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Do Hospital Stays Modify Locus of Control?

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Abstract

The assumption of stable non-cognitive skills is important in the economic literature. This paper proposes to test this assumption by investigating whether a specific non-cognitive skill, locus of control, is stable after the occurrence of a health-related event, namely a hospital stay. To do so, we use a representative and longitudinal dataset of individuals living in Germany (SOEP). Our results show that mean-level changes in locus of control are, on average, small. In addition, we report evidence that length and frequency of hospital stays have only little influence on locus of control. Young adult women (i.e., aged 18–35 years old) and old men (i.e., aged 66 years and more) experience, however, larger locus of control change. Empirical studies analyzing the impact of locus of control for these subgroups might, therefore, rely on a locus of control measurement prior to the desired outcome to limit reverse causality or simultaneity bias.

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Notes

  1. Non-cognitive skills describe the personal attributes not thought to be measured by IQ or achievement tests. These attributes go by many names in the economic literature including soft-skills, personality, character skills or socio-emotional skills. We follow Cobb-Clark and Schurer (2013) and Kautz et al. (2014) by considering, throughout the paper, locus of control as a non-cognitive skill.

  2. LoC captures beliefs that are distinct, but complementary to risk, time and social preferences (Becker et al. (2011)).

  3. Reporting bias covers a wide range of different biases such as social desirability bias, or recall bias (see more on Sterne et al. 2008; Baker et al. 2004; Kerkhofs and Lindeboom 1995).

  4. Justification bias results from an individual exaggerating health status as a way to justify an exit from the labor force or to get benefit from a mental health insurance (Benítez-Silva et al. 2004; Lindeboom and Van Doorslaer 2004).

  5. In addition, hospital stays affect a sizeable part (around 20%) of the German population every year (Schmidt et al. 2004).

  6. We investigate whether LoC is related to sample attrition. To do so, we regress the individuals’ LoC on the number of waves he or she is observed in the dataset. We find a positive relationship between individuals with an internal LoC and the number of waves, indicating that these individuals are less likely to leave the sample. Note that this procedure is similar as the one investigating by Cobb-Clark et al. (2014). We find similar a result using a Probit modeling the probability of being out of the estimation sample.

  7. We also run a Cronbach’s alpha test to provide additional reliability of the LoC questions. We find a Cronbach’s alpha of 0.60 for the whole set of questions and 0.65 when question 4 is dropped. The other studies relying on the LoC in the SOEP data find the exact same value (Preuss and Hennecke 2018) or a very similar one (0.62 in Heineck and Anger 2010).

  8. We also conduct a similar factor analysis for the whole sample of SOEP respondents. We find that the 10 questions load onto the two same factors. This indicates that our distinction between internal and external control tendency is not specific to the estimation sample, but rather seems to be representative of the German population. These results are available on request.

  9. The average hourly wage is obtained by dividing individual labor earnings from main job by the number of annual hours worked (Steiner 2017). It equals 15,18 euros for the whole estimation sample and 13,28 euros for the women estimation sample (these findings are consistent with the average hourly wage provided by the German bureau of statistics).

  10. We do not report results on LoC change for men, as there are only significant for those aged 66 years and more. In such an age category, men are more likely to be retired than earning wage on the labor market.

  11. We are not able to control for other events that might impact both the perception of control and hospital stays.

  12. See more on the Eurostat page.

References

  • Abbring, J. H., & Van den Berg, Gerard J. (2003). The nonparametric identification of treatment effects in duration models. Econometrica, 71(5), 1491–1517.

    Article  Google Scholar 

  • Almlund, M., Duckworth, A. L., Heckman, J., & Kautz, T. (2011). Personality psychology and economics. In M. Almlund (Ed.), Handbook of the Economics of Education (Vol. 4, pp. 1–181). New York: Elsevier.

    Chapter  Google Scholar 

  • Babcock, L., & Loewenstein, G. (1997). Explaining bargaining impasse: The role of self-serving biases. Journal of Economic Perspectives, 11(1), 109–126.

    Article  Google Scholar 

  • Baker, R., Holloway, J., Thomas, P. W., Thomas, S., & Owens, M. (2004). Emotional processing and panic. Behaviour Research and Therapy, 42(11), 1271–1287.

    Article  Google Scholar 

  • Becker, A., Deckers, T., Dohmen, T., Falk, A., & Kosse, F. (2011). The relationship between economic preferences and psychological personality measures. Annual Review of Economics, 4, 453–478.

    Article  Google Scholar 

  • Benítez-Silva, H., Buchinsky, M., Chan, H. M., Cheidvasser, S., & Rust, J. (2004). How large is the bias in self-reported disability? Journal of Applied Econometrics, 19(6), 649–670.

    Article  Google Scholar 

  • Bertoni, M, Corazzini, L., Robone, S. (2020). The good outcome of bad news. A field experiment on formatting breast cancer screening invitation letters.

  • Borghans, L., Duckworth, A. L., Heckman, J. J., & Ter Weel, B. (2008). The economics and psychology of personality traits. Journal of Human Resources, 43(4), 972–1059.

    Article  Google Scholar 

  • Buddelmeyer, H., & Powdthavee, N. (2016). Can having internal locus of control insure against negative shocks? Psychological evidence from panel data. Journal of Economic Behavior & Organization, 122, 88–109.

    Article  Google Scholar 

  • Calhoun, L. G, & Tedeschi, R. G. (2001). Posttraumatic growth: The positive lessons of loss.

  • Calhoun, L. G., & Tedeschi, R. G. (1999). Facilitating Posttraumatic Growth: A Clinician’s Guide. New York: Routledge.

    Book  Google Scholar 

  • Caliendo, M., Cobb-Clark, D. A., & Uhlendorff, A. (2015). Locus of control and job search strategies. Review of Economics and Statistics, 97(1), 88–103.

    Article  Google Scholar 

  • Cebi, M. (2007). Locus of control and human capital investment revisited. Journal of Human Resources, 42(4), 919–932.

    Article  Google Scholar 

  • Cobb-Clark, D. A., & Schurer, S. (2012). The stability of big-five personality traits. Economics Letters, 115(1), 11–15.

    Article  Google Scholar 

  • Cobb-Clark, D. A., & Schurer, S. (2013). Two economists’ musings on the stability of locus of control. The Economic Journal, 123(570), F358–F400.

    Article  Google Scholar 

  • Cobb-Clark, D. A., Kassenboehmer, S. C., & Sinning, M. G. (2016). Locus of control and savings. Journal of Banking & Finance, 73, 113–130.

    Article  Google Scholar 

  • Cobb-Clark, D. A., Kassenboehmer, S. C., & Schurer, S. (2014). Healthy habits: The connection between diet, exercise, and locus of control. Journal of Economic Behavior & Organization, 98, 1–28.

    Article  Google Scholar 

  • Coleman, M., & DeLeire, T. (2003). An economic model of locus of control and the human capital investment decision. Journal of Human Resources, 38(3), 701–721.

    Article  Google Scholar 

  • Elkins, R. K., Kassenboehmer, S. C., & Schurer, S. (2017). The stability of personality traits in adolescence and young adulthood. Journal of Economic Psychology, 60, 37–52.

    Article  Google Scholar 

  • Graham, L., & Oswald, A. J. (2010). Hedonic capital, adaptation and resilience. Journal of Economic Behavior & Organization, 76(2), 372–384.

    Article  Google Scholar 

  • Groves, M. O. (2005). How important is your personality? Labor market returns to personality for women in the US and UK. Journal of Economic Psychology, 26(6), 827–841.

    Article  Google Scholar 

  • Heckman, J. J., & Kautz, T. (2012). Hard evidence on soft skills. Labour Economics, 19(4), 451–464.

    Article  Google Scholar 

  • Heckman, J. J., & Rubinstein, Y. (2001). The importance of noncognitive skills: Lessons from the GED testing program. American Economic Review, 91(2), 145–149.

    Article  Google Scholar 

  • Heckman, J. J., Stixrud, J., & Urzua, S. (2006). The effects of cognitive and noncognitive abilities on labor market outcomes and social behavior. Journal of Labor Economics, 24(3), 411–482.

    Article  Google Scholar 

  • Heineck, G., & Anger, S. (2010). The returns to cognitive abilities and personality traits in Germany. Labour Economics, 17(3), 535–546.

    Article  Google Scholar 

  • Kautz, T., Heckman, J. J, Diris, R., Ter Weel, B., Borghans, L. (2014). Fostering and measuring skills: Improving cognitive and non-cognitive skills to promote lifetime success. National Bureau of Economic Research

  • Kerkhofs, M., & Lindeboom, M. (1995). Subjective health measures and state dependent reporting errors. Health Economics, 4(3), 221–235.

    Article  Google Scholar 

  • Kettlewell, N., Morris, R. W., Ho, N., Cobb-Clark, D. A., Cripps, S., & Glozier, N. (2020). The differential impact of major life events on cognitive and affective wellbeing. SSM-Population Health. https://doi.org/10.1016/j.ssmph.2019.100533.

    Article  Google Scholar 

  • Krupp, H. (2008). Die Anfänge: Zur Entstehungsgeschichte des SOEP. Vierteljahrshefte zur Wirtschaftsforschung, 77(3), 15–26.

    Article  Google Scholar 

  • Lindeboom, M., Llena-Nozal, A., & van der Klaauw, B. (2016). Health shocks, disability and work. Labour Economics, 43, 186–200.

    Article  Google Scholar 

  • Lindeboom, M., & Van Doorslaer, E. (2004). Cut-point shift and index shift in self-reported health. Journal of Health Economics, 23(6), 1083–1099.

    Article  Google Scholar 

  • McCrae, R., Costa, P., Ostendorf, F., Angleitner, A., Avia, M., & Saunders, P. (2000). Nature over nurture: temperament, personality, and life span development. Journal of Personality and Social Psychology, 78(1), 173–186.

    Article  Google Scholar 

  • McGee, A. D. (2015). How the perception of control influences unemployed job search. ILR Review, 68(1), 184–211.

    Article  Google Scholar 

  • Mignon, D. (2021). Étude de l’effet des fragilités psychologiques des étudiants sur les croyances de contrôle. Revue économique, 72(6), 969–1000.

    Article  Google Scholar 

  • Mueller, S. L., & Thomas, A. S. (2001). Culture and entrepreneurial potential: A nine country study of locus of control and innovativeness. Journal of Business Venturing, 16(1), 51–75.

    Article  Google Scholar 

  • Preuss, M., & Hennecke, J. (2018). Biased by success and failure: How unemployment shapes locus of control. Labour Economics, 53, 63–74.

    Article  Google Scholar 

  • Riphahn, R. T. (1999). Income and employment effects of health shocks A test case for the German welfare state. Journal of Population Economics, 12(3), 363–389.

    Article  Google Scholar 

  • Roberts, B., & DelVecchio, W. (2000). The rank-order consistency of personality traits from childhood to old age: A quantitative review of longitudinal studies. Psychological Bulletin, 126(3), 3–25.

    Article  Google Scholar 

  • Roberts, B., Walton, K., & Viechtbauer, W. (2006). Patterns of mean-level change in personality traits across the life course: A meta-analysis of longitudinal studies. Psychological Bulletin, 132(1), 1–25.

    Article  Google Scholar 

  • Rotter, J. B. (1954). Social Learning and Clinical Psychology. New York: Johnson Reprint Corporation.

    Book  Google Scholar 

  • Rotter, J. B. (1966). Generalized expectancies for internal versus external control of reinforcement. Psychological Monographs: General and Applied, 80(1), 1.

    Article  Google Scholar 

  • Schmidt, C., Johannes Möller, T., Gabbert, A Mohr, & Engeler, F. (2004). Krankenhauslandschaft in Deutschland-Ein Markt im Umbruch. DMW-Deutsche Medizinische Wochenschrift, 129(21), 1209–1214.

    Article  Google Scholar 

  • Schurer, S. (2017). Bouncing back from health shocks: Locus of control and labor supply. Journal of Economic Behavior & Organization, 133, 1–20.

    Article  Google Scholar 

  • Sedikides, C., & Campbell, K. (1999). Self-threat magnifies self-serving biases: A meta-analytic integration. The Review of General Psychology, 3, 1–23.

    Google Scholar 

  • Semykina, A., & Linz, S. J. (2007). Gender differences in personality and earnings: Evidence from Russia. Journal of Economic Psychology, 28(3), 387–410.

    Article  Google Scholar 

  • Spector, P. E., Cooper, C. L., Sanchez, J. I., O’Driscoll, M., Sparks, K., Bernin, P., et al. (2002). Locus of control and well-being at work: How generalizable are western findings? Academy of Management Journal, 45(2), 453–466.

    Article  Google Scholar 

  • Steiner, V. (2017). The labor market for older workers in Germany. Journal for Labour Market Research, 50(1), 1–14.

    Article  Google Scholar 

  • Sterne, J. A. C., Egger, M., & Moher, D. (2008). Addressing reporting biases (pp. 297–333). Cochrane handbook for systematic reviews of interventions: Cochrane book series.

  • Tedeschi, R. G., & Calhoun, L. G. (2004). Posttraumatic growth: Conceptual foundations and empirical evidence. Psychological Inquiry, 15(1), 1–18.

    Article  Google Scholar 

  • Thiel, H., & Thomsen, S. L. (2013). Noncognitive skills in economics: Models, measurement, and empirical evidence. Research in Economics, 67(2), 189–214.

    Article  Google Scholar 

  • Trevisan, E., & Zantomio, F. (2016). The impact of acute health shocks on the labour supply of older workers: Evidence from sixteen European countries. Labour Economics, 43, 171–185.

    Article  Google Scholar 

  • Wagner, G. G, Frick, J. R, Schupp, J. (2007). The German Socio-Economic Panel study (SOEP)-evolution, scope and enhancements.

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Correspondence to Antoine Marsaudon.

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I give special thanks to Yves Arrighi, Andrew Clark, Brigitte Dormont, Matteo Galizzi, Daniel Herrera, Hélène Huber, Andrew Jones, Fabrice Le Lec, Nicolas Sirven, Lea Toulemon, Setti Rais, Lise Rochaix, Xavier Rousset, Brendan Vannier, and Marjon Van der Pol. I also thank all participants of the \(2{nd}\) LIRAES’s doctoral day, of the \(12{\text{th}}\) doctorissime day, of the Work in Progress Seminar of Paris School of Economics, and of the \(40{\text{th}}\) Days of French Health Economists. I would like to thank the two anonymous reviewers for their many insightful comments and suggestions.

Appendix

Appendix

Fig. 4
figure 4

Principal factor analysis. Note: Factors 1 and 2 represent, respectively, external and internal locus of control. The internal index aggregates the answers of questions 1, 6 and 9. The external index aggregates the answers of questions 2, 3, 5, 7, 8 and 10. The question 4 loads into a third factor and is not used in this analysis. We also conduct a similar factor analysis for the whole sample of SOEP respondents. We find that the 10 questions load onto the two same factors. This indicates that our distinction between internal and external control tendency is not specific to the estimation sample, but rather seems to be representative of the German population. These results are available on request. We also run a Cronbach’s alpha test to provide additional reliability of the LoC questions. We find a Cronbach’s alpha of 0.60 for the whole set of questions and 0.65 when question 4 is dropped. The other papers relying on the LoC in the SOEP data find the exact same value (Preuss and Hennecke 2018) or a very similar one (0.62 in Heineck and Anger 2010). Source: SOEP data

Table 7 Locus of control change after hospital stays

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Marsaudon, A. Do Hospital Stays Modify Locus of Control?. De Economist 170, 257–277 (2022). https://doi.org/10.1007/s10645-022-09404-w

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