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Effects of Income Distribution Changes on Assortment Size in the Mainstream Grocery Channel

Author

Listed:
  • Rafael Becerril-Arreola

    (Moore School of Business, University of South Carolina, Columbia, South Carolina 29208)

  • Randolph E. Bucklin

    (Anderson School of Management, University of California, Los Angeles, Los Angeles, California 90095)

  • Raphael Thomadsen

    (Olin Business School, Washington University in St. Louis, St. Louis, Missouri 63130)

Abstract

The authors study the effect of changes in the United States income distribution on assortment size in the mainstream grocery channel. Census demographics for 1,711 counties are matched to local assortment data from Nielsen in 944 grocery product categories from 2007 to 2013. The authors show that holding other demographics constant, assortment size increases with higher average income but decreases with greater income dispersion. This pattern holds for several specifications of assortments at the local level: the number of category Universal Product Codes (UPCs), number of brands, number of products per brand, and horizontal and vertical dimensions of assortments. The results suggest that increased income dispersion (holding other factors constant) reduces both horizontal and vertical differentiation. The effect sizes are similar for private labels and branded products, but large brands lose proportionally more UPCs than small brands when income dispersion rises. Potential mechanisms underlying the results are also explored, with evidence that a hollowing out of the middle class along with Engel’s law of expenditure explain a significant portion of this effect. The findings also offer insights for consumer packaged goods manufacturers that might help them allocate resources to expand shelf presence or defend current positions.

Suggested Citation

  • Rafael Becerril-Arreola & Randolph E. Bucklin & Raphael Thomadsen, 2021. "Effects of Income Distribution Changes on Assortment Size in the Mainstream Grocery Channel," Management Science, INFORMS, vol. 67(9), pages 5878-5900, September.
  • Handle: RePEc:inm:ormnsc:v:67:y:2021:i:9:p:5878-5900
    DOI: 10.1287/mnsc.2020.3785
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    as
    1. Thierry Mayer & Marc J. Melitz & Gianmarco I. P. Ottaviano, 2021. "Market Size, Competition, and the Product Mix of Exporters," World Scientific Book Chapters, in: Firms and Workers in a Globalized World Larger Markets, Tougher Competition, chapter 5, pages 109-150, World Scientific Publishing Co. Pte. Ltd..
    2. Michaela Draganska & Daniel Klapper & Sofia B. Villas-Boas, 2010. "A Larger Slice or a Larger Pie? An Empirical Investigation of Bargaining Power in the Distribution Channel," Marketing Science, INFORMS, vol. 29(1), pages 57-74, 01-02.
    3. Andreas Chai & Nicholas Rohde & Jacques Silber, 2015. "Measuring The Diversity Of Household Spending Patterns," Journal of Economic Surveys, Wiley Blackwell, vol. 29(3), pages 423-440, July.
    4. Upender Subramanian & Jagmohan S. Raju & Sanjay K. Dhar & Yusong Wang, 2010. "Competitive Consequences of Using a Category Captain," Management Science, INFORMS, vol. 56(10), pages 1739-1765, October.
    5. Bart J. Bronnenberg & Vijay Mahajan, 2001. "Unobserved Retailer Behavior in Multimarket Data: Joint Spatial Dependence in Market Shares and Promotion Variables," Marketing Science, INFORMS, vol. 20(3), pages 284-299, October.
    6. Hunt Allcott & Rebecca Diamond & Jean-Pierre Dubé & Jessie Handbury & Ilya Rahkovsky & Molly Schnell, 2019. "Food Deserts and the Causes of Nutritional Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(4), pages 1793-1844.
    7. Jean-Pierre Dubé & Günter J. Hitsch & Peter E. Rossi, 2018. "Income and Wealth Effects on Private-Label Demand: Evidence from the Great Recession," Marketing Science, INFORMS, vol. 37(1), pages 22-53, January.
    8. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    9. Bart J. Bronnenberg & Jean-Pierre H. Dube & Matthew Gentzkow, 2012. "The Evolution of Brand Preferences: Evidence from Consumer Migration," American Economic Review, American Economic Association, vol. 102(6), pages 2472-2508, October.
    10. Guillermo Israilevich, 2004. "Assessing Supermarket Product-Line Decisions: The Impact of Slotting Fees," Quantitative Marketing and Economics (QME), Springer, vol. 2(2), pages 141-167, June.
    11. repec:hal:spmain:info:hdl:2441/6g0gsihsjmn5snc9pb0jo6hhp is not listed on IDEAS
    12. Andrew Leigh, 2007. "How Closely Do Top Income Shares Track Other Measures of Inequality?," Economic Journal, Royal Economic Society, vol. 117(524), pages 619-633, November.
    13. Hansen, Christian B., 2007. "Generalized least squares inference in panel and multilevel models with serial correlation and fixed effects," Journal of Econometrics, Elsevier, vol. 140(2), pages 670-694, October.
    14. Susan Athey & Guido W. Imbens, 2006. "Identification and Inference in Nonlinear Difference-in-Differences Models," Econometrica, Econometric Society, vol. 74(2), pages 431-497, March.
    15. Ali Alichi & Rodrigo Mariscal & Daniela Muhaj, 2017. "Hollowing Out: The Channels of Income Polarization in the United States," IMF Working Papers 2017/244, International Monetary Fund.
    16. James Foster & Michael Wolfson, 2010. "Polarization and the decline of the middle class: Canada and the U.S," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 8(2), pages 247-273, June.
    17. Minha Hwang & Bart J. Bronnenberg & Raphael Thomadsen, 2010. "An Empirical Analysis of Assortment Similarities Across U.S. Supermarkets," Marketing Science, INFORMS, vol. 29(5), pages 858-879, 09-10.
    18. Marx, Leslie M. & Shaffer, Greg, 2010. "Break-up fees and bargaining power in sequential contracting," International Journal of Industrial Organization, Elsevier, vol. 28(5), pages 451-463, September.
    19. Debabrata Talukdar, 2008. "Cost of Being Poor: Retail Price and Consumer Price Search Differences across Inner-City and Suburban Neighborhoods," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 35(3), pages 457-471, July.
    20. Vincent R. Nijs & Kanishka Misra & Karsten Hansen, 2014. "Outsourcing Retail Pricing to a Category Captain: The Role of Information Firewalls," Marketing Science, INFORMS, vol. 33(1), pages 66-81, January.
    21. Hwang, M. & Bronnenberg, B.J. & Thomadsen, R., 2010. "An empirical analysis of assortment similarities across U.S. supermarkets," Other publications TiSEM adc990b3-1d5b-4fab-8679-a, Tilburg University, School of Economics and Management.
    22. Dirk Krueger & Fabrizio Perri, 2006. "Does Income Inequality Lead to Consumption Inequality? Evidence and Theory -super-1," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 73(1), pages 163-193.
    23. Jaskold Gabszewicz, J. & Thisse, J. -F., 1979. "Price competition, quality and income disparities," Journal of Economic Theory, Elsevier, vol. 20(3), pages 340-359, June.
    24. Vrinda Kadiyali & Pradeep Chintagunta & Naufel Vilcassim, 2000. "Manufacturer-Retailer Channel Interactions and Implications for Channel Power: An Empirical Investigation of Pricing in a Local Market," Marketing Science, INFORMS, vol. 19(2), pages 127-148, September.
    25. Alvaredo, Facundo, 2011. "A note on the relationship between top income shares and the Gini coefficient," Economics Letters, Elsevier, vol. 110(3), pages 274-277, March.
    26. Thomas Barrios & Rebecca Diamond & Guido W. Imbens & Michal Kolesár, 2012. "Clustering, Spatial Correlations, and Randomization Inference," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 107(498), pages 578-591, June.
    27. Thierry Mayer & Marc J. Melitz & Gianmarco I. P. Ottaviano, 2021. "Market Size, Competition, and the Product Mix of Exporters," World Scientific Book Chapters, in: Firms and Workers in a Globalized World Larger Markets, Tougher Competition, chapter 5, pages 109-150, World Scientific Publishing Co. Pte. Ltd..
    28. Anthony J. Dukes & Tansev Geylani & Kannan Srinivasan, 2009. "Strategic Assortment Reduction by a Dominant Retailer," Marketing Science, INFORMS, vol. 28(2), pages 309-319, 03-04.
    29. Joshua D. Angrist, 1998. "Estimating the Labor Market Impact of Voluntary Military Service Using Social Security Data on Military Applicants," Econometrica, Econometric Society, vol. 66(2), pages 249-288, March.
    30. Charlotte R. Ren & Ye Hu & Yu (Jeffrey) Hu & Jerry Hausman, 2011. "Managing Product Variety and Collocation in a Competitive Environment: An Empirical Investigation of Consumer Electronics Retailing," Management Science, INFORMS, vol. 57(6), pages 1009-1024, June.
    31. Kunreuther, Howard, 1973. "Why the Poor May Pay More for Food: Theoretical and Empirical Evidence," The Journal of Business, University of Chicago Press, vol. 46(3), pages 368-383, July.
    32. Imbens,Guido W. & Rubin,Donald B., 2015. "Causal Inference for Statistics, Social, and Biomedical Sciences," Cambridge Books, Cambridge University Press, number 9780521885881.
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