Tsapenko Irina , Yurevich M.
Nowcasting Migration Using Statistics of Online Queries // Economic and Social Changes: Facts, Trends, Forecast. 2022. Vol. 15, Issue 1. P. 74-89. DOI 10.15838/esc.2022.1.79.4.
Publication Type:
Rubric:


ISSN 2307-0331

DOI: 10.15838/esc.2022.1.79.4

Due to international migration’s growing importance in modern countries’ lives, there is an increasing need for reliable and relevant forecasts of this process, especially in today’s turbulent world. However, established migration forecasting procedures suffer from a number of limitations, against which innovative approaches based on big data, notably online searches made by potential migrants, offer many advantages. Because of their novelty, such tools have not yet revealed their full explanatory and predictive properties. The work explores the possibility of using these tools to predict the population flows within the post-Soviet space. We hypothesize that there is a there is a statistical relationship between online queries about migration to Russia made by residents of Kyrgyzstan, Tajikistan and Uzbekistan and subsequent human flows from these countries to Russia. The hypothesis was tested using the migration statistics of Rosstat, the Federal State Statistics Service of the Russian Federation, Google Trends data on search intensity, and Yandex Wordstat service of word matching for validation of search images. As a result of correlation and regression, we found a moderate dependence of the dynamics of human flows on previous queries, which is most evident at a lag of 6–9 months and at zero lag. Obtaining more accurate results in this and similar studies is hindered by the initial limited predictability of migration behavior due to its contextual, sometimes situational and irrational nature, as well as “noisiness” of statistics of queries and often the flows themselves. The search for universal algorithms of determination of relations between queries and migration flows is seen as the main direction of research in this field.

The article was prepared within the project “Post-crisis world order: Challenges and technologies, competition and cooperation” supported by the grant from Ministry of Science and Higher Education of the Russian Federation program for research projects in priority areas of scientific and technological development (Agreement no. 075-15-2020-783).


Keywords: Russia | forecasting | migration | modeling | big data | Russia | online queries | search images | Central Asia |

Russian Science Citation Index



OTHER PUBLICATIONS ON THIS TOPIC

Stepanova Ekaterina
Russia, Central Asia and Non-traditional Security Threats from Afghanistan following the US Withdrawal // Global Policy. 2022. Vol. 13, Issue 1. P. 138-145. DOI 10.1111/1758-5899.13058.

Stepanova Ekaterina
Russia and the Search for Negotiated Solution in Afghanistan // Europe-Asia Studies. 2020. DOI 10.1080/09668136.2020.1826908. URL: https://www.tandfonline.com/doi/abs/10.1080/09668136.2020.1826908?journalCode=ceas20. Published online: 26.10.2020.

Voronov Konstantin
Perceptions of Russia in the european North: signs of the times / K. Voronov //Russian politics and law. – 2010. – V. 48. – ¹ 6. – P.35-50.

Kanaev Evgeny, Sumsky Victor
Russia’s Progress in Southeast Asia: Modest but Steady [Òåêñò] / V. Sumsky, E. Kanaev, P. Richardson, V. Kozyreì // Russian Analytical Digest. – 2014. – ¹ 145. – Ñ. 2 – 4.

Shawlai Ellina
India’s and Russia’s approaches to the Indo-Pacific—marrying the two // Russia in Global Affairs. 2021. Vol. 19, Issue 1. P. 98-116. DOI 10.31278/1810-6374-2021-19-1-98-116.

Sumsky Victor
Russia’s Forthcoming Summits with ASEAN and China [Òåêñò] / V. Sumsky // Thinking ASEAN. – 2016. – ¹ 11. – P. 9 – 11.

Todorov Andrey
Russia in maritime areas off Spitsbergen (Svalbard): Is it worth opening the Pandora's Box? // Marine Policy. 2020. DOI 10.1016/j.marpol.2020.104264. URL: https://www.sciencedirect.com/science/article/abs/pii/S0308597X20309106?via%3Dihub#!. Published online: 22.10.2020.

Baranovsky Vladimir , Utkin Sergey
Europe as seen from Russia / V. Baranovsky, S. Utkin // Perspectives. – 2012. – V. 20. – Issue 2. – P. 63–82.

Volodin Andrey , Salitskii Alexander
Gli interessi della Russia nell’Asia-Pacifico [Text] / A. Volodin, A. Salickij // Istituto di Alti Study in Geopolitica e Scienze Ausiliarie. – 2014. – ¹ 33. – P. 2 – 8.

Zvyagelskaya Irina
Russian Policy in the Levant [Text] / I.D. Zvyagelskaya // Uluslararasi Iliskiler. – 2018. – Vol. 15. – Issue 60. – P. 121-133.

Mirkin Yakov , Kuznetsov Al., Kuznetsova O.
The rocky road to modernity: 20 years of the Russian capital market / O. Kuznetsova, A. Kuznetsov, Y.M. Mirkin // Thunderbird International Business Review. – 2011. – V. 53. - Issue 5. - Ð. 661–673.

Semenenko Irina
[Book review] / I.S. Semenenko // Social Sciences. Quarterly Journal of the Russian Academy of Sciences. – 2016. – V. 47. – ¹ 1. – P. 137 – 142. – Book review: V. Pantin, V. Lapkin. Historical Forecasting in the Twenty-first Century: the Kondratyev Cycles, Evolutionary Cycles and Prospects for World Development

Volodin Andrey
Russia: “late take off” society in the whirlwind of world politics // World Affairs. 2021. Vol. 25, Issue 2. P. 48-69.

Stepanova Ekaterina
Foreign Terrorist Fighters from Russia in and after Syria and Iraq: (Trans) National Trends and Threats // Studies in Conflict and Terrorism. 2021. DOI 10.1080/1057610X.2021.1923625. URL: https://www.tandfonline.com/doi/full/10.1080/1057610X.2021.1923625. Published online: 07.06.2021.

Kapelyushnikov Rostislav , Gimpelson V., A. Lukyanova
Employment Protection Legislation in Russia: Regional Enforcement and Labour Market Outcomes / V. Gimpelson, R. Kapelyushnikov, A. Lukyanova // Comparative Economic Studies. – 2010. – V. 24. – Issue 3. – P. 611–636.

Kosolapov Nikolay
E - Equality // Russia in Global Affairs. 2020. Vol. 18, Issue 1 (69). P. 80-84. DOI 10.31278/1810-6374-2020-18-1-80-84.

Golunov Serghei
Book review: Ilya Yablokov, Fortress Russia: Conspiracy Theories in Post-Soviet Russia [Cambridge and Medford, MA: Polity, 2018. 288 p.] // Political Studies Review. – 2020. – Vol. 18, Issue 4. – P. NP23-NP24. DOI 10.1177/1478929920903643.

Afontsev Sergey , Kobrinskaya Irina, Machavariani Givi , Zagorskii Andrei, Zhuravleva Victoria, Zvyagelskaya Irina, Voda Kristina, Kozhanov Nikolai, Davydov Alexey, Davydov Oleg, Dmitriev Sergey, Lomanov Alexander, Lukonin Sergey, Malysheva Dina, Mikheev Vasily , Rabotyazhev Nikolay, Svistunova Irina, Ibragimov Ibragim, Kislitsyn Sergey, Solovyev Eduard, Kuzmina Elena, Surkov Nikolay, Utkin Sergey, Fedorovsky Aleksander , Frumkin Boris, Shvydko Vitaly, Kanaev Evgeny, Samarskaya Lyudmila
Russia and the world: 2020 IMEMO forecast // New Perspectives. 2020. DOI 10.1177/2336825X20954758. URL: https://journals.sagepub.com/doi/10.1177/2336825X20954758. Published online: 16.09.2020.

Kanaev Evgeny
Deciphering the Eurasian Potential of Russia-Vietnam Comprehensive Strategic Partnership [Òåêñò] / E.A. Kanaev // Russian Analytical Digest. – 2017. – No 209. – Ð. 5-8.

Kobrinskaya Irina
Update – Russia & The World: The Autumn of Our Discontent? [Text] / I. Kobrinskaya // New Perspectives. – 2018. – Issue 3. – P. 167-174.
Related publications


Comments (0)

No comments

Add comment







First news
Institute News
10/06/2022

The next issue of the journal ME & MO (No. 6, 2022), which opens with a panoramic article by V. Mikheev and S. Lukonin, has been published. The authors dedicated it to China on the eve of the 20th CPC Congress. In the economic block of the magazine special attention is paid to digital currencies.

more...

09/06/2022

An article by Marina Klinova «The State and Energy Security in the World and Europe as a Public Good» was published in the June issue of the journal «Voprosy Ekonomiki» ("Economic Issues") under the heading "International Economics" (in Russian).

more...

Recently Published