Skip to main content

Advertisement

Log in

Unemployment and Fertility: A Long Run Relationship

  • Original Research
  • Published:
Social Indicators Research Aims and scope Submit manuscript

Abstract

The paper examines the relationship between the unemployment rate and the fertility rate in a number of European countries along with Japan and the US. We use fractional integration and cointegration techniques to establish this long run relationship. The analysis shed some light on the degree of persistence of the series, and on whether policy actions are required for highly persistent series. The evidence suggests that these two variables (unemployment and fertility rates) are not related in the long run. However, in the short run, assuming that unemployment rate is weakly exogenous, the coefficient relating the two variables is found to be negative in four countries: the Netherlands, Portugal, Spain and the US.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2

Similar content being viewed by others

Notes

  1. Note that Eq. (2) can be expressed in terms of a single equation as \(\tilde{y}_{t} = \beta _{0} \tilde{1}_{t} + \beta _{1} \tilde{t}_{t} + u_{t} ;\) where \(\tilde y_{t}= (1 - L)^{{d_{o} }} y_{t} ;\ \tilde 1_{t_{t}}=(1 - L)^{{d_{o} }} 1,\) and \(\tilde{t}_{t} = (1 - L)^{{d_{o} }} t,\) and since ut is I(0) by construction, standard t-tests can be applied for β0 and β1in (2).

  2. Note that under this specification we are not testing for cointegration since URt−1 is taken as weakly exogenous in the regression model (4).

References

  • Adsera, A. (2004). Changing fertility rates in developed countries. The impact of labor market institutions. Journal of Population Economics, 17, 17–43.

    Google Scholar 

  • Adsera, A. (2011). The interplay of employment uncertainty and education in explaining second births in Europe. Demographic Research, 25, 513–544.

    Google Scholar 

  • Adserà, A. (2018). Education and fertility in the contect of rising inequality. Vienna Yearbook of Population Research, 15, 63–92.

    Google Scholar 

  • Adserà, A., Ferrer, A., Single-Rushton, W., & Wilson, B. (2012). Fertility patterns of child immigrants: Age at immigration and ancestry in comparartive perspective. The ANNALS of the American Academy of Political and Social Science, 134–159.

  • Ahn, N., & Mira, P. (2002). A note on the changing relationship between fertility and female employment rates in developed countries. Journal of Population Economics, 15(4), 667–682.

    Google Scholar 

  • Allison, P. D. (2009). Fixed effects regression models. Quantitative Applications in the Social Sciences., 160, 1–70.

    Google Scholar 

  • Amialchuk, A. (2013). The effect of husband’s job displacement on the timing and spacing of births in the United States. Contemporary Economic Policy, 31, 73–93.

    Google Scholar 

  • Andersson, G. (2000). The impact of labour-force participation on childbearing behaviour: pro-cyclical fertility in Sweden during the 1980s and the 1990s. European Journal of Population, 16(4), 293–333.

    Google Scholar 

  • Aue, A., & Horváth, L. (2013). Structural breaks in time series. Journal of Time Series Analysis, 34(1), 1–16.

    Google Scholar 

  • Autor, D., Dorn, D., & Hanson, G. H. (2015). The labor market in the marriage market: How adverse employment shocks affect marriage, fertility and children’s living circumstances. MIT Working Paper.

  • Baizán, P. (2005). The impact of labour market status on second and higher-order births. A comparative study of Denmark, Italy, Spain and United Kingdom, Universitat Pompeu Fabra: DemoSoc Working Paper, 11.

  • Beaujouan, É., & Berghammer, C. (2017). The gap between lifetime fertility intentions and completed fertility in Europe and the United States. Working Paper, VID.

  • Bellani, D., & Esping-Andersen, G. (2013). Education, employment and fertility. The fertility gap in Europe: Singularities of the Spanish case. Barcelona: “la caixa” Welfare Projects, 82–101.

  • Bhargava, A. (1986). On the theory of testing for unit roots in observed time series. Review of Economic Studies, 53, 369–384.

    Google Scholar 

  • Blanchard, O., & Summers, L. (1986). Hysteresis and the European unemployment problem, in NBER Macroeconomic Annual (Vol. 1). Cambridge, MA: MIT Press.

    Google Scholar 

  • Bloomfield, P. (1973). An exponential model in the spectrum of a scalar time series. Biometrika, 60, 217–226.

    Google Scholar 

  • Brewster, K. L., & Rindfuss, R. R. (2000). Fertility and women’s employment in industrialized nations. Annual Review of Sociology, 26, 271–296.

    Google Scholar 

  • Butz, W. P., & Ward, M. P. (1979). The emergence of countercyclical U.S. fertility. American Economic Review, 69, 318–328.

    Google Scholar 

  • Caner, M., & Hansen, B. E. (2001). Threshold autoregression with a unit root. Econometrica, 69, 1555–1596.

    Google Scholar 

  • Caporale, G. M., & Gil-Alana, L. A. (2007). Non-linearities and fractional integration in the US unemployment rate. Oxford Bulletin of Economics and Statistics, 69(4), 521–544.

    Google Scholar 

  • Caporale, G. M., & Gil-Alana, L. A. (2008). Modelling the US, UK and Japanese unemployment rates: Fractional integration and structural breaks. Computational Statistics & Data Analysis, 52(11), 4998–5013.

    Google Scholar 

  • Caporale, G. M., & Gil-Alana, L. A. (2018). Unemployment in Africa: a fractional integration approach. South African Journal of Economics, 86(1), 76–81.

    Google Scholar 

  • Castro-Martín, T., & Martín-García, T. (2013). The fertility gap in Europe: Singularities of the Spanish case. Social Studies Collection No. 36. “la Caixa” Welfare Projects.

  • Cazzola, A., Pasquini, L., & Angeli, A. (2016). The relationship between unemployment and fertility in Italy: a time-series analysis. Demographic Research, 34(1), 1–38.

    Google Scholar 

  • Chang, T. (2011). Hysteresis in unemployment for 17 OECD countries: Stationary test with a Fourier function. Economic Modelling, Elsevier, 28(5), 2208–2214.

    Google Scholar 

  • Cheung, Y., & Lai, K. (1993). A fractional cointegration analysis of purchasing power parity. Journal of Business and Economic Statistics, 11, 103–112.

    Google Scholar 

  • Christopoulos, D., & León-Ledesma, M. (2007). Unemployment hysteresis in EU countries: What do we really know about it? Journal of Economic Studies., 34(2), 80–89.

    Google Scholar 

  • Coleman, D., Compton, P., & Salt, J. (2002). Demography of migrant populations: the case of the United Kingdom. The Demographic Characteristics of Immigrant Populations, 497–552.

  • Cuestas, J., Monfort, M., & Ordóñez, J. (2015). Unemployment convergence in central and eastern European countries: Driving forces and cluster behavior. Emerging Markets, Finance and Trade, 259–273.

  • Dahlhaus, R. (1989). Efficient parameter estimation for self-siimlar process. Annals of Statistics, 17, 1749–1766.

    Google Scholar 

  • Dickey, D., & Fuller, W. (1979). Distributions of the estimators for autoregressive time series with a unit root. Journal of American Statistical Association, 74(366), 427–481.

    Google Scholar 

  • Diebold, F., & Inoue, A. (2001). Long memory and regime switching. Journal of Econometrics, 105(1), 131–159.

    Google Scholar 

  • Easterlin, R. A. (1973). Relative economic status and the American fertility swing.

  • Engelhardt, H., & Prskawetz, A. (2004). On the changing correlation between fertility and female employment over space and time. European Journal of Population/Revue européenne de Démographie, 20(1), 35–62.

    Google Scholar 

  • Engle, R., & Granger, C. (1987). Cointegration and error correction. Representation, estimation and testing. Econometrics, 55(2), 251–276.

    Google Scholar 

  • Esping-Andersen, G. (2009). Incomplete revolution: Adapting welfare states to women’s new roles. Polity.

  • Esping-Andersen, G. (2013). The Fertility Gap in Europe: Singularities of the Spanish Case. Social Studies Collection No. 36.”la Caixa” Welfare Projects.

  • Esping-Anderson, G. (2017). Education, gender revolution, and fertility recovery. Vienna Yearbook of Population Research (15).

  • Fernandez-Crehuet, J. M., Gimenez-Nadal, J. I., & Danvila del Valle, I. (2017). The international multidimensional fertility index: the European case. Social Indicators Research, 132, 1331–1358. https://doi.org/10.1007/s11205-016-1341-2.

    Article  Google Scholar 

  • Fernandez-Crehuet, J. M., Gimenez-Nadal, J. I., & ReyesRecio, L. E. (2016). The national work–life balance index©: the European case. Social Indicators Research, 128, 341–359.

    Google Scholar 

  • Garcia-Cintado, A., Romero-Avila, D., & Usabiaga, C. (2015). Can the hysteresis hypothesis in Spanish regional unemployment be beaten? Economic Modelling, 47, 244–252.

    Google Scholar 

  • Gil-Alana, L. A. (2001a). A fractionally integrated exponential model for UK unemployment. Journal of Forecasting, 20, 329–340.

    Google Scholar 

  • Gil-Alana, L. A. (2001b). The persistence of unemployment in the USA and Europe in terms of fractionally ARIMA models. Applied Economics, 33, 1263–1269.

    Google Scholar 

  • Gil-Alana, L. A. (2002). Structural breaks and fractional integration in the US output and unemployment rate. Economics Letters, 77, 79–84.

    Google Scholar 

  • Gil-Alana, L. (2003). Testing of fractional cointegration in macroeconomic time series. Oxford Bulletin of Economics and Statistics, 65(4), 517–529.

    Google Scholar 

  • Gil-Alana, L. (2004). The use of the Bloomfield models an approximation to ARMA processes in the context of fractional integration. Mathematical and Computer Modelling, 39, 429–436.

    Google Scholar 

  • Gil-Alana, L. A. (2008). Fractional integration and structural breaks at unknown periods of time. Journal of Time Series Analysis, 29(1), 163–185.

    Google Scholar 

  • Gil-Alana, L., & Robinson, P. (1997). Testinf of the unit roots and other nonstationary hypotheses in macroeconomic time series. Journal of Econometrics, 80, 241–268.

    Google Scholar 

  • Gil-Alana, L., & Solarin, S. (2018). Have US enviromental policies ben effective in the reduction of US emissions? A new approach using fractional integration. Atmospheric Pollution Research, 9(1), 53–60.

    Google Scholar 

  • Goldin, C. (2014). Gran gender convergence: Its last chapter. American Economic Review, 104, 1091–1119.

    Google Scholar 

  • Goldstein, J., Kreyenfeld, M., Jasilionene, A., & Örsal, D. D. (2013). Fertility reactions to the “great recession” in Europe: Recent evidence from order-specific data. Demographic Research, 29, 85–104.

    Google Scholar 

  • Granger, C. (1980). Long memory relationships and the aggregation of dynamic models. Journal of Econometrics, 14, 227–238.

    Google Scholar 

  • Granger, C. (1981). Some properties of the time series data and their use in conometric model specification. Journal of Econometrics, 16, 121–130.

    Google Scholar 

  • Granger, C. W. J., & Hyung, N. (2004). Occasional structural breaks and long memory with an application to the S&P 500 absolute stock returns. Journal of Empirical Finance, 11, 399–421.

    Google Scholar 

  • Granger, C., & Joyeux, R. (1980). An introduction to long memory time series models and fractional differencing. Journal of Time Series Analysis, 1, 15–39.

    Google Scholar 

  • Hendry, D. F., & Juselius, K. (2000). Explaining cointegration analysis. The Energy Journal, 21, 1–42.

    Google Scholar 

  • Hosking, J. (1981). Fractional differencing. Biometrika, 68, 165–176.

    Google Scholar 

  • Hualde, J. (2013). A simple test for the equality of the integration orders. Economics Letters, 119, 233–237.

    Google Scholar 

  • Johansen, S., & Nielsen, M. Ø. (2010). Likelihood inference for a nonstationary fractional autoregressive model. Journal of Econometrics, 158, 51–66.

    Google Scholar 

  • Johansen, S., & Nielsen, M. Ø. (2012). Likelihood inference for a fractionally cointegrated vector autoregressive model. Econometrica, 80(6), 2667–2732.

    Google Scholar 

  • Juhn, C., & McCue, K. (2017). Specialization then and now: Marriage, children and the gender earnings gap across cohorts. Journal of Economic Perspectives, 183–204.

  • Kohler, H. P., Billari, F., & Ortega, J. (2002). Ther emergence of lowest-low fertility in Europe during the 1990s. Population and Development Review, 28, 641–680.

    Google Scholar 

  • Kreyenfeld, M. (2010). Uncertainties in female employment careers and the postponement of parenthood in Germany. European Sociological Review, 26, 351–366.

    Google Scholar 

  • León-Ledesma, M. A., & Thirlwall, A. P. (2002). The endogeneity of the natural rate of growth. Cambridge Journal of Economics, 26(4), 441–459.

    Google Scholar 

  • Livi-Bacci, M. (2001). Too few children and too much family. Daedalus, 130(3), 139–156.

    Google Scholar 

  • Macunovich, D. J., & Easterlin, R. A. (1988). Application of Granger-Sims causality tests to monthly fertility data, 1958–1984. Journal of Population Economics, 1, 71–88.

    Google Scholar 

  • Matysiak, A., & Vignoli, D. (2008). Fertility and women’s employment. A meta-analysis. European Journal of Population, 24, 363–384.

    Google Scholar 

  • McDonald, P. (2006). Low fertility and the state: the efficacy of policy. Population and Development Review, 32(3), 485–510.

    Google Scholar 

  • Mincer, J. (1963). Market prices, opportunity costs, and income effects. In C. Christ, et al. (Eds.), Measurement in economics (pp. 67–82). Stanford, CA: Stanford University Press.

    Google Scholar 

  • Munir, Q., & Ching, K. (2015). Revisiting the hysteresis hypothesis in unemployment in selected emerging economies. Journal of Economic and Management Perspectives, 9(3), 22.

    Google Scholar 

  • Murray, C. J., & Papell, D. H. (2002). The purchasing power parity persistence paradigm. Journal of International Economics, 56(1), 1–19.

    Google Scholar 

  • Myrskylä, M., Kohler, H. P., & Billari, F. C. (2009). Advances in development reverse fertility decline. Nature, 460(6), 741–743.

    Google Scholar 

  • Nelson, C. R., & Plosser, C. I. (1982). Trends and random walks in macroeconomic time series. Journal of Monetary Economics, 10, 139–162.

    Google Scholar 

  • Ohanissian, A., Russell, J. R., & Tsay, R. S. (2008). True or spurious long memory? A new test. Journal of Business, Economics and Statistics, 26(2), 161–175.

    Google Scholar 

  • Peristera, P., & Kostaki, A. (2007). Modeling fertility in modern populations. Demographic Research, 16, 141–194.

    Google Scholar 

  • Rajbhandai, A. (2016). Cointegration or spuiour regression? The stata blog, not elsewhere classified.

  • Raymo, J. M., & Shibata, A. (2017). Unemployment, non-standard employment, and fertility: Insights from Japan’s “Lost 20 Years”. Demography, 54(6), 2301–2329.

    Google Scholar 

  • Rindfuss, R. R., & Brewster, K. L. (1996). Childrearing and fertility. Population and Development Review, 22, 258–289.

    Google Scholar 

  • Rindfuss, R. R., Morgan, S. P., & Swicegood, G. (1988). First births in America: Changes in the timing of parenthood. Berkeley, CA: University of California Press.

    Google Scholar 

  • Robinson, P. M. (1994). Efficient test of nonstationary hypotheses. Journal of the American Statistical Association, 89, 1420–1437.

    Google Scholar 

  • Robinson, P. M., & Yajima, Y. (2002). Determination of cointegration rank in fractional systems. Journal of Econometrics, 106(2), 217–241.

    Google Scholar 

  • Schmidt, P., & Phillips, P. B. (1992). LM tests for a unit root in the presence of determinist trends. Oxford Bulletin of Economics and Statistics, 54, 257–287.

    Google Scholar 

  • Schmitt, C. (2008). Gender-specific effects of unemployment on family formation: a cross-national perspective. DIW Berlin: Discussion Papers 841.

  • Sobotka, T., Skirbekk, V., & Philipov, D. (2011). Economic recession and fertility in the developed world. Population and Development Review, 37, 267–306.

    Google Scholar 

  • Song, F. M., & Wu, Y. (1997). Hysteresis in unemployment: Evidence from 48 states. Economic Inquiry, 35(2), 235–243.

    Google Scholar 

  • Song, F. M., & Wu, Y. (1998). Hysteresis in unemployment: Evidence from OECD countries. The Quarterly Review of Economics and Finance, 181–192.

  • Stakin, J., & Teräsvirta, T. (2002). Moving equilibria and asymmetries in unemployment rates. Macroeconomic Dynamics.

  • Strazicich, M., Tieslau, M. A., & Lee, J. (2001). Hysteresis in unemployment? Evidence from Panel Unit Root Test With Structural Change. Mimeo.

  • Testa, M. R. (2014). On the positive correlation between education and fertility intentions in Europe: Individual and country level evidence. Advances in Life Course Research, 21, 28–42.

    Google Scholar 

  • Testa, M. R., & Stephany, F. (2017). The educational gradient of fertility intentions: a meta-analysis of European studies. Vienna yearbook of population research (Vol. 15), pp. 293–330.

  • Thévenon, O. (2010). Fertility in OECD countries: an assessment of macro-levels trends and policy responses. Vienna: Vienna Institute of Democracy.

    Google Scholar 

  • van Dijk, D., & Franses, P. (1999). Modeling multiple regimes in the business cycle. Macroeconomic Dynamics, 311–340.

Download references

Acknowledgements

Prof. Luis A. Gil-Alana gratefully acknowledges financial support from the MINEIC-AEI-FEDER ECO2017-85503-R Project from ‘Ministerio de Economía, Industria y Competitividad’ (MINEIC), ‘Agencia Estatal de Investigación’ (AEI) Spain and ‘Fondo Europeo de Desarrollo Regional’ (FEDER). An internal Project from the Universidad Francisco de Vitoria is also acknowledged. Comments from the Editor and three anonymous reviewers are gratefully acknowledged.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Luis Alberiko Gil-Alana.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Fernandez-Crehuet, J.M., Gil-Alana, L.A. & Barco, C.M. Unemployment and Fertility: A Long Run Relationship. Soc Indic Res 152, 1177–1196 (2020). https://doi.org/10.1007/s11205-020-02468-8

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11205-020-02468-8

Keywords

JEL Classification

Navigation