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 <front>
  <journal-meta>
   <journal-id journal-id-type="publisher-id">INTERNATIONAL AGRICULTURAL JOURNAL</journal-id>
   <journal-title-group>
    <journal-title xml:lang="en">INTERNATIONAL AGRICULTURAL JOURNAL</journal-title>
    <trans-title-group xml:lang="ru">
     <trans-title>МЕЖДУНАРОДНЫЙ СЕЛЬСКОХОЗЯЙСТВЕННЫЙ ЖУРНАЛ</trans-title>
    </trans-title-group>
   </journal-title-group>
   <issn publication-format="print">2587-6740</issn>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="publisher-id">114678</article-id>
   <article-id pub-id-type="doi">10.55186/25876740_2026_69_1_65</article-id>
   <article-categories>
    <subj-group subj-group-type="toc-heading" xml:lang="ru">
     <subject>Аграрная реформа и формы хозяйствования</subject>
    </subj-group>
    <subj-group subj-group-type="toc-heading" xml:lang="en">
     <subject>Agrarian reform and forms of managing</subject>
    </subj-group>
    <subj-group>
     <subject>Аграрная реформа и формы хозяйствования</subject>
    </subj-group>
   </article-categories>
   <title-group>
    <article-title xml:lang="en">Scenario analysis of food system resilience based on the &quot;Agrologistics 4.0&quot; model and an integrated index</article-title>
    <trans-title-group xml:lang="ru">
     <trans-title>Сценарный анализ устойчивости продовольственных систем на основе модели «Агрологистика 4.0» и интегрального индекса</trans-title>
    </trans-title-group>
   </title-group>
   <contrib-group content-type="authors">
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-3647-4497</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Шумакова</surname>
       <given-names>Оксана Викторовна</given-names>
      </name>
      <name xml:lang="en">
       <surname>Shumakova</surname>
       <given-names>Oksana Viktorovna</given-names>
      </name>
     </name-alternatives>
     <email>ov.shumakova@omgau.org</email>
     <bio xml:lang="ru">
      <p>доктор экономических наук;</p>
     </bio>
     <bio xml:lang="en">
      <p>doctor of economic sciences;</p>
     </bio>
     <xref ref-type="aff" rid="aff-1"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-8483-5889</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Крюкова</surname>
       <given-names>Ольга Николаевна</given-names>
      </name>
      <name xml:lang="en">
       <surname>Kryukova</surname>
       <given-names>Olga Nikolaevna</given-names>
      </name>
     </name-alternatives>
     <email>on.kryukova@omgau.org</email>
     <bio xml:lang="ru">
      <p>кандидат экономических наук;</p>
     </bio>
     <bio xml:lang="en">
      <p>candidate of economic sciences;</p>
     </bio>
     <xref ref-type="aff" rid="aff-2"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0009-0005-3151-3604</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Дегенгардт</surname>
       <given-names>Александр Александрович</given-names>
      </name>
      <name xml:lang="en">
       <surname>Degengardt</surname>
       <given-names>Aleksandr Aleksandrovich</given-names>
      </name>
     </name-alternatives>
     <email>aa.degengard2206@omgau.org</email>
     <xref ref-type="aff" rid="aff-3"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-8547-5843</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Загоренко</surname>
       <given-names>Анастасия Александровна</given-names>
      </name>
      <name xml:lang="en">
       <surname>Zagorenko</surname>
       <given-names>Anastasiya Aleksandrovna</given-names>
      </name>
     </name-alternatives>
     <email>aa.zagorenko@omgau.org</email>
     <xref ref-type="aff" rid="aff-4"/>
    </contrib>
   </contrib-group>
   <aff-alternatives id="aff-1">
    <aff>
     <institution xml:lang="ru">Омский государственный аграрный университет имени П.А. Столыпина</institution>
     <city>Омск</city>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Omsk State Agrarian University named after P.A. Stolypin</institution>
     <city>Omsk</city>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-2">
    <aff>
     <institution xml:lang="ru">Омский государственный аграрный университет имени П.А. Столыпина</institution>
     <city>Омск</city>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Omsk State Agrarian University named after P.A. Stolypin</institution>
     <city>Omsk</city>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-3">
    <aff>
     <institution xml:lang="ru">Омский государственный аграрный университет имени П.А. Столыпина</institution>
     <city>Омск</city>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Omsk State Agrarian University named after P.A. Stolypin</institution>
     <city>Omsk</city>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-4">
    <aff>
     <institution xml:lang="ru">Омский государственный аграрный университет имени П.А. Столыпина</institution>
     <city>Омск</city>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Omsk State Agrarian University named after P.A. Stolypin</institution>
     <city>Omsk</city>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <pub-date publication-format="print" date-type="pub" iso-8601-date="2026-02-15T00:00:00+03:00">
    <day>15</day>
    <month>02</month>
    <year>2026</year>
   </pub-date>
   <pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-15T00:00:00+03:00">
    <day>15</day>
    <month>02</month>
    <year>2026</year>
   </pub-date>
   <issue>1</issue>
   <fpage>65</fpage>
   <lpage>72</lpage>
   <history>
    <date date-type="received" iso-8601-date="2025-12-04T00:00:00+03:00">
     <day>04</day>
     <month>12</month>
     <year>2025</year>
    </date>
    <date date-type="accepted" iso-8601-date="2026-01-14T00:00:00+03:00">
     <day>14</day>
     <month>01</month>
     <year>2026</year>
    </date>
   </history>
   <self-uri xlink:href="https://qje.su/en/nauka/article/114678/view">https://qje.su/en/nauka/article/114678/view</self-uri>
   <abstract xml:lang="ru">
    <p>В условиях ускоряющейся цифровизации агропромышленного комплекса возрастает необходимость количественной оценки влияния цифровых технологий и институциональных изменений на устойчивость продовольственных систем. В статье, опираясь на авторскую модель цифровой логистической экосистемы «Агрологистика 4.0», разработана интегральная макромодель глубинной трансформации мирового сельского хозяйства, включающая технологический, климатический, потребительский и политико-институциональный блоки. На основе данных ФАО за 2015–2023 гг. построен интегральный индекс, позволяющий оценить вклад цифровизации, изменения структуры спроса, государственной поддержки и климатической нагрузки в динамику агропродовольственных систем. Применение метода цепных подстановок показало, что рост технологического и потребительского блоков в рассматриваемый период во многом компенсируется ухудшением климатического компонента, а роль государственной политики носит преимущественно компенсирующий характер. С использованием сценарного подхода рассматриваются четыре варианта цифровой трансформации до 2035 г., для которых рассчитаны значения интегрального индекса; факторное разложение изменений показателя выполнено для ретроспективного периода 2015–2023 гг. и сценария «Прорыв». По результатам анализа предложены практические рекомендации по настройке экономической политики и цифровых инструментов для повышения устойчивости и точности прогнозирования развития агропродовольственных систем. Теоретическая и эмпирическая база исследования включает рецензируемые научные публикации и отраслевую статистику по цифровой логистике, продовольственной безопасности, устойчивости агросистем и моделированию системных рисков.</p>
   </abstract>
   <trans-abstract xml:lang="en">
    <p>In the context of accelerating digitalization of the agro-industrial complex, there is a growing need for quantitative assessment of the impact of digital technologies and institutional changes on the resilience of food systems. Building on the author’s model of the digital logistics ecosystem «Agrologistics 4.0, » the paper develops an integrated macro-model of the deep transformation of global agriculture, comprising technological, climate, consumer and politico-institutional blocks. Using FAOSTAT data for 2015–2023, an aggregate index is constructed that makes it possible to assess the contribution of digitalization, changes in demand structure, government support and climate pressure to the dynamics of agri-food systems. Application of the chain substitution method shows that the growth of the technological and consumer blocks over the period under review is largely offset by the deterioration of the climate component, while the role of public policy is predominantly compensatory. A scenario approach is used to examine four variants of digital transformation up to 2035, for which the values of the integral index are calculated; factor decomposition of changes in the indicator is performed for the retrospective period 2015–2023 and for the «Breakthrough» scenario. Based on the results, practical recommendations are proposed for adjusting economic policy and digital instruments in order to enhance the resilience and forecasting accuracy of agri-food system development. The theoretical and empirical basis of the study includes peer-reviewed scholarly publications and industry statistics on digital logistics, food security, agri-system resilience and systemic risk modelling.</p>
   </trans-abstract>
   <kwd-group xml:lang="ru">
    <kwd>агрологистическая экосистема</kwd>
    <kwd>продовольственная безопасность</kwd>
    <kwd>цифровизация АПК</kwd>
    <kwd>устойчивое развитие</kwd>
    <kwd>интеграция данных</kwd>
    <kwd>прогнозирование рисков</kwd>
    <kwd>цифровые платформы</kwd>
    <kwd>инновационные технологии</kwd>
    <kwd>адаптивное управление</kwd>
   </kwd-group>
   <kwd-group xml:lang="en">
    <kwd>agrologistic ecosystem</kwd>
    <kwd>food security</kwd>
    <kwd>digitalization of the agro-industrial complex</kwd>
    <kwd>sustainable development</kwd>
    <kwd>data integration</kwd>
    <kwd>risk forecasting</kwd>
    <kwd>digital platforms</kwd>
    <kwd>innovative technologies</kwd>
    <kwd>adaptive management</kwd>
   </kwd-group>
   <funding-group>
    <funding-statement xml:lang="ru">Статья  была подготовлена при поддержке гранта РНФ на проведение фундаментальных научных исследований и поисковых научных исследований No 24-28-20382 «Эволюционная концепция организационно-экономического механизма глубинной трансформации рыночных законов, процессов и барьеров в мировом сельском хозяйстве в условиях необходимости сохранения устойчивости продовольственных систем».</funding-statement>
    <funding-statement xml:lang="en">This article was prepared with the support of the Russian Science Foundation (RSF) grant for fundamental and exploratory research No. 24-28-20382, «An evolutionary concept of the organizational and economic mechanism for the deep transformation of market laws, processes and barriers in global agriculture under the need to ensure the resilience of food systems».</funding-statement>
   </funding-group>
  </article-meta>
 </front>
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 </body>
 <back>
  <ref-list>
   <ref id="B1">
    <label>1.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Дегенгардт А. А., Шумакова О. В. Интегральная модель цифровой логистической экосистемы АПК региона на основе концепций «Агрологистика 2.0», «Инфраструктурный агромаркетплейс» и сети блокчейн-IoT // Экономика, предпринимательство и право. 2025. Т. 15, № 6.  С. 3897-3916. DOI: 10.18334/epp.15.6.123368</mixed-citation>
     <mixed-citation xml:lang="en">Degengardt A. A., Shumakova O. V. Integral'naya model' cifrovoy logisticheskoy ekosistemy APK regiona na osnove koncepciy «Agrologistika 2.0», «Infrastrukturnyy agromarketpleys» i seti blokcheyn-IoT // Ekonomika, predprinimatel'stvo i pravo. 2025. T. 15, № 6.  S. 3897-3916. DOI: 10.18334/epp.15.6.123368</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B2">
    <label>2.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Business at OECD. Key Messages on Digitalization of Agriculture. - Paris: Business at OECD, 2021. 3 p. URL: http://www.businessatoecd.org/hubfs/website/documents/pdf/Food%20and%20Agriculture/Key%20Messages%20on%20Digitalization%20of%20Agriculture-%20August%202021.pdf.</mixed-citation>
     <mixed-citation xml:lang="en">Business at OECD. Key Messages on Digitalization of Agriculture. - Paris: Business at OECD, 2021. 3 p. URL: http://www.businessatoecd.org/hubfs/website/documents/pdf/Food%20and%20Agriculture/Key%20Messages%20on%20Digitalization%20of%20Agriculture-%20August%202021.pdf.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B3">
    <label>3.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">CAPI (Canadian Agri-Food Policy Institute). The Future is Digital: Digital Agriculture and Canadian Agriculture Policy. Ottawa, 2025.</mixed-citation>
     <mixed-citation xml:lang="en">CAPI (Canadian Agri-Food Policy Institute). The Future is Digital: Digital Agriculture and Canadian Agriculture Policy. Ottawa, 2025.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B4">
    <label>4.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Ellahi R. M., Rauf A., Azam M. et al. Blockchain-Driven Food Supply Chains: A Systematic Review for Unexplored Opportunities // Applied Sciences. 2024. Vol. 14(19). P. 1193-1210.</mixed-citation>
     <mixed-citation xml:lang="en">Ellahi R. M., Rauf A., Azam M. et al. Blockchain-Driven Food Supply Chains: A Systematic Review for Unexplored Opportunities // Applied Sciences. 2024. Vol. 14(19). P. 1193-1210.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B5">
    <label>5.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">FAO. The State of Food and Agriculture 2021: Making agrifood systems more resilient to shocks and stresses. Rome: FAO, 2021.</mixed-citation>
     <mixed-citation xml:lang="en">FAO. The State of Food and Agriculture 2021: Making agrifood systems more resilient to shocks and stresses. Rome: FAO, 2021.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B6">
    <label>6.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">FAOSTAT [Электронный ресурс]. URL: http://www.fao.org/faostat/en/#compare</mixed-citation>
     <mixed-citation xml:lang="en">FAOSTAT [Elektronnyy resurs]. URL: http://www.fao.org/faostat/en/#compare</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B7">
    <label>7.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Finger R. Digital innovations for sustainable and resilient agricultural systems // European Review of Agricultural Economics. 2023. Vol. 50(4). P. 745-768.</mixed-citation>
     <mixed-citation xml:lang="en">Finger R. Digital innovations for sustainable and resilient agricultural systems // European Review of Agricultural Economics. 2023. Vol. 50(4). P. 745-768.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B8">
    <label>8.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">ISF Advisors. An Updated View of Digital Marketplace Platforms. Report, 2024.</mixed-citation>
     <mixed-citation xml:lang="en">ISF Advisors. An Updated View of Digital Marketplace Platforms. Report, 2024.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B9">
    <label>9.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">OECD. The Digitalisation of Agriculture: A Literature Review and Emerging Policy Issues. Paris: OECD, 2022.</mixed-citation>
     <mixed-citation xml:lang="en">OECD. The Digitalisation of Agriculture: A Literature Review and Emerging Policy Issues. Paris: OECD, 2022.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B10">
    <label>10.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Wang W., Li Z., Meng Q. Digital Transformation Drivers, Technologies, and Pathways in Agricultural Product Supply Chains: A Comprehensive Literature Review // Applied Sciences. 2025. Vol. 15, No. 3. P. 499-507.</mixed-citation>
     <mixed-citation xml:lang="en">Wang W., Li Z., Meng Q. Digital Transformation Drivers, Technologies, and Pathways in Agricultural Product Supply Chains: A Comprehensive Literature Review // Applied Sciences. 2025. Vol. 15, No. 3. P. 499-507.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B11">
    <label>11.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">World Bank. Digital Agriculture Roadmap (DAR) Playbook. - Washington, D.C.: World Bank, 2025. 114 p. URL: http://documents1.worldbank.org/curated/en/099053025063021993/pdf/P508004-f943a09b-c45f-4c93-b554-9dd1decd1e7c.pdf</mixed-citation>
     <mixed-citation xml:lang="en">World Bank. Digital Agriculture Roadmap (DAR) Playbook. - Washington, D.C.: World Bank, 2025. 114 p. URL: http://documents1.worldbank.org/curated/en/099053025063021993/pdf/P508004-f943a09b-c45f-4c93-b554-9dd1decd1e7c.pdf</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B12">
    <label>12.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">World Bank. What's Cooking: Digital Transformation of the Agrifood System. Washington, D.C.: World Bank, 2021.</mixed-citation>
     <mixed-citation xml:lang="en">World Bank. What's Cooking: Digital Transformation of the Agrifood System. Washington, D.C.: World Bank, 2021.</mixed-citation>
    </citation-alternatives>
   </ref>
  </ref-list>
 </back>
</article>
