IDEAS home Printed from https://ideas.repec.org/p/lev/wrkpap/wp_927.html
   My bibliography  Save this paper

Recentered Influence Functions in Stata: Methods for Analyzing the Determinants of Poverty and Inequality

Author

Listed:
  • Fernando Rios-Avila

Abstract

Recentered influence functions (RIFs) are statistical tools popularized by Firpo, Fortin, and Lemieux (2009) for analyzing unconditional partial effects on quantiles in a regression analysis framework (unconditional quantile regressions). The flexibility and simplicity of these tools has opened the possibility of extending the analysis to other distributional statistics using linear regressions or decomposition approaches. In this paper, I introduce three Stata commands to facilitate the use of RIFs in the analysis of outcome distributions: rifvar() is an egen extension used to create RIFs for a large set of distributional statistics; rifhdreg facilitates the estimation of RIF regressions, enabling the use of high-dimensional fixed effects; and oaxaca_rif to implement Oaxaca-Blinder type decomposition analysis (RIF decompositions).

Suggested Citation

  • Fernando Rios-Avila, 2019. "Recentered Influence Functions in Stata: Methods for Analyzing the Determinants of Poverty and Inequality," Economics Working Paper Archive wp_927, Levy Economics Institute.
    • Handle: RePEc:lev:wrkpap:wp_927
    as

    Download full text from publisher

    File URL: http://www.levyinstitute.org/pubs/wp_927.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Heckley, Gawain & Gerdtham, Ulf-G. & Kjellsson, Gustav, 2016. "A general method for decomposing the causes of socioeconomic inequality in health," Journal of Health Economics, Elsevier, vol. 48(C), pages 89-106.
    2. DiNardo, John & Fortin, Nicole M & Lemieux, Thomas, 1996. "Labor Market Institutions and the Distribution of Wages, 1973-1992: A Semiparametric Approach," Econometrica, Econometric Society, vol. 64(5), pages 1001-1044, September.
    3. James B. Davies & Nicole M. Fortin & Thomas Lemieux, 2017. "Wealth inequality: Theory, measurement and decomposition," Canadian Journal of Economics, Canadian Economics Association, vol. 50(5), pages 1224-1261, December.
    4. Sergio Firpo & Cristine Pinto, 2016. "Identification and Estimation of Distributional Impacts of Interventions Using Changes in Inequality Measures," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 31(3), pages 457-486, April.
    5. Frank A. Cowell, 2008. "Income Distribution and Inequality," Chapters, in: John B. Davis & Wilfred Dolfsma (ed.), The Elgar Companion to Social Economics, chapter 13, Edward Elgar Publishing.
    6. Fortin, Nicole & Lemieux, Thomas & Firpo, Sergio, 2011. "Decomposition Methods in Economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 1, pages 1-102, Elsevier.
    7. Oaxaca, Ronald, 1973. "Male-Female Wage Differentials in Urban Labor Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 14(3), pages 693-709, October.
    8. Ben Jann, 2008. "The Blinder–Oaxaca decomposition for linear regression models," Stata Journal, StataCorp LP, vol. 8(4), pages 453-479, December.
    9. Chung Choe & Philippe Van Kerm, 2018. "Foreign Workers and the Wage Distribution: What Does the Influence Function Reveal?," Econometrics, MDPI, vol. 6(3), pages 1-26, September.
    10. Barsky R. & Bound J. & Charles K.K. & Lupton J.P., 2002. "Accounting for the Black-White Wealth Gap: A Nonparametric Approach," Journal of the American Statistical Association, American Statistical Association, vol. 97, pages 663-673, September.
    11. Alan S. Blinder, 1973. "Wage Discrimination: Reduced Form and Structural Estimates," Journal of Human Resources, University of Wisconsin Press, vol. 8(4), pages 436-455.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Kaltenberg, Mary & Foster-McGregor, Neil, 2020. "The impact of automation on inequality across Europe," MERIT Working Papers 2020-009, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    2. Peng Nie & Andrew E. Clarck & Conchita D'Ambrosio & Lanlin Ding, 2020. "Income-related health inequality in urban China (1991-2015): The role of homeownership and housing conditions," Working Papers 524, ECINEQ, Society for the Study of Economic Inequality.
    3. Michal Brzezinski & Katarzyna Salach, 2020. "Why wealth inequality differs between post-socialist countries?," Working Papers 551, ECINEQ, Society for the Study of Economic Inequality.
    4. Aswini Kumar Mishra & Vedant Bhardwaj, 2021. "Wealth distribution and accounting for changes in wealth inequality: empirical evidence from India, 1991–2012," Economic Change and Restructuring, Springer, vol. 54(2), pages 585-620, May.
    5. Kauhanen, Antti & Maczulskij, Terhi & Riukula, Krista, 2020. "Heterogeneous Impacts of the Decentralization of Collective Bargaining," ETLA Working Papers 83, The Research Institute of the Finnish Economy.
    6. Atkins, Rose & Turner, Alex James & Chandola, Tarani & Sutton, Matt, 2020. "Going beyond the mean in examining relationships of adolescent non-cognitive skills with health-related quality of life and biomarkers in later-life," Economics & Human Biology, Elsevier, vol. 39(C).
    7. Oscar Molina Tejerina & Luis Castro Peñarrieta, 2020. "Unexplained Wage Gaps in the Tradable and Nontradable Sectors: Cross-Sectional Evidence by Gender in Bolivia," Investigación & Desarrollo 0120, Universidad Privada Boliviana, revised Nov 2020.
    8. Fernando Rios-Avila, 2020. "Recentered influence functions (RIFs) in Stata: RIF regression and RIF decomposition," Stata Journal, StataCorp LP, vol. 20(1), pages 51-94, March.
    9. Knut Are Aastveit & Hilde C. Bj�rnland & Thomas S. Gundersen, 2021. "The Price Responsiveness of Shale Producers: Evidence From Micro Data," Working Papers No 05/2021, Centre for Applied Macro- and Petroleum economics (CAMP), BI Norwegian Business School.
    10. Hansen, Henrik & Rand, John & Win, Ngu Wah, 2022. "The gender wage gap in Myanmar: Adding insult to injury?," Journal of Asian Economics, Elsevier, vol. 81(C).
    11. Asmare, Fissha & Jaraitė, Jūratė & Kažukauskas, Andrius, 2021. "The effect of descriptive information provision on electricity consumption: Experimental evidence from Lithuania," Energy Economics, Elsevier, vol. 104(C).
    12. Masedi Motswapong, 2020. "Male-Female Wage Differentials in Botswana," Working Papers 76, Botswana Institute for Development Policy Analysis.
    13. Sumit S. Deole & Marc Oliver Rieger, 2023. "The immigrant-native gap in risk and time preferences in Germany: levels, socio-economic determinants, and recent changes," Journal of Population Economics, Springer;European Society for Population Economics, vol. 36(2), pages 743-778, April.
    14. Mohanty, Smrutirekha, 2021. "A distributional analysis of the gender wage gap among technical degree and diploma holders in urban India," International Journal of Educational Development, Elsevier, vol. 80(C).
    15. Eileen B. Nchanji & Odhiambo A. Collins & Enid Katungi & Agness Nduguru & Catherine Kabungo & Esther M. Njuguna & Chris O. Ojiewo, 2020. "What Does Gender Yield Gap Tell Us about Smallholder Farming in Developing Countries?," Sustainability, MDPI, vol. 13(1), pages 1-18, December.
    16. Rob Gruijters & Zachary van Winkle & Anette Fasang, 2023. "Life Course Trajectories and Wealth Accumulation in the United States: Comparing Late Baby Boomers and Early Millennials," Post-Print hal-04278042, HAL.
    17. Alfani,Federica & Clementi,Fabio & Fabiani,Michele & Molini,Vasco & Valentini,Enzo, 2021. "Does Gender Equality in Labor Participation Bring Real Equality ? Evidence from Developed and Developing Countries," Policy Research Working Paper Series 9639, The World Bank.

    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. Sergio P. Firpo & Nicole M. Fortin & Thomas Lemieux, 2018. "Decomposing Wage Distributions Using Recentered Influence Function Regressions," Econometrics, MDPI, vol. 6(2), pages 1-40, May.
    2. Thomas Y. Mathä & Alessandro Porpiglia & Michael Ziegelmeyer, 2014. "Wealth differences across borders and the effect of real estate price dynamics: Evidence from two household surveys," BCL working papers 90, Central Bank of Luxembourg.
    3. Tymon Słoczyński, 2015. "The Oaxaca–Blinder Unexplained Component as a Treatment Effects Estimator," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 77(4), pages 588-604, August.
    4. Sonja C. Kassenboehmer & Mathias G. Sinning, 2014. "Distributional Changes in the Gender Wage Gap," ILR Review, Cornell University, ILR School, vol. 67(2), pages 335-361, April.
    5. Mathä, Thomas Y. & Porpiglia, Alessandro & Ziegelmeyer, Michael, 2017. "Household wealth in the euro area: The importance of intergenerational transfers, homeownership and house price dynamics," Journal of Housing Economics, Elsevier, vol. 35(C), pages 1-12.
    6. Thomas Y. Mathä & Alessandro Porpiglia & Michael Ziegelmeyer, 2018. "Wealth differences across borders and the effect of real estate price dynamics: Evidence from two household surveys," Journal of Income Distribution, Ad libros publications inc., vol. 26(1), pages 1-35, March.
    7. Fortin, Nicole & Lemieux, Thomas & Firpo, Sergio, 2011. "Decomposition Methods in Economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 1, pages 1-102, Elsevier.
    8. repec:jid:journl:y:2018:v:26:i:3:p:15-49 is not listed on IDEAS
    9. Girma Gezimu Gebre & Hiroshi Isoda & Dil Bahadur Rahut & Yuichiro Amekawa & Hisako Nomura, 2021. "Gender Gaps in Market Participation Among Individual and Joint Decision-Making Farm Households: Evidence from Southern Ethiopia," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 33(3), pages 649-683, June.
    10. Sloczynski, Tymon, 2015. "Average Wage Gaps and Oaxaca–Blinder Decompositions," IZA Discussion Papers 9036, Institute of Labor Economics (IZA).
    11. Gustavo A. Suarez & Jeffrey P. Thompson, 2019. "Accounting for racial wealth disparities in the United States," Working Papers 19-13, Federal Reserve Bank of Boston.
    12. Girma Gezimu Gebre & Hiroshi Isoda & Dil Bahadur Rahut & Yuichiro Amekawa & Hisako Nomura, 0. "Gender Gaps in Market Participation Among Individual and Joint Decision-Making Farm Households: Evidence from Southern Ethiopia," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 0, pages 1-35.
    13. Sloczynski, Tymon, 2013. "Population Average Gender Effects," IZA Discussion Papers 7315, Institute of Labor Economics (IZA).
    14. Oscar Molina Tejerina & Luis Castro Peñarrieta, 2020. "Unexplained Wage Gaps in the Tradable and Nontradable Sectors: Cross-Sectional Evidence by Gender in Bolivia," Investigación & Desarrollo 0120, Universidad Privada Boliviana, revised Nov 2020.
    15. Anna Lukiyanova, 2013. "Earnings inequality and informal Employment in Russia," HSE Working papers WP BRP 37/EC/2013, National Research University Higher School of Economics.
    16. Zhu, Rong, 2016. "Wage differentials between urban residents and rural migrants in urban China during 2002–2007: A distributional analysis," China Economic Review, Elsevier, vol. 37(C), pages 2-14.
    17. Johar, Meliyanni & Jones, Glenn & Keane, Micheal P. & Savage, Elizabeth & Stavrunova, Olena, 2013. "Discrimination in a universal health system: Explaining socioeconomic waiting time gaps," Journal of Health Economics, Elsevier, vol. 32(1), pages 181-194.
    18. Trinh Thi, Huong & Simioni, Michel & Thomas-Agnan, Christine, 2018. "Decomposition of changes in the consumption of macronutrients in Vietnam between 2004 and 2014," Economics & Human Biology, Elsevier, vol. 31(C), pages 259-275.
    19. Domenico Depalo & Raffaela Giordano & Evangelia Papapetrou, 2015. "Public–private wage differentials in euro-area countries: evidence from quantile decomposition analysis," Empirical Economics, Springer, vol. 49(3), pages 985-1015, November.
    20. Aurora Galego & João Pereira, 2014. "Decomposition of Regional Wage Differences Along the Wage Distribution in Portugal: The Importance of Covariates," Environment and Planning A, , vol. 46(10), pages 2514-2532, October.
    21. Rosalia Castellano & Gaetano Musella & Gennaro Punzo, 2019. "Exploring changes in the employment structure and wage inequality in Western Europe using the unconditional quantile regression," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 46(2), pages 249-304, May.

    More about this item

    Keywords

    Recentered Influence Functions; Unconditional Partial Effects; Unconditional Quantile Regression; RIF Regressions; Distributional Statistics; Oaxaca-Blinder; RIF Decomposition;
    All these keywords.

    JEL classification:

    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C18 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Methodolical Issues: General
    • I14 - Health, Education, and Welfare - - Health - - - Health and Inequality
    • I30 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - General
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:lev:wrkpap:wp_927. 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: Elizabeth Dunn (email available below). General contact details of provider: http://www.levyinstitute.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.