Multi-criteria Evaluation of Madagascar's Regions in the Context of Employment Using the CoCoFISo Method
DOI:
https://doi.org/10.31181/sdmap21202514Keywords:
Employment sector, Madagascar, Multi-criteria decision-making, CoCoFISo methodAbstract
The evaluation of regions in terms of employment provides decision-makers with a valuable tool for pursuing the development of each region. Furthermore, it facilitates the decision-making process for the working-age population, enabling them to identify locations where they wish to settle on a long-term basis to pursue employment opportunities. The objective was to evaluate Madagascar's twenty-three regions under thirteen pre-established criteria. The multi-criteria mean weight (MW) and Combined Compromise For Ideal Solution (CoCoFISo) decision-making methods were employed to calculate the criteria's relative importance and perform a comparative ranking of the regions. The weights of the criteria were equalized using the MW result. The CoCoFISo method revealed that the first seven regions are successively Atsimo Andrefana, Analanjirofo, Boeny, Vakinakaratra, Alaotra Mangoro, Diana and Analamanga. Our analysis of the results demonstrates that these regions display elevated percentages, with 54% to 69% of the criteria exhibiting above-average values. Additionally, the values of their criteria are generally stable in comparison to the others, which are dispersed.
Downloads
References
Aragonés-Beltrán, P., González-Cruz, M. C., León-Camargo, A., & Viñoles-Cebolla, R. (2023). Assessment of regional development needs according to criteria based on the Sustainable Development Goals in the Meta Region (Colombia). Sustainable Development, 31(2), 1101‑1121. https://doi.org/10.1002/sd.2443
Arslan, H. (2017). Current classification of multi-criteria decision analysis methods and public sector implementation (p. 241‑261).
Ashofteh, P.-S., & Pourali Dougaheh, M. (2024). Ranking the optimal combination of low-impact urban development systems under climate change with the TODIM multi-criteria decision-making method. Journal of Cleaner Production, 434, 140108. https://doi.org/10.1016/j.jclepro.2023.140108
Brans, J. P., & Vincke, Ph. (1985). Note—A Preference Ranking Organisation Method. Management Science, 31(6), 647‑656. https://doi.org/10.1287/mnsc.31.6.647
Butler, N. A. (2004). A new class of equal-weight integration rules on the hypercube. Numerische Mathematik, 99(2), 349‑363. https://doi.org/10.1007/s00211-004-0562-5
Colapinto, C., Jayaraman, R., Ben Abdelaziz, F., & La Torre, D. (2020). Environmental sustainability and multifaceted development : Multi-criteria decision models with applications. Annals of Operations Research, 293(2), 405‑432. https://doi.org/10.1007/s10479-019-03403-y
Hoang, X. T. (2023). Multi-Objective Optimization of Turning Process by Fuca Method. Strojnícky Časopis - Journal of Mechanical Engineering, 73(1), 55‑66. https://doi.org/10.2478/scjme-2023-0005
INSTAT, M. (2021). RGPH3 : Etat et Structure de la Population (Troisième recensement général de la population et de l’habitation RGPH3; p. 192). https://instat.mg/documents/upload/main/INSTAT-RGPH3_EtatetStructuredelaPopulation.pdf
INSTAT Madagascar. (2024, mars). Enquête permanente auprès des ménages 2021-2022. https://www.instat.mg/p/epm-enquete-periodique-aupres-des-menages-2021-2022
Jose, E., Agarwal, P., Zhuang, J., & Swaminathan, J. (2023). A multi-criteria decision making approach to evaluating the performance of Indian railway zones. Annals of Operations Research, 325(2), 1133‑1168. https://doi.org/10.1007/s10479-022-04866-2
Mahmudah, R. SN., Putri, D. I., Abdullah, A. G., Shafii, M. A., Hakim, D. L., & Setiadipura, T. (2024). Developing a Multi-Criteria Decision-Making model for nuclear power plant location selection using Fuzzy Analytic Hierarchy Process and Fuzzy VIKOR methods focused on socio-economic factors. Cleaner Engineering and Technology, 19, 100737. https://doi.org/10.1016/j.clet.2024.100737
Mandil, A. D. A., Salih, M. M., & Muhsen, Y. R. (2024). Opinion Weight Criteria Method (OWCM) : A New Method for Weighting Criteria With Zero Inconsistency. IEEE Access, 12, 5605‑5616. IEEE Access. https://doi.org/10.1109/ACCESS.2024.3349472
Mardani, A., Jusoh, A., MD Nor, K., Khalifah, Z., Zakwan, N., & Valipour, A. (2015). Multiple criteria decision-making techniques and their applications – a review of the literature from 2000 to 2014. Economic Research-Ekonomska Istraživanja, 28(1), 516‑571. https://doi.org/10.1080/1331677X.2015.1075139
Namazi, A., & Khodabakhshi, M. (2023). A novel game theoretic method on fair economic resource allocation with multiple Criteria. International Journal of Management Science and Engineering Management, 18(3), 170‑176. https://doi.org/10.1080/17509653.2022.2043196
Palit, D., & Prybutok, V. R. (2024). A Comparative Study of the Equal-Weight Method and Hierarchical Risk Parity in Portfolio Construction. Finance & Economics Review, 6(1), Article 1. https://doi.org/10.38157/fer.v6i1.609
Pereira Barbosa, H. (2023). Estimer la vulnérabilité des territoires aux impacts potentiels des changements climatiques sur la santé des populations : Développement et application d’un modèle d’aide multicritère à la décision à la région Bretagne, France [These de doctorat, Rennes, École des hautes études en santé publique]. https://theses.fr/2023HESP0007
Rasoanaivo, R. G. (2023). Système d’aide à la décision multicritère pour l’allocation de logements étudiants [Thèse]. http://www.theses.fr/2023TOU10007
Rasoanaivo, R. G., & Tata, J. A. (2024). A New Technique of Ranking Madagascar’s Universities Using CoCoFISo Method in a Multi-Criteria Decision Support System : MadUrank. International Journal of Scientific Research in Computer Science and Engineering, 12(4), 18‑31.
Rasoanaivo, R. G., Yazdani, M., Zaraté, P., & Fateh, A. (2024). Combined compromise for ideal solution (CoCoFISo) : A multi-criteria decision-making based on the CoCoSo method algorithm. Expert Systems with Applications, 124079. https://doi.org/10.1016/j.eswa.2024.124079
Roy, B. (1968). Classement et choix en présence de points de vue multiples. Revue française d’informatique et de recherche opérationnelle, 2(8), 57‑75.
Roy, B. (1985). Méthodologie multicritère d’aide à la décision. Economica.
Roy, B. (1996). Decision Problems and Processes. In B. Roy (Éd.), Multicriteria Methodology for Decision Aiding (p. 3‑6). Springer US. https://doi.org/10.1007/978-1-4757-2500-1_1
Saaty, T. L. (1977). A scaling method for priorities in hierarchical structures. Journal of Mathematical Psychology, 15(3), 234‑281. https://doi.org/10.1016/0022-2496(77)90033-5
Sadovnikova, N., Savina, O., Parygin, D., Churakov, A., & Shuklin, A. (2023). Application of Scenario Forecasting Methods and Fuzzy Multi-Criteria Modeling in Substantiation of Urban Area Development Strategies. Information, 14(4), Article 4. https://doi.org/10.3390/info14040241
Sánchez-Martínez, F.-I., Abellán-Perpiñán, J.-M., Martínez-Pérez, J.-E., & Gómez-Torres, J.-L. (2024). Design of a multiple criteria decision analysis framework for prioritizing high-impact health technologies in a regional health service. International Journal of Technology Assessment in Health Care, 40(1), e21. https://doi.org/10.1017/S0266462324000205
Sohail, S. S., Javed, Z., Nadeem, M., Anwer, F., Farhat, F., Hussain, A., Himeur, Y., & Madsen, D. Ø. (2023). Multi-criteria decision making-based waste management : A bibliometric analysis. Heliyon, 9(11). https://doi.org/10.1016/j.heliyon.2023.e21261
World Bank. (2024). World Bank Open Data. World Bank Open Data. https://donnees.banquemondiale.org/indicator/SP.POP.TOTL?locations=MG&most_recent_year_desc=true
Yadav, U. K., Patnana, N., Meena, V. P., & Singh, V. P. (2023). Equal-weight and rank-sum-weight-based systematic diminution of higher-order continuous systems using grey wolf optimisation. International Journal of Modelling, Identification and Control, 43(1), 64‑79. https://doi.org/10.1504/IJMIC.2023.132102
Zadeh, L. (1963). Optimality and non-scalar-valued performance criteria. IEEE Transactions on Automatic Control, 8(1), 59‑60. IEEE Transactions on Automatic Control. https://doi.org/10.1109/TAC.1963.1105511
Zardari, N. H., Ahmed, K., Shirazi, S. M., & Yusop, Z. B. (2015). Weighting Methods and their Effects on Multi-Criteria Decision Making Model Outcomes in Water Resources Management. Springer International Publishing. https://doi.org/10.1007/978-3-319-12586-2
Zavadskas, E. K., Govindan, K., Antucheviciene, J., & Turskis, Z. (2016). Hybrid multiple criteria decision-making methods : A review of applications for sustainability issues. Economic Research-Ekonomska Istraživanja, 29(1), 857‑887. https://doi.org/10.1080/1331677X.2016.1237302
Zhukov, R. A., Kozlova, N. O., Manokhin, E. V., Myasnikova, E. B., & Melay, E. A. (2023, avril 1). Multi-Criteria Optimization as the Methodology of Ensuring Sustainable Development of Regions : Tula Region of the Russian Federation. | International Journal of Sustainable Development & Planning | EBSCOhost. https://doi.org/10.18280/ijsdp.180408
Downloads
Published
Issue
Section
License
Copyright (c) 2024 Spectrum of Decision Making and Applications
This work is licensed under a Creative Commons Attribution 4.0 International License.