Reexamining Okun’s law using state level panel data from Mexico

Authors

DOI:

https://doi.org/10.18381/eq.v23i1.7373

Keywords:

Dynamic panel-data, Okun’s Law, heterogeneity, endogeneity

Abstract

Objective: This paper investigates the validity of Okun’s law in Mexico at national and subnational levels using panel data for 32 states from 2000 to 2019, addressing gaps in prior analyses regarding slope heterogeneity, cross-sectional dependence, and endogeneity. Methodology: Second-generation panel time-series estimators, including Common Correlated Effects Mean Group and Augmented Mean Group, are applied to difference and gap specifications of Okun’s law, ensuring robustness to the identified econometric challenges. Results: Okun’s law holds at the national level. Sub nationally, it is valid in 15 states using the difference version and 11 states using the gap version, revealing substantial regional variation.Limitations/implications: Data constraints limit granularity to annual frequencies; implications emphasize tailored regional policies to mitigate unemployment-output disparities.Originality/value: This study pioneers robust second-generation estimators for subnational Okun analysis in Mexico, offering reliable coefficients for policy design.Conclusions: Heterogeneity underscores the need for advanced panel methods; Okun’s law remains a key tool for Mexican economic stabilization with nuanced subnational applications.

Downloads

Download data is not yet available.

Author Biography

Oscar Cárdenas, Asociación Internacional de Economía Pública Local

Asociado del Instituto de Estudios en Gobierno y Finanzas Públicas

References

Alarcón Osuna, M. A., y Soto Zazueta, I. M. (2017) Heterogeneidad estructural en la estimación de la Ley de Okun para el caso mexicano. Realidad, Datos y Espacio. Revista Internacional de Estadística y Geografía, 8(3): 62-79. https://www.inegi.org.mx/contenidos/productos/prod_serv/contenidos/espanol/bvinegi/productos/nueva_estruc/revista_rde/889463856801.pdf

Apergis, N., & Rezitis, A. (2003). An examination of Okun’s law: evidence from regional areas in Greece. Applied Economics, 35(10): 1147-1151. DOI: 10.1080/0003684032000066787

Balakrishnan, R., Das, M., & Kannan, P. (2010). Chapter 3, Unemployment dynamics during recessions and recoveries: Okun’s law and beyond. In: Rebalancing growth. IMF World Economic Outlook, April 2010. https://www.imf.org/-/media/websites/imf/imported-flagship-issues/external/pubs/ft/weo/2010/01/pdf/_c3pdf.pdf

Ball, L., Furceri, D., Leigh, D., & Loungani, P. (2019). Does one law fit all? Cross-country evidence on Okun’s law. Open Economies Review, 30(5): 841-874. DOI: 10.1007/s11079-019-09549-3

Ball, L. M., Leigh, D., & Loungani, P. (2013). Okun’s law: fit at fifty? NBER Working Papers (w18668). DOI. 10.3386/w18668

Barreto, H. & Howland, F. (1993). There are two Okun’s law relationships between output and unemployment. Wabash College, Crawfordsville, IN. https://www.researchgate.netpublication/228421484_There_Are_Two_Okun’s_Law_Relationships_between_Output_and_Unemployment

Binet, M. E., & Facchini, F. (2013). Okun’s law in the French regions: a cross-regional comparison. Economics Bulletin, 33(1): 420-433. https://shs.hal.science/halshs-00812549v2

Bond, S. R., & Eberhardt, M. (2013). Accounting for unobserved heterogeneity in panel time series models. University of Oxford, 1(11): 1-12. https://lezme.github.io/markuseberhardt/BEMC.pdf

Chavarín Rodríguez, Rubén (2001). El costo del desempleo medido en producto. Una revisión empírica de la Ley de Okun para México. El Trimestre Económico. 68 (270): 209-231. https://www.jstor.org/stable/20857058

Chudik, A., & Pesaran, M. H. (2013). Econometric analysis of high dimensional VARs featuring a dominant unit. Econometric Reviews, 32(5–6): 592–649. DOI: 10.1080/07474938.2012.740374

Durech, R., Minea, A., Mustea, L. & Slusna, L. (2014). Regional evidence on Okun’s law in Czech Republic and Slovakia. Economic Modelling, 42: 57-65. DOI: 10.1016/j.econmod.2014.05.039

Eberhardt, M. & Bond, S. (2009). Cross-section dependence in nonstationary panel models: a novel estimator. https://mpra.ub.unimuenchen.de/17692/1/MPRA_paper_17692.pdf

Eberhardt, M. & Teal, F. (2010). Productivity analysis in global manufacturing production. University of Oxford. Economics Series Working Papers (515) https://ora.ox.ac.uk/objects/uuid:ea831625-9014-40ec-abc5-516ecfbd2118/files/m3956c6620e1981138f3168c388d1c793

Freeman, D. G. (2000). Regional tests of Okun’s law. International Advances in Economic Research, 6(3), 557-570. DOI: 10.1007/BF02294972

González Anaya, J. A. (2002). Labor market flexibility in thirteen Latin American countries and the United States: revisiting and expanding Okun coefficients. Stanford, CA: Stanford University, Center for Research on Economic Development and Policy Reform. https://kingcenter.stanford.edu/sites/g/files/sbiybj16611/files/media/file/136wp_0.pdf

Guisinger, A. Y., Hernandez-Murillo, R., Owyang, M. T., & Sinclair, T. M. (2018). A state-level analysis of Okun’s law. Regional Science and Urban Economics, 68, 239-248. DOI: 10.1016/j.regsciurbeco.2017.11.005

Instituto Nacional de Estadística y Geografía [INEGI] (2025). Encuesta Nacional de Ocupación y Empleo (ENOE), población de 15 años y más de edad. México: INEGI. https://www.inegi.org.mx/programas/enoe/15ymas/

Islas C., A., & Cortez, W. W. (2013) Relaciones dinámicas del producto y el empleo en México: una evaluación de sus componentes permanentes y transitorios, Revista de la CEPAL, (111): 167-182. https://repositorio.cepal.org/server/api/core/bitstreams/c0ac872c-3a9a-41c9-8afc-19c4ce65b739/content

Islas Camargo, A. & Cortez, W. W. (2018) Can the informal sector affect the relationship between unemployment and output? An analysis of the Mexican case. CEPAL Review, (126): 137-153. https://repositorio.cepal.org/server/api/core/bitstreams/c183cb62-5573-4348-bc96-3c4a653584d7/content

Lewandowski, P. (2006). PESCADF: Stata module to perform Pesaran’s CADF panel unit root test in presence of cross section dependence. https://ideas.repec.org/c/boc/bocode/s456732.html

Loría, E. & García-Ramos, M. (2007). La ley de Okun: una relectura para México, 1970-2004, Estudios Económicos. 22(1): 19-55. https://www.jstor.org/stable/40311523

Loría, E. & Leobardo de Jesús (2011). The robustness of Okun’s law – evidence from Mexico: a quarterly validation, 1985.1–2006.4. In G. Ángeles Castro H. Ríos-Bolivar, I. Perrotini Hernández (eds.) Market liberalism, growth and economic development in Latin America, (pp. 264 – 276). London: Routledge (Routledge Studies in Development Economics).

Loría, E., Libreros, C. & Salas, E. (2012). La ley de Okun en México: una mirada de género, 2000.2-2011.1. Investigación Económica, 71(280): 121-140. https://www.scielo.org.mx/scielo.php?pid=S0185-16672012000200005&script=sci_arttext

Loría Díaz de Guzmán, E. G., Ramírez Guerra. E.-A. & Salas, E. (2015). La ley de Okun y la flexibilidad laboral en México: un análisis de cointegración, 1997Q3-2014Q1, Contaduría y Administración. 60: 631-650. https://dialnet.unirioja.es/descarga/articulo/5482245.pdf

Loría, E., Rojas, S., & Martínez, E. (2021). Okun’s law in Mexico: an analysis of heterogeneity among States, 2004-2018. CEPAL Review, (134): 135-152. https://repositorio.cepal.org/server/api/core/bitstreams/1bc01bfa-cadb-4e36-8db3-6c4c8d04e678/content#page=136

Mankiw, N. G. (2020). Principles of macroeconomics. 8 ed. Toronto: Cengage Learning. Montero Kuscevic, C. M. (2014). Okun’s law and urban spillovers in US unemployment. The Annals of Regional Science, 53: 719–730. DOI: 10.1007/s00168-014-0640-2

Neal, T. (2015). Estimating heterogeneous coefficients in panel data models with endogenous regressors and common factors. Workblacking paper (2009): 1-29. https://www.semanticscholar.org/paper/Estimating-Heterogeneous-Coefficients-in-Panel-Data-Neal/fd-9267f4dfb7ad3e00b16caabf497f71dd49d89f

Oberst, C., & Oelgemöller, J. (2013). Economic growth and regional labor market development in German regions: Okun’s law in a spatial context. FCN Working Papers (5/2013). DOI: 10.2139/ssrn.2240260

Okun, Arthur M (1962). Potential GNP: its measurement and significance. Proceedings of the Business and Economics Statistics Section of the American Statistical Association, pp. 98–104. Alexandria, VA: American Statistical Association. Reprinted as Cowles Foundation Paper 190. https://milescorak.com/wpcontent/uploads/2016/01/okun-potential-gnpits-measurement-and-significance-p0190.pdf

Pesaran, M. H. (2004). General diagnostic tests for cross section dependence in panels. IZA Discussion Papers, (1240). Institute for the Study of Labor (IZA). https://repec.iza.org/dp1240.pdf

Pesaran, M. H. (2006). Estimation and inference in large heterogeneous panels with a multifactor error structure. Econometrica: 74(4): 967-1012. DOI: 10.1111/j.1468-0262.2006.00692.x

Pesaran, M. H. (2007). A simple panel unit root test in the presence of cross-section dependence. Journal of Applied Econometrics, 22(2): 265-312. DOI: 10.1002/jae.951

Pesaran, M. H., & Smith, R. (1995). Estimating longrun relationships from dynamic heterogeneous panels. Journal of Econometrics, 68(1): 79-113. DOI: 10.1016/0304-4076(94)01644-F

Rodríguez López, P. & Peredo y Rodríguez, F. J. (2007). Estimación de la ley de Okun para la economía mexicana. Análisis Económico, 22(51): 59-79. https://www.redalyc.org/pdf/413/41311486004.pdf

Rojas Manzo, S. M. (2019) Estimación de la ley de Okun para la economía mexicana desde un enfoque panel, 2005–2016. El Semestre de las Especializaciones, 1(1): 69-93. https://www.depfe.unam.mx/especializaciones/revista/1-1-2019/03_EA_Rojas-Manzo_2019.pdf

Santos Zúñiga, H., Amarillas Urbina, V. & Aguilera Fernández, A. (2020). Crecimiento económico y desempleo en México: una aplicación de la Ley de Okun. In: J. Gasca Zamora, H. E. Hoffman Esteves (coords.). Factores críticos y estratégicos en la interacción territorial. Desafíos actuales y escenarios futuros, (pp. 211-225). México: UNAM y Asociación Mexicana de Ciencias para el Desarrollo Regional. https://ru.iiec.unam.mx/5219/1/3-141-Santos-Amarillas-Aguilera.pdf

Downloads

Published

2025-12-31

How to Cite

Sharma, A., Cárdenas, O., & Sherpa, L. (2025). Reexamining Okun’s law using state level panel data from Mexico. EconoQuantum, 23(1), 7–24. https://doi.org/10.18381/eq.v23i1.7373