor, and institutional – as well as a set of econometric procedures. The main stages are the preparation and normalization of the initial dataset, construction of an integral creative-sector potential index, estimation of panel models with fixed effects and robustness testing. The proposed approach differs from conventional methods focused mainly on the direct contribution of creative industries to gross regional product (GRP) by emphasizing the accompanying effects of their development. The calculations indicate a statistically robust positive association between the share of creative-economy gross value added in GRP and indicators of small and medium-sized enterprise development and tourist flows. The integral index provides a more detailed picture of interregional differences in creative-sector development. The proposed methodological framework can support public authorities in designing measures for creative-industry development, setting regional priorities, and monitoring and evaluating regional creative-sector programs.</p>
      </abstract>
      <kwd-group xml:lang="en">
        <kwd>creative sector</kwd>
        <kwd>small spatial effects</kwd>
        <kwd>Russian Far East</kwd>
        <kwd>panel data</kwd>
        <kwd>creative-sector potential index</kwd>
        <kwd>regional policy</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <back>
    <ref-list>
      <title>References</title>
      <ref id="ref1">
        <mixed-citation publication-type="journal">Florida R. (2002) The Rise of the Creative Class, New York: Basic Books.</mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation publication-type="journal">Landry C. (2000) The Creative City: A Toolkit for Urban Innovators, London: Earthscan.</mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation publication-type="journal">Howkins J. (2002) The Creative Economy: How People Make Money from Ideas, London: Penguin Books.</mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation publication-type="journal">Pratt A.C. (2008) Creative cities: the cultural industries and the creative class. Geografiska Anna- ler: Series B, Human Geography, 90 (2), 107–117. DOI: 10.1111/j.1468-0467.2008.00281.x</mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation publication-type="journal">Viganò F., England L., Comunian R. (2023) Connecting craft, design and the wood industry in South Tyrol: From clusters to creative ecosystem. Journal of Rural Studies, 104, art. no. 103149. DOI: 10.1016/j.jrurstud.2023.103149</mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation publication-type="journal">Duxbury N., Durrer V., Sitas R. (2024) Cultural policy actions towards urban sustainability: Research and practice collaborations. City, Culture and Society, 37, art. no. 100584. DOI: 10.1016/j. ccs.2024.100584</mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation publication-type="journal">Tao Ma, YueNing Wang, Li Zhang, Wuyang Hong, Xiaochun Yang (2025) Creative assets, people, and places: Rural art action practices of US nonprofit organizations. Journal of Rural Studies, 113, art. no. 103476. DOI: 10.1016/j.jrurstud.2024.103476</mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation publication-type="journal">Freitas R.G., Davel E., Bérubé J. (2025) Managing cultural projects: Plural creativity as creative practice. International Journal of Project Management, 43 (3), art. no. 102708. DOI: 10.1016/j.ijproman.2025.102708</mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation publication-type="journal">Goya D. (2024) Marshallian and Jacobian externalities in creative industries: Evidence from Chile. Papers in Regional Science, 103 (4), art. no. 100028. DOI: 10.1016/j.pirs.2024.100028</mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation publication-type="journal">Gao H. (2025) The impact of digital economy development on the performance of digital crea- tive enterprises. Finance Research Letters, 84, art. no. 107761. DOI: 10.1016/j.frl.2025.107761</mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation publication-type="journal">Chen J.S. (2015) Tourism stakeholders attitudes toward sustainable development: A case in the Arctic. Journal of Retailing and Consumer Services, 22, 225–230. DOI: 10.1016/j.jretconser.2014.08.003</mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation publication-type="journal">Chen J.S., Chen Y.-L. (2016) Tourism stakeholders’ perceptions of service gaps in Arctic destinations: Lessons from Norway’s Finnmark region. Journal of Outdoor Recreation and Tourism, 16, 1–6. DOI: 10.1016/j.jort.2016.04.006</mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation publication-type="journal">Fox S., Huntington H.P., Stammler F. et al. (2024) Community knowledge exchange in research leads to innovation and action in the Arctic. Arctic Science, 11, 1–12. DOI: 10.1139/as-2024-0015</mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation publication-type="journal">Islam N., Sadhukhan S. (2025) Relationship among creative tourism development strategies, creative industries, and activities: A case study of Lucknow, India. Journal of Destination Marketing &amp; Management, 36, art. no. 100988. DOI: 10.1016/j.jdmm.2024.100988</mixed-citation>
      </ref>
      <ref id="ref15">
        <mixed-citation publication-type="journal">Anantrasirichai N., Bull D. (2022) Artificial intelligence in the creative industries: a review. Arti- ficial Intelligence Review, 55, 589–656. DOI: 10.1007/s10462-021-10039-7</mixed-citation>
      </ref>
      <ref id="ref16">
        <mixed-citation publication-type="journal">Epstein Z., Hertzmann A. (2023) Art and the science of generative AI. Science, 380 (6650), 1110–1111. DOI: 10.1126/science.adh4451</mixed-citation>
      </ref>
      <ref id="ref17">
        <mixed-citation publication-type="journal">Akimova O.E., Volkov S.K., Simonov A.B. (2024) Methodology for Analyzing and Assessing the Efficiency of the Impact of Creative Centers on Improving the Population’s Quality of Life in Rural Territories. Journal of Siberian Federal University. Humanities &amp; Social Sciences, 17 (3), 416–429.</mixed-citation>
      </ref>
      <ref id="ref18">
        <mixed-citation publication-type="journal">Antonova I., Maleeva E. (2023) Spillover Effect of Creative Industry: Definition, Types, Evalua- tion Indicators. Rossiiskie regiony v fokuse peremen [Russian regions in the spotlight of change], 710–712.</mixed-citation>
      </ref>
      <ref id="ref19">
        <mixed-citation publication-type="journal">Mikhaylova A.V., Fedorova A.V., Petrova N.N., Petrova N.I. (2024) Assessing the potential of creative industries in the Russian Arctic. Creative Economy, 18 (3), 675–696. DOI: 10.18334/ce.18. 3.120607</mixed-citation>
      </ref>
      <ref id="ref20">
        <mixed-citation publication-type="journal">Mikhaylova A.V., Shkurko N.S. (2023) The role of creative spaces and creative tourism in Russian regions in creatosphere formation. Creative Economy, 17 (8), 2873–2886. DOI: 10.18334/ce.17. 8.118767</mixed-citation>
      </ref>
      <ref id="ref21">
        <mixed-citation publication-type="journal">Mikhailova A.V., Popova L.N. (2024) Kreatosfera v Arkticheskikh regionakh Rossii [Kreatosphere in the arctic regions of Russia]. Konkurentosposobnost' v global'nom mire: ekonomika, nauka, tekh- nologii [Competitiveness in the global world: economy, science, technology], 4, 231–235.</mixed-citation>
      </ref>
      <ref id="ref22">
        <mixed-citation publication-type="journal">Karpova G.A., Valeeva E.O. (2015) Tourism development as the competitive advantage of the territory (on the example of the Northwest Federal District subjects). Izvestiâ Sankt-Peterburgskogo gosudarstvennogo èkonomičeskogo universiteta, 1 (91), 44–51.</mixed-citation>
      </ref>
      <ref id="ref23">
        <mixed-citation publication-type="journal">Karpova G.A., Kuchumov A.V., Sirenko O.O., Eremicheva P.Yu. (2024) The main trends in the development of digital entrepreneurship in tourism. Services in Russia and Abroad, 18 (3), 16–25. DOI: 10.5281/zenodo.14254290</mixed-citation>
      </ref>
      <ref id="ref24">
        <mixed-citation publication-type="journal">Karpova G., Khodanova A. (2023) Assessment of the impact of cultural and event events on the attractive potential of the destination. The Professors’ Magazine. Recreation and Tourism Series, 1 (17), 41–47. DOI: 10.18572/2686-858X-2023-17-1-41-47</mixed-citation>
      </ref>
      <ref id="ref25">
        <mixed-citation publication-type="journal">Bogachev V.F., Mikulenok A.S. (2024) Mezhregional'naia integratsiia arkticheskikh territorii [Interregional integration of Arctic territories]. Nauka i tekhnologii v transformatsii sotsial'no-ekonomicheskogo landshafta [Science and technology in the transformation of the socio-economic landscape], 11–13. DOI: 10.53115/9785001885337</mixed-citation>
      </ref>
      <ref id="ref26">
        <mixed-citation publication-type="journal">Pilyasov A.N. (2024) Composition of Arctic Territories for State Support: Which Way to Choose? Arctic and North, 56, 92–111. DOI: 10.37482/issn2221-2698.2024.56.92</mixed-citation>
      </ref>
      <ref id="ref27">
        <mixed-citation publication-type="journal">Volkov A.D., Roslyakova N.A., Sleptsov R.S., Nikitina A.S. (2024) A method for measuring the performance of the Russian Arctic as a special economic zone: Accounting for regional specificities. The North and the Market: Forming the Economic Order, 3, 7–26. DOI: 10.37614/2220-802X.3.2024.85.001</mixed-citation>
      </ref>
      <ref id="ref28">
        <mixed-citation publication-type="journal">Koroleva A.A. (2017) Marketing analysis of the potential of creative industries in the urban envi- ronment. Creative Economy, 11 (4), 445–456. DOI: 10.18334/ce.11.4.37759</mixed-citation>
      </ref>
      <ref id="ref29">
        <mixed-citation publication-type="journal">Sokornov I.N. (2025) Methodology of research in the creative industries. Creative Economy, 19 (2), 277–302. DOI: 10.18334/ce.19.2.122560</mixed-citation>
      </ref>
      <ref id="ref30">
        <mixed-citation publication-type="journal">Khestanov R. (2018) Creative Industries – Models of Development. Russian Sociological Review, 17 (3), 173–196. DOI: 10.17323/1728-192X-2018-3-173-196</mixed-citation>
      </ref>
      <ref id="ref31">
        <mixed-citation publication-type="journal">Bredikhin S.V., Vlasova V.V., Gavrilova N.V., Gershman M.A., Gokhberg L.M., Dem’ianova A.V., Ivanova I.A., Popova Ia.A. (2021) Razvitie kreativnykh industrii v Rossii: kliuchevye indikatory [Development of creative industries in Russia: key indicators], Moscow: NIU VSHE.</mixed-citation>
      </ref>
      <ref id="ref32">
        <mixed-citation publication-type="journal"> </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>
