IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2212.13176.html
   My bibliography  Save this paper

The fate of the American dream: A first passage under resetting approach to income dynamics

Author

Listed:
  • Petar Jolakoski
  • Arnab Pal
  • Trifce Sandev
  • Ljupco Kocarev
  • Ralf Metzler
  • Viktor Stojkoski

Abstract

Detailed knowledge of individual income dynamics is crucial for investigating the existence of the American dream: Are we able to improve our income status during our working life? This key question simply boils down to observing individual status and how it moves between two thresholds: the current income and the desired income. Yet, our knowledge of these temporal properties of income remains limited since we rely on estimates coming from transition matrices which simplify income dynamics by aggregating the individual changes into quantiles and thus overlooking significant microscopic variations. Here, we bridge this gap by employing First Passage Time concepts in a baseline stochastic process with resetting used for modeling income dynamics and developing a framework that is able to crucially disaggregate the temporal properties of income to the level of an individual worker. We find analytically and illustrate numerically that our framework is orthogonal to the transition matrix approach and leads to improved and more granular estimates. Moreover, to facilitate empirical applications of the framework, we introduce a publicly available statistical methodology, and showcase the application using the USA income dynamics data. These results help to improve our understanding on the temporal properties of income in real economies and provide a set of tools for designing policy interventions.

Suggested Citation

  • Petar Jolakoski & Arnab Pal & Trifce Sandev & Ljupco Kocarev & Ralf Metzler & Viktor Stojkoski, 2022. "The fate of the American dream: A first passage under resetting approach to income dynamics," Papers 2212.13176, arXiv.org.
  • Handle: RePEc:arx:papers:2212.13176
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2212.13176
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Xavier Gabaix & Jean‐Michel Lasry & Pierre‐Louis Lions & Benjamin Moll, 2016. "The Dynamics of Inequality," Econometrica, Econometric Society, vol. 84, pages 2071-2111, November.
    2. Viktor Stojkoski & Trifce Sandev & Ljupco Kocarev & Arnab Pal, 2021. "Geometric Brownian Motion under Stochastic Resetting: A Stationary yet Non-ergodic Process," Papers 2104.01571, arXiv.org, revised Aug 2021.
    3. Ekrem Aydiner & Andrey G. Cherstvy & Ralf Metzler, 2019. "Money distribution in agent-based models with position-exchange dynamics: the Pareto paradigm revisited," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 92(5), pages 1-4, May.
    4. Stojkoski, Viktor, 2024. "Measures of physical mixing evaluate the economic mobility of the typical individual," Chaos, Solitons & Fractals, Elsevier, vol. 180(C).
    5. Shorrocks, Anthony F, 1983. "Ranking Income Distributions," Economica, London School of Economics and Political Science, vol. 50(197), pages 3-17, February.
    6. Robert B. Israel & Jeffrey S. Rosenthal & Jason Z. Wei, 2001. "Finding Generators for Markov Chains via Empirical Transition Matrices, with Applications to Credit Ratings," Mathematical Finance, Wiley Blackwell, vol. 11(2), pages 245-265, April.
    7. Viktor Stojkoski & Trifce Sandev & Lasko Basnarkov & Ljupco Kocarev & Ralf Metzler, 2020. "Generalised geometric Brownian motion: Theory and applications to option pricing," Papers 2011.00312, arXiv.org.
    8. Aristei, David & Perugini, Cristiano, 2015. "The drivers of income mobility in Europe," Economic Systems, Elsevier, vol. 39(2), pages 197-224.
    9. Cremer, Helmuth & Lozachmeur, Jean-Marie & Pestieau, Pierre, 2004. "Social security, retirement age and optimal income taxation," Journal of Public Economics, Elsevier, vol. 88(11), pages 2259-2281, September.
    10. Solon, Gary, 1992. "Intergenerational Income Mobility in the United States," American Economic Review, American Economic Association, vol. 82(3), pages 393-408, June.
    11. Stephan Klasen & Francesca Lamanna, 2009. "The Impact of Gender Inequality in Education and Employment on Economic Growth: New Evidence for a Panel of Countries," Feminist Economics, Taylor & Francis Journals, vol. 15(3), pages 91-132.
    12. Miles Corak, 2006. "Do Poor Children Become Poor Adults? Lessons from a Cross-Country Comparison of Generational Earnings Mobility," Research on Economic Inequality, in: Dynamics of Inequality and Poverty, pages 143-188, Emerald Group Publishing Limited.
    13. Staubli, Stefan & Zweimüller, Josef, 2013. "Does raising the early retirement age increase employment of older workers?," Journal of Public Economics, Elsevier, vol. 108(C), pages 17-32.
    14. Siwei Cheng & Fangqi Wen, 2019. "Americans overestimate the intergenerational persistence in income ranks," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 116(28), pages 13909-13914, July.
    15. Debopam Bhattacharya & Bhashkar Mazumder, 2011. "A nonparametric analysis of black–white differences in intergenerational income mobility in the United States," Quantitative Economics, Econometric Society, vol. 2(3), pages 335-379, November.
    16. Claus Thustrup Kreiner & Torben Heien Nielsen & Benjamin Ly Serena, 2018. "Role of income mobility for the measurement of inequality in life expectancy," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 115(46), pages 11754-11759, November.
    17. Shuhei Aoki & Makoto Nirei, 2017. "Zipf's Law, Pareto's Law, and the Evolution of Top Incomes in the United States," American Economic Journal: Macroeconomics, American Economic Association, vol. 9(3), pages 36-71, July.
    18. Shorrocks, A F, 1978. "The Measurement of Mobility," Econometrica, Econometric Society, vol. 46(5), pages 1013-1024, September.
    19. Shorrocks, A F, 1982. "Inequality Decomposition by Factor Components," Econometrica, Econometric Society, vol. 50(1), pages 193-211, January.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Jolakoski, Petar & Pal, Arnab & Sandev, Trifce & Kocarev, Ljupco & Metzler, Ralf & Stojkoski, Viktor, 2023. "A first passage under resetting approach to income dynamics," Chaos, Solitons & Fractals, Elsevier, vol. 175(P1).
    2. Viktor Stojkoski & Petar Jolakoski & Arnab Pal & Trifce Sandev & Ljupco Kocarev & Ralf Metzler, 2021. "Income inequality and mobility in geometric Brownian motion with stochastic resetting: theoretical results and empirical evidence of non-ergodicity," Papers 2109.01822, arXiv.org.
    3. Markus Jäntti & Stephen P. Jenkins, 2013. "Income Mobility," SOEPpapers on Multidisciplinary Panel Data Research 607, DIW Berlin, The German Socio-Economic Panel (SOEP).
    4. Daniel D. Schnitzlein, 2016. "A New Look at Intergenerational Mobility in Germany Compared to the U.S," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 62(4), pages 650-667, December.
    5. Michele Bavaro & Federico Tullio, 2023. "Intergenerational mobility measurement with latent transition matrices," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 21(1), pages 25-45, March.
    6. Doan, Quang Hung & Nguyen, Ngoc Anh, 2016. "Intergenerational Income Mobility in Vietnam," MPRA Paper 70603, University Library of Munich, Germany.
    7. Stojkoski, Viktor, 2024. "Measures of physical mixing evaluate the economic mobility of the typical individual," Chaos, Solitons & Fractals, Elsevier, vol. 180(C).
    8. Julia Schwenkenberg, 2013. "Selection into Occupations and the Intergenerational Socioeconomic Mobility of Daughters and Sons," Working Papers Rutgers University, Newark 2013-006, Department of Economics, Rutgers University, Newark.
    9. Corak, Miles & Lindquist, Matthew J. & Mazumder, Bhashkar, 2014. "A comparison of upward and downward intergenerational mobility in Canada, Sweden and the United States," Labour Economics, Elsevier, vol. 30(C), pages 185-200.
    10. D. O’Neill & O. Sweetman & D. Van De Gaer, 2002. "Consequences of Specification Error for Distributional Analysis With an Application to Intergenerational Mobility," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 02/156, Ghent University, Faculty of Economics and Business Administration.
    11. Yu-Wei Luke Chu & Ming-Jen Lin, 2020. "Intergenerational earnings mobility in Taiwan: 1990–2010," Empirical Economics, Springer, vol. 59(1), pages 11-45, July.
    12. Leone, Tharcisio, 2017. "The gender gap in intergenerational mobility: Evidence of educational persistence in Brazil," Discussion Papers 2017/27, Free University Berlin, School of Business & Economics.
    13. Azevedo, Viviane & Bouillon, César P., 2009. "Social Mobility in Latin America: A Review of Existing Evidence," IDB Publications (Working Papers) 1656, Inter-American Development Bank.
    14. Andreas Fagereng & Luigi Guiso & Davide Malacrino & Luigi Pistaferri, 2020. "Heterogeneity and Persistence in Returns to Wealth," Econometrica, Econometric Society, vol. 88(1), pages 115-170, January.
    15. Satya R. Chakravarty & Nachiketa Chattopadhyay & Nora Lustig & Rodrigo Aranda, 2020. "Measuring Directional Mobility: The Bartholomew and Prais-Bibby Indices Reconsidered," Research on Economic Inequality, in: Inequality, Redistribution and Mobility, volume 28, pages 75-96, Emerald Group Publishing Limited.
    16. Cobb-Clark, Deborah A. & Dahmann, Sarah C. & Salamanca, Nicolás & Zhu, Anna, 2022. "Intergenerational disadvantage: Learning about equal opportunity from social assistance receipt," Labour Economics, Elsevier, vol. 79(C).
    17. David Aristei & Cristiano Perugini, 2022. "Credit and income mobility in Russia," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 20(3), pages 639-669, September.
    18. Chen, Wen-Hao & Ostrovsky, Yuri & Piraino, Patrizio, 2017. "Lifecycle variation, errors-in-variables bias and nonlinearities in intergenerational income transmission: new evidence from Canada," Labour Economics, Elsevier, vol. 44(C), pages 1-12.
    19. Björklund, Anders & Roine, Jesper & Waldenström, Daniel, 2008. "Intergenerational top income mobility in Sweden – A combination of equal opportunity and capitalistic dynasties," SSE/EFI Working Paper Series in Economics and Finance 705, Stockholm School of Economics.
    20. Corak, Miles & Curtis, Lori & Phipps, Shelley, 2010. "Economic Mobility, Family Background, and the Well-Being of Children in the United States and Canada," IZA Discussion Papers 4814, Institute of Labor Economics (IZA).

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:arx:papers:2212.13176. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.