from 01.01.2014 until now
Moscow, Moscow, Russian Federation
Moscow, Russian Federation
The authors used machine learning models to analyze the regional differences in the availability of milk and dairy products. The regional imbalances appeared to be closely related to the level of income and the volume of ready-to-drink milk production in the region. These factors especially affected top-of-the-range products. Other factors included the size of the urban population, the level of milk consumption, and the milk yield per cow. The number of dairy farms, the volume of raw milk production, the size of the rural population, and the number of cows had little or no effect on the regional price policy. The results obtained may help retail trade entities, e.g., chain stores, to develop their price policy. In addition, they may assist the government in determining the areas of support for agricultural producers in order to make dairy products more available in certain regions.
dairy products, dairy production, price formation, market, machine learning
1. Prudius, E. V. Prodovol'stvennaya bezopasnost' - fundament ekonomicheskoy bezopasnosti strany / E. V. Prudius // Problemy rynochnoy ekonomiki. 2023. № 2. S. 112–124. https://doi.org/10.33051/2500-2325-2023-2-112-124; https://www.elibrary.ru/lfgnrl
2. Anischenko, A. N. Territorial'naya differenciaciya molochnogo skotovodstva Rossii / A. N. Anischenko, D. I. Usmanov // Prodovol'stvennaya politika i bezopasnost'. 2021. T. 8, № 2. S. 179–188. https://doi.org/10.18334/ppib.8.2.111782; https://www.elibrary.ru/uizwcg
3. Suray, N. M. Potrebitel'skie predpochteniya na rynke molochnoy produkcii v Moskve / N. M. Suray, E. A. Krasil'nikova, A. A. Terehova // Molochnaya promyshlennost'. 2023. № 2. S. 36–37. https://doi.org/10.31515/1019-8946-2023-02-36-37; https://www.elibrary.ru/beucls
4. Suray, N. M. Analiz rynka moloka i molochnyh produktov v Moskovskoy oblasti / N. M. Suray, N. V. Ponomareva, E. E. Udovik [i dr.] // Molochnaya promyshlennost'. 2022. № 9. S. 17–19. https://doi.org/10.31515/1019-8946-2022-09-17-19; https://www.elibrary.ru/cafqfm
5. Svyatova, O. V. O differenciacii cen na molochnuyu produkciyu v regionah CChR / O. V. Svyatova // Nauka i praktika regionov. 2023. № 1(30). S. 55–59. https://www.elibrary.ru/zbvjdq
6. Stolyarova, O. A. Prognoznye ocenki rynka moloka i molochnoy produkcii regiona / O. A. Stolyarova, Yu. V. Reshetkina // Surskiy vestnik. 2023. № 2(22). S. 71–75. https://doi.org/10.36461/2619-1202_2023_02_012; https://www.elibrary.ru/pmvyvc
7. Vasil'eva, O. G. Modelirovanie i prognozirovanie ceny na moloko v regione (na primere Chuvashskoy Respubliki) / O. G. Vasil'eva, E. A. Derevyannyh // Ekonomika sel'skogo hozyaystva Rossii. 2023. № 8. S. 95–101. https://doi.org/10.32651/238-95; https://www.elibrary.ru/yspzgq
8. Rudoy, E. V. Sostoyanie i tendencii razvitiya rynka moloka i molochnoy produkcii v Altayskom krae / E. V. Rudoy, T. I. Valeckaya // Ekonomika sel'skohozyaystvennyh i pererabatyvayuschih predpriyatiy. 2020. № 3. S. 60–63. https://www.elibrary.ru/ufycuz
9. Burda, A. G. Issledovanie sezonnosti cen i ob'emov proizvodstva moloka na Kubani / A. G. Burda, S. A. Burda // Vestnik Akademii znaniy. 2020. № 38(3). S. 62–69. https://doi.org/10.24411/2304-6139-2020-10327; https://www.elibrary.ru/uqjgpt
10. Ermakova, I. N. Sovremennye tendencii razvitiya rynka moloka i molochnoy produkcii v Krasnoyarskom krae / I. N. Ermakova, O. Yu. Gavrilova // Vestnik Altayskoy akademii ekonomiki i prava. 2022. № 10-1. S. 61–67. https://doi.org/10.17513/vaael.2432; https://www.elibrary.ru/dklrfi
11. Kresova, S. Identifying the Determinants of Regional Raw Milk Prices in Russia Using Machine Learning / Kresova S., Hess S. // Agriculture, 2022. № 12. 1006. https://doi.org/10.3390/agriculture12071006
12. Modelirovanie potrebitel'skih cen na moloko v regionah Rossiyskoy Federacii s ispol'zovaniem tehnologiy mashinnogo obucheniya: otchet o NIR / REU im. G. V. Plehanova; ruk. E. A. Mayorova; ispoln.: N. S. Lipatov, A. S. Sokolov, A. I. Protasevich, T. A. Obuhova. M., 2023. 138 s. Registracionnyy nomer NIOKTR 123122900048-0, 29 dekabrya 2023 g.
13. Mayorova, E. A. Modelirovanie potrebitel'skih cen na moloko v regionah Rossiyskoy Federacii s ispol'zovaniem tehnologiy mashinnogo obucheniya / E. A. Mayorova, N. S. Lipatov, A. S. Sokolov // Ekonomika i upravlenie: problemy, resheniya. 2023. T. 3, № 10 (139). S. 88–95. https://doi.org/10.36871/ek.up.p.r.2023.10.03.012; https://www.elibrary.ru/uofmcr
14. Krasil'nikova, E. A. Sobstvennye torgovye marki roznichnyh torgovyh setey kak ustoychivaya tendenciya razvitiya torgovli / E. A. Krasil'nikova, N. S. Lipatov // Lizing. 2023. № 1. S. 25–31. https://doi.org/10.33920/VNE-03-2301-05; https://www.elibrary.ru/ewtvjm
15. Panasenko, S. V. Sovremennaya kon'yunktura rynka i ee vliyanie na torgovuyu deyatel'nost' / S. V. Panasenko, N. M. Suray, B. O. Hashir // Innovacii i investicii. 2023. № 2. S. 230–234. https://www.elibrary.ru/quzitm
16. Barcho, M. H. Obespechenie prodovol'stvennoy bezopasnosti Rossiyskoy Federacii v usloviyah deystviya sankciy / M. H. Barcho, K. M. Denisenko, A. D. Salo, A. I. Utkin // Vestnik Akademii znaniy. 2023. № 1(54). S. 51–56. https://www.elibrary.ru/nsvqwy
17. Karaschuk, O. S. Analiz rynka agroproduktov v usloviyah importozamescheniya / O. S. Karaschuk, A. F. Nikishin // Agrarnyy vestnik Urala. 2019. № 2(181). S. 58–68. https://doi.org/10.32417/article_5cb0b728c178d7.06619164; https://www.elibrary.ru/wbgicr
18. Husainov, I. I. Cenoobrazovanie na proizvodstvo i realizaciyu moloka / I. I. Husainov, A. S. Varfolomeev // Vestnik Vserossiyskogo nauchno-issledovatel'skogo instituta mehanizacii zhivotnovodstva. 2019. № 4(36). S. 218–224. https://www.elibrary.ru/pmmthb
19. Frolova, A. K. Rynok moloka i molochnyh produktov v Rossii: sostoyanie i tendencii razvitiya / A. K. Frolova, A. V. Schuckaya // Problemy razvitiya predpriyatiy: teoriya i praktika. 2020. № 1-1. S. 194–197. https://www.elibrary.ru/adgtgi
