IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/12152.html
   My bibliography  Save this paper

An Economist Sells Bagels: A Case Study in Profit Maximization

Author

Listed:
  • Steven D. Levitt

Abstract

Profit maximizing behavior on the part of firms is a fundamental, but rarely tested, assumption of economics. In this paper, I analyze the decisions made by an MIT trained economist running a company that delivers bagels and donuts. The simplicity and transparency of the business (e.g. marginal cost is easily observed) allow for direct tests of profit maximization in the quantities delivered each day and the prices that are charged. Using thirteen years of data representing more than 80,000 deliveries, I find that the company is extremely adept at determining how many bagels and donuts to deliver to a particular customer on a given day. In stark contrast, the company appears to price on the inelastic portion of the demand curve for the entire period, thereby foregoing a substantial share of available profits. I argue that these results generalize well beyond this particular case study: firms are likely to be close to the efficient frontier on dimensions for which there is frequent and informative feedback regarding profits, but absent that feedback, systematic deviations from profit maximization are more likely.

Suggested Citation

  • Steven D. Levitt, 2006. "An Economist Sells Bagels: A Case Study in Profit Maximization," NBER Working Papers 12152, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:12152
    Note: IO
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w12152.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Ali Hortacsu & Steven L. Puller, 2005. "Understanding Strategic Bidding in Restructured Electricity Markets: A Case Study of ERCOT," NBER Working Papers 11123, National Bureau of Economic Research, Inc.
    2. Ackerberg, Daniel & Lanier Benkard, C. & Berry, Steven & Pakes, Ariel, 2007. "Econometric Tools for Analyzing Market Outcomes," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 63, Elsevier.
    3. Becker, Gary S, 1991. "A Note on Restaurant Pricing and Other Examples of Social Influences on Price," Journal of Political Economy, University of Chicago Press, vol. 99(5), pages 1109-1116, October.
    4. Anil K Kashyap, 1995. "Sticky Prices: New Evidence from Retail Catalogs," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(1), pages 245-274.
    5. Steven D. Levitt, 2006. "White-Collar Crime Writ Small: A Case Study of Bagels, Donuts, and the Honor System," American Economic Review, American Economic Association, vol. 96(2), pages 290-294, May.
    6. Pakes, Ariel S, 1986. "Patents as Options: Some Estimates of the Value of Holding European Patent Stocks," Econometrica, Econometric Society, vol. 54(4), pages 755-784, July.
    7. Cecchetti, Stephen G., 1986. "The frequency of price adjustment : A study of the newsstand prices of magazines," Journal of Econometrics, Elsevier, vol. 31(3), pages 255-274, April.
    8. Berry, Steven & Levinsohn, James & Pakes, Ariel, 1995. "Automobile Prices in Market Equilibrium," Econometrica, Econometric Society, vol. 63(4), pages 841-890, July.
    9. Bresnahan, Timothy F & Reiss, Peter C, 1991. "Entry and Competition in Concentrated Markets," Journal of Political Economy, University of Chicago Press, vol. 99(5), pages 977-1009, October.
    10. Feldman, Paul, 1971. "Efficiency, Distribution, and the Role of Government in a Market Economy," Journal of Political Economy, University of Chicago Press, vol. 79(3), pages 508-526, May-June.
    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. Cho, Sungjin & Rust, John, 2008. "Is econometrics useful for private policy making? A case study of replacement policy at an auto rental company," Journal of Econometrics, Elsevier, vol. 145(1-2), pages 243-257, July.
    2. Levin, Andrew T. & David López-Salido, J. & Nelson, Edward & Yun, Tack, 2008. "Macroeconometric equivalence, microeconomic dissonance, and the design of monetary policy," Journal of Monetary Economics, Elsevier, vol. 55(Supplemen), pages 48-62, October.
    3. Jeroen Hinloopen & Adriaan R. Soetevent, 2020. "(Non‐)Insurance Markets, Loss Size Manipulation and Competition: Experimental Evidence," Journal of Industrial Economics, Wiley Blackwell, vol. 68(4), pages 819-856, December.
    4. Steffen Huck & Imran Rasul & Andrew Shephard, 2015. "Comparing Charitable Fundraising Schemes: Evidence from a Natural Field Experiment and a Structural Model," American Economic Journal: Economic Policy, American Economic Association, vol. 7(2), pages 326-369, May.
    5. Adams, Christopher P., 2007. "Estimating demand from eBay prices," International Journal of Industrial Organization, Elsevier, vol. 25(6), pages 1213-1232, December.
    6. Huck, Steffen & Rasul, Imran & Shephard, Andrew, 2012. "Comparing charitable fundraising schemes: Evidence from a field experiment and a structural model," Discussion Papers, Research Unit: Economics of Change SP II 2012-303, WZB Berlin Social Science Center.
    7. Bandiera, Oriana & Larcinese, Valentino & Rasul, Imran, 2015. "Blissful ignorance? A natural experiment on the effect of feedback on students' performance," Labour Economics, Elsevier, vol. 34(C), pages 13-25.
    8. Maija Gao & Ari Hyytinen & Otto Toivanen, 2014. "Problems in Launching the Mobile Internet: Evidence From a Pricing Experiment," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 23(3), pages 483-506, September.
    9. Kenneth Kovash & Steven D. Levitt, 2009. "Professionals Do Not Play Minimax: Evidence from Major League Baseball and the National Football League," NBER Working Papers 15347, National Bureau of Economic Research, Inc.
    10. Huck, Steffen & Rasul, Imran, 2011. "Matched fundraising: Evidence from a natural field experiment," Journal of Public Economics, Elsevier, vol. 95(5-6), pages 351-362, June.
    11. Mohajan, Devagit & Mohajan, Haradhan, 2022. "Profit Maximization Strategy in an Industry: A Sustainable Procedure," MPRA Paper 114675, University Library of Munich, Germany, revised 21 Jun 2022.
    12. repec:pri:cepsud:226shephard is not listed on IDEAS
    13. Asplund, Björn Marcus, 2007. "A Test of Profit Maximization," CEPR Discussion Papers 6177, C.E.P.R. Discussion Papers.
    14. Achim Schlüter & Insa Theesfeld, 2010. "The grammar of institutions: The challenge of distinguishing between strategies, norms, and rules," Rationality and Society, , vol. 22(4), pages 445-475, November.
    15. Ran Abramitzky & Liran Einav & Shimon Kolkowitz & Roy Mill, 2012. "On The Optimality Of Line Call Challenges In Professional Tennis," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 53(3), pages 939-964, August.
    16. Mohajan, Devajit & Mohajan, Haradhan, 2023. "A Study on Nonlinear Budget Constraint of a Local Industrial Firm of Bangladesh: A Profit Maximization Investigation," MPRA Paper 117324, University Library of Munich, Germany, revised 27 Mar 2023.
    17. Mohajan, Devajit & Mohajan, Haradhan, 2023. "Sensitivity Analysis for Profit Maximization with Respect to Per Unit Cost of Subsidiary Raw Materials," MPRA Paper 116538, University Library of Munich, Germany, revised 10 Jan 2023.
    18. Mohajan, Devajit & Mohajan, Haradhan, 2023. "Sensitivity Analysis of Inputs of an Organization: A Profit Maximization Exploration," MPRA Paper 117121, University Library of Munich, Germany, revised 12 Mar 2023.
    19. Imke Reimers & Joel Waldfogel, 2017. "Throwing the Books at Them: Amazon's Puzzling Long Run Pricing Strategy," Southern Economic Journal, John Wiley & Sons, vol. 83(4), pages 869-885, April.
    20. Soetevent, Adriaan & Hinloopen, Jeroen, 2016. "(Non-)Insurance Markets, Loss Size Manipulation and Competition," Research Report 16009-EEF, University of Groningen, Research Institute SOM (Systems, Organisations and Management).
    21. Francine Lafontaine & Jagadeesh Sivadasan, 2009. "Within-firm Labor Productivity across Countries: A Case Study," NBER Chapters, in: International Differences in the Business Practices and Productivity of Firms, pages 137-172, National Bureau of Economic Research, Inc.

    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. Levitt, Steven D., 2016. "Bagels and donuts for sale: A case study in profit maximization," Research in Economics, Elsevier, vol. 70(4), pages 518-535.
    2. Jason R. Blevins & Ahmed Khwaja & Nathan Yang, 2018. "Firm Expansion, Size Spillovers, and Market Dominance in Retail Chain Dynamics," Management Science, INFORMS, vol. 64(9), pages 4070-4093.
    3. Victor Aguirregabiria & Margaret Slade, 2017. "Empirical models of firms and industries," Canadian Journal of Economics, Canadian Economics Association, vol. 50(5), pages 1445-1488, December.
    4. Jeremy T. Fox, 2018. "Estimating matching games with transfers," Quantitative Economics, Econometric Society, vol. 9(1), pages 1-38, March.
    5. Emi Nakamura & Jón Steinsson, 2008. "Five Facts about Prices: A Reevaluation of Menu Cost Models," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(4), pages 1415-1464.
    6. Gonzalez, Julia & Lacaze, M., 2015. "Heterogeneous preferences for nutritional and health attributes of Frozen Fried Potatoes: A developing country perspective," 2015 Conference, August 9-14, 2015, Milan, Italy 211686, International Association of Agricultural Economists.
    7. González, Julia & Lacaze, María Victoria, 2015. "Heterogeneous preferences for nutritional and health attributes of frozen fried potatoes: a developing country perspective," Nülan. Deposited Documents 2264, Universidad Nacional de Mar del Plata, Facultad de Ciencias Económicas y Sociales, Centro de Documentación.
    8. V. Aguirregabir, 1996. "Estimation of Dynamic Decision Models with Corner Solutions: A Model of Price and Inventory Decisions," Econometrics 9603002, University Library of Munich, Germany.
    9. Gaynor, Martin & Town, Robert J., 2011. "Competition in Health Care Markets," Handbook of Health Economics, in: Mark V. Pauly & Thomas G. Mcguire & Pedro P. Barros (ed.), Handbook of Health Economics, volume 2, chapter 0, pages 499-637, Elsevier.
    10. Brett R. Gordon & Wesley R. Hartmann, 2016. "Advertising competition in presidential elections," Quantitative Marketing and Economics (QME), Springer, vol. 14(1), pages 1-40, March.
    11. Etro, Federico, 2016. "Research in economics and industrial organization," Research in Economics, Elsevier, vol. 70(4), pages 511-517.
    12. Richard Schmalensee, 2012. "“On a Level with Dentists?” Reflections on the Evolution of Industrial Organization," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 41(3), pages 157-179, November.
    13. Ariel Pakes, 2008. "Theory and Empirical Work on Imperfectly Competitive Markets," NBER Working Papers 14117, National Bureau of Economic Research, Inc.
    14. Allais, Olivier & Etilé, Fabrice & Lecocq, Sébastien, 2015. "Mandatory labels, taxes and market forces: An empirical evaluation of fat policies," Journal of Health Economics, Elsevier, vol. 43(C), pages 27-44.
    15. Yu Chen & Chen Zhen, 2022. "The potential impact of reducing sodium in packaged food: The case of the Chinese instant noodles market," Agribusiness, John Wiley & Sons, Ltd., vol. 38(1), pages 3-20, January.
    16. Paul Ellickson & Sanjog Misra, 2012. "Enriching interactions: Incorporating outcome data into static discrete games," Quantitative Marketing and Economics (QME), Springer, vol. 10(1), pages 1-26, March.
    17. Baumgartner, Josef & Glatzer, Ernst & Rumler, Fabio & Stiglbauer, Alfred, 2005. "How frequently do consumer prices change in Austria? Evidence from micro CPI data," Working Paper Series 523, European Central Bank.
    18. Mitsukuni Nishida, 2015. "Estimating a Model of Strategic Network Choice: The Convenience-Store Industry in Okinawa," Marketing Science, INFORMS, vol. 34(1), pages 20-38, January.
    19. Steven Berry & James Levinsohn & Ariel Pakes, 2004. "Differentiated Products Demand Systems from a Combination of Micro and Macro Data: The New Car Market," Journal of Political Economy, University of Chicago Press, vol. 112(1), pages 68-105, February.
    20. Maarten Dossche, 2009. "Understanding Inflation Dynamics.Where Do We Stand?," Review of Business and Economic Literature, KU Leuven, Faculty of Economics and Business (FEB), Review of Business and Economic Literature, vol. 0(2), pages 209-227.

    More about this item

    JEL classification:

    • L2 - Industrial Organization - - Firm Objectives, Organization, and Behavior

    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:nbr:nberwo:12152. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.html .

    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.