Quantifying Urban Dynamics: An Investigation of Employment Mobility, Spatial Proximity, and Residential Attractiveness in Moroccan Small Cities Applying Data Science Methods

Authors

  • Sohaib Khalid MASAFEQ Laboratory, National Institute of Statistics and Applied Economics. Morocco Author https://orcid.org/0000-0003-2125-3480
  • Driss Effina MASAFEQ Laboratory, National Institute of Statistics and Applied Economics. Morocco Author

DOI:

https://doi.org/10.56294/dm2023167

Keywords:

Residential Attractiveness, Migration, Labour Mobility, Small City, Quantile Regression Analysis

Abstract

The primary objective of this study is to delve into the intricate interplay between workforce mobility and the spatial proximity to agglomerations, and their collective impact on the residential attractiveness of small cities in Morocco. Initially, we meticulously estimated the net migration rate, a robust and widely acknowledged metric within scholarly discourse, employed to gauge the territorial magnetism. Subsequently, employing this metric as the dependent variable, we embarked on a thorough examination of how the mobility of the workforce and territorial proximity to agglomerations synergistically shape the attractiveness of small cities. The assessment of the net migration rate unearthed a pattern of dispersion, a phenomenon that catalyzed our adoption of quantile regression modeling. Therefore, our rigorous analysis has unveiled a compelling revelation: the geographical proximity of small cities exerts a pronounced influence on their allure. Specifically, a closer adjacency to agglomeration zones invariably results in an augmented residential attractiveness. Furthermore, our research has discerned a robust correlation between heightened workforce mobility and an amplified migratory interest in small Moroccan cities. These compelling findings challenge the prevailing notion that the residential magnetism of small cities in Morocco hinges solely on their socio-economic profile. Instead, it underscores the profound impact wielded by their spatial disposition and the dynamic movements of the workforce

References

1. Davezies L. L’économie locale résidentielle. Géographie Économie Société. 2009 Mar 30;11(1):47–53.

2. Moroccan State Document M of NTM Urban Planning, Housing and Urban Policy (MATNUHPV). Competitiveness of small cities in Morocco. 2020.

3. Sohaib K, Driss E, Youness J. An Econometric Analysis of the Determinants of Small’s Cities’ Attractiveness: Evidence from Moroccan Case. In: 2022 8th International Conference on Optimization and Applications (ICOA) [Internet]. Genoa, Italy: IEEE; 2022 [cited 2023 Apr 6]. p. 1–6. Available from: https://ieeexplore.ieee.org/document/9934146/

4. Moroccan State Document M of NTM Urban Planning. National urban framework plan. 2017.

5. Uman JMM, Arias LVC, Romero-Carazas R. Factores que dificultan la graduación: El caso de la carrera profesional de contabilidad en las universidades peruanas. Revista Científica Empresarial Debe-Haber 2023;1:58-74.

6. Yassine A, Bakass F. Do Education and Employment Play a Role in Youth’s Poverty Alleviation? Evidence from Morocco. Sustainability. 2022 Sep 19;14(18):11750.

7. D’Haultfoeuille X, Givord P. La régression quantile en pratique. Econ Stat. 2014;471(1):85–111.

8. He X, Hu F. Markov Chain Marginal Bootstrap. J Am Stat Assoc. 2002 Sep;97(459):783–95.

9. Gonzalez-Argote J. A Bibliometric Analysis of the Studies in Modeling and Simulation: Insights from Scopus. Gamification and Augmented Reality 2023;1:5–5. https://doi.org/10,56294/gr20235.

10. Portnoy S, Koenker R. The Gaussian hare and the Laplacian tortoise: computability of squared-error versus absolute-error estimators. Stat Sci [Internet]. 1997 Nov 1 [cited 2022 Apr 30];12(4). Available from: https://projecteuclid.org/journals/statistical-science/volume-12/issue-4/The-Gaussian-hare-and-the-Laplacian-tortoise--computability-of/10,1214/ss/1030037960.full

11. Romero-Carazas R. Prompt lawyer: a challenge in the face of the integration of artificial intelligence and law. Gamification and Augmented Reality 2023;1:7–7. https://doi.org/10,56294/gr20237.

12. Etienne JM, Narcy M. Gender Wage Differentials in the French Nonprofit and For-profit Sectors: Evidence from Quantile Regression. Ann Econ Stat. 2010;(99/100):67.

13. Abadie A, Angrist J, Imbens G. Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings. Econometrica. 2002;70(1):91–117.

14. Castillo-Gonzalez W. Charting the Field of Human Factors and Ergonomics: A Bibliometric Exploration. Health Leadership and Quality of Life 2022;1:6-6. https://doi.org/10,56294/hl20226.

15. European Commission. Joint Research Centre. The future of cities : opportunities, challanges and the way forward [Internet]. LU: Publications Office; 2019 [cited 2023 Apr 13]. (EUR (Luxembourg. Online)). Available from: https://data.europa.eu/doi/10,2760/375209

16. Gonzalez-Argote J. Patterns in Leadership and Management Research: A Bibliometric Review. Health Leadership and Quality of Life 2022;1:10-10. https://doi.org/10,56294/hl202210.

17. Edouard JC. L’attrait des petites villes, une chance pour redynamiser leur centralité ?: Réflexions à partir du cas des petites villes auvergnates. Belgeo [Internet]. 2019 Jul 10 [cited 2023 Apr 8];(3). Available from: http://journals.openedition.org/belgeo/34295

18. Gonzalez-Argote J. Analyzing the Trends and Impact of Health Policy Research: A Bibliometric Study. Health Leadership and Quality of Life 2023;2:28-28. https://doi.org/10,56294/hl202328.

19. Morel-Brochet A. À la recherche des spécificités du mode d’habiter périurbain dans les représentations et les sensibilités habitantes. Norois. 2007 Dec 1;(205):23–35.

20. Masson S, Petiot R. Can the high speed rail reinforce tourism attractiveness? The case of the high speed rail between Perpignan (France) and Barcelona (Spain). Technovation. 2009 Sep;29(9):611–7.

21. Gonzalez-Argote D, Gonzalez-Argote J, Machuca-Contreras F. Blockchain in the health sector: a systematic literature review of success cases. Gamification and Augmented Reality 2023;1:6–6. https://doi.org/10,56294/gr20236.

22. Khalid S, Effina D, Khalid khaoula rihab, Chaabane MS. The Artificial Intelligence as a decision-making instrument for Modeling and Predicting Small Cities’ Attractiveness: Evidence from Morocco. Applied Mathematics & Information Sciences. 2023;

23. Veyret-Verner G. Essai de définition et de classification des petites villes : leur insertion dans un réseau urbain. Rev Géographie Alp. 1970;58(1):51–66.

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Published

2023-12-30

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Original

How to Cite

1.
Khalid S, Effina D. Quantifying Urban Dynamics: An Investigation of Employment Mobility, Spatial Proximity, and Residential Attractiveness in Moroccan Small Cities Applying Data Science Methods. Data and Metadata [Internet]. 2023 Dec. 30 [cited 2024 Dec. 21];2:167. Available from: https://dm.ageditor.ar/index.php/dm/article/view/123