IDEAS home Printed from https://ideas.repec.org/a/inm/ormksc/v28y2009i6p1009-1026.html
   My bibliography  Save this article

Optimal Sales Force Diversification and Group Incentive Payments

Author

Listed:
  • Fabio Caldieraro

    (Foster School of Business, University of Washington, Seattle, Washington 98195)

  • Anne T. Coughlan

    (Marketing Department, Kellogg School of Management, Northwestern University, Evanston, Illinois 60208)

Abstract

In this research, we show that the interaction between territory allocation and sales force compensation—two key drivers of sales productivity—strongly affects the firm's profitability. We analyze an agency-theoretic model that jointly considers the degree of negative or positive correlation across territory outcomes, differences in territories' sales potentials, the agency problem with risk-averse salespeople, and the availability of both own-territory compensation elements, such as commission, and elements dependent on the performance of others, such as group commissions or tournaments. We find that allocating salespeople to negatively correlated sales territories beneficially diversifies each salesperson's portfolio of sales outcomes when this allocation includes a group commission pay component, and can improve profitability even with a decrease in average territory sales performance. In a larger sales force, a balanced allocation of salespeople, coupled with a group commission, dominates an imbalanced allocation. Comparing piece-rate compensation (with or without a group commission component) to tournaments alongside the allocation problem, we find that tournaments are favored over piece-rate plans when territories are highly positively correlated, territory sales potentials are similar, and salespeople have a low disutility for effort and are not very risk-averse. A piece-rate plan conversely dominates a tournament when these conditions are reversed.

Suggested Citation

  • Fabio Caldieraro & Anne T. Coughlan, 2009. "Optimal Sales Force Diversification and Group Incentive Payments," Marketing Science, INFORMS, vol. 28(6), pages 1009-1026, 11-12.
  • Handle: RePEc:inm:ormksc:v:28:y:2009:i:6:p:1009-1026
    DOI: 10.1287/mksc.1090.0493
    as

    Download full text from publisher

    File URL: http://dx.doi.org/10.1287/mksc.1090.0493
    Download Restriction: no

    File URL: https://libkey.io/10.1287/mksc.1090.0493?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Lazear, Edward P & Rosen, Sherwin, 1981. "Rank-Order Tournaments as Optimum Labor Contracts," Journal of Political Economy, University of Chicago Press, vol. 89(5), pages 841-864, October.
    2. Harry Markowitz, 1952. "Portfolio Selection," Journal of Finance, American Finance Association, vol. 7(1), pages 77-91, March.
    3. Dan Horsky & Paul Nelson, 1996. "Evaluation of Salesforce Size and Productivity Through Efficient Frontier Benchmarking," Marketing Science, INFORMS, vol. 15(4), pages 301-320.
    4. Bernd Skiera & Sönke Albers, 1998. "COSTA: Contribution Optimizing Sales Territory Alignment," Marketing Science, INFORMS, vol. 17(3), pages 196-213.
    5. Anne T. Coughlan & Subrata K. Sen, 1989. "Salesforce Compensation: Theory and Managerial Implications," Marketing Science, INFORMS, vol. 8(4), pages 324-342.
    6. Green, Jerry R & Stokey, Nancy L, 1983. "A Comparison of Tournaments and Contracts," Journal of Political Economy, University of Chicago Press, vol. 91(3), pages 349-364, June.
    7. Canice Prendergast, 1999. "The Provision of Incentives in Firms," Journal of Economic Literature, American Economic Association, vol. 37(1), pages 7-63, March.
    8. Holmstrom, Bengt & Milgrom, Paul, 1987. "Aggregation and Linearity in the Provision of Intertemporal Incentives," Econometrica, Econometric Society, vol. 55(2), pages 303-328, March.
    9. Rajiv Lal & V. Srinivasan, 1993. "Compensation Plans for Single- and Multi-Product Salesforces: An Application of the Holmstrom-Milgrom Model," Management Science, INFORMS, vol. 39(7), pages 777-793, July.
    10. Amiya K. Basu & Rajiv Lal & V. Srinivasan & Richard Staelin, 1985. "Salesforce Compensation Plans: An Agency Theoretic Perspective," Marketing Science, INFORMS, vol. 4(4), pages 267-291.
    11. R Y Darmon & D Rouziès, 2002. "Optimal sales force compensation plans: an operational procedure," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 53(4), pages 447-456, April.
    12. David Godes, 2004. "Contracting Under Endogenous Risk," Quantitative Marketing and Economics (QME), Springer, vol. 2(4), pages 321-345, December.
    13. Dye, Ronald A, 1984. "The Trouble with Tournaments," Economic Inquiry, Western Economic Association International, vol. 22(1), pages 147-149, January.
    14. Holmstrom, Bengt & Milgrom, Paul, 1991. "Multitask Principal-Agent Analyses: Incentive Contracts, Asset Ownership, and Job Design," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 7(0), pages 24-52, Special I.
    15. David B. Montgomery & Alvin J. Silk & Carlos E. Zaragoza, 1971. "A Multiple-Product Sales Force Allocation Model," Management Science, INFORMS, vol. 18(4-Part-II), pages 3-24, December.
    16. Kissan Joseph & Alex Thevaranjan, 1998. "Monitoring and Incentives in Sales Organizations: An Agency-Theoretic Perspective," Marketing Science, INFORMS, vol. 17(2), pages 107-123.
    17. Martin Gaynor & Paul Gertler, 1995. "Moral Hazard and Risk Spreading in Partnerships," RAND Journal of Economics, The RAND Corporation, vol. 26(4), pages 591-613, Winter.
    18. Fabio Caldieraro & Anne T. Coughlan, 2007. "Spiffed-Up Channels: The Role of Spiffs in Hierarchical Selling Organizations," Marketing Science, INFORMS, vol. 26(1), pages 31-51, 01-02.
    19. Kevin Lang & Peter-John Gordon, 1995. "Partnerships as Insurance Devices: Theory and Evidence," RAND Journal of Economics, The RAND Corporation, vol. 26(4), pages 614-629, Winter.
    20. John R. Hauser & Duncan I. Simester & Birger Wernerfelt, 1994. "Customer Satisfaction Incentives," Marketing Science, INFORMS, vol. 13(4), pages 327-350.
    21. Arvind Rangaswamy & Prabhakant Sinha & Andris Zoltners, 1990. "An Integrated Model-Based Approach for Sales Force Structuring," Marketing Science, INFORMS, vol. 9(4), pages 279-298.
    22. Markowitz, Harry M, 1991. "Foundations of Portfolio Theory," Journal of Finance, American Finance Association, vol. 46(2), pages 469-477, June.
    23. Barry J. Nalebuff & Joseph E. Stiglitz, 1983. "Prices and Incentives: Towards a General Theory of Compensation and Competition," Bell Journal of Economics, The RAND Corporation, vol. 14(1), pages 21-43, Spring.
    24. David Godes, 2003. "In the Eye of the Beholder: An Analysis of the Relative Value of a Top Sales Rep Across Firms and Products," Marketing Science, INFORMS, vol. 22(2), pages 161-187, May.
    25. Andris A. Zoltners & Prabhakant Sinha, 1980. "Integer Programming Models for Sales Resource Allocation," Management Science, INFORMS, vol. 26(3), pages 242-260, March.
    26. Dominique Rouzies & René Y. Darmon, 2002. "Optimal Sales Force Compensation Plans: An Operational Procedure," Post-Print hal-00538235, HAL.
    27. Andris A. Zoltners & Prabhakant Sinha, 1983. "Sales Territory Alignment: A Review and Model," Management Science, INFORMS, vol. 29(11), pages 1237-1256, November.
    28. Coughlan, Anne T & Narasimhan, Chakravarthi, 1992. "An Empirical Analysis of Sales-Force Compensation Plans," The Journal of Business, University of Chicago Press, vol. 65(1), pages 93-121, January.
    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. Moussawi-Haidar, Lama & Çömez-Dolgan, Nagihan, 2017. "Percentage rent contracts between co-stores," European Journal of Operational Research, Elsevier, vol. 258(3), pages 912-925.
    2. Xiaoyang Long & Javad Nasiry, 2020. "Wage Transparency and Social Comparison in Sales Force Compensation," Management Science, INFORMS, vol. 66(11), pages 5290-5315, November.
    3. Jian Chen & He Huang & Liming Liu & Hongyan Xu, 2021. "Price Delegation or Not? The Effect of Heterogeneous Sales Agents," Production and Operations Management, Production and Operations Management Society, vol. 30(5), pages 1350-1364, May.
    4. Jacek Woźniak, 2020. "Gamification for Sales Incentives," Contemporary Economics, University of Economics and Human Sciences in Warsaw., vol. 14(2), June.
    5. Long Gao, 2023. "Optimal Incentives for Salespeople with Learning Potential," Management Science, INFORMS, vol. 69(6), pages 3285-3296, June.
    6. Murali Mantrala & Sönke Albers & Fabio Caldieraro & Ove Jensen & Kissan Joseph & Manfred Krafft & Chakravarthi Narasimhan & Srinath Gopalakrishna & Andris Zoltners & Rajiv Lal & Leonard Lodish, 2010. "Sales force modeling: State of the field and research agenda," Marketing Letters, Springer, vol. 21(3), pages 255-272, September.
    7. Tat Y. Chan & Jia Li & Lamar Pierce, 2014. "Learning from Peers: Knowledge Transfer and Sales Force Productivity Growth," Marketing Science, INFORMS, vol. 33(4), pages 463-484, July.
    8. Jia Li & Noah Lim & Hua Chen, 2020. "Examining Salesperson Effort Allocation in Teams: A Randomized Field Experiment," Marketing Science, INFORMS, vol. 39(6), pages 1122-1141, November.

    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. Fabio Caldieraro & Anne T. Coughlan, 2007. "Spiffed-Up Channels: The Role of Spiffs in Hierarchical Selling Organizations," Marketing Science, INFORMS, vol. 26(1), pages 31-51, 01-02.
    2. Tat Y. Chan & Jia Li & Lamar Pierce, 2014. "Compensation and Peer Effects in Competing Sales Teams," Management Science, INFORMS, vol. 60(8), pages 1965-1984, August.
    3. repec:eee:labchp:v:3:y:1999:i:pb:p:2373-2437 is not listed on IDEAS
    4. Sanjog Misra & Anne Coughlan & Chakravarthi Narasimhan, 2005. "Salesforce Compensation: An Analytical and Empirical Examination of the Agency Theoretic Approach," Quantitative Marketing and Economics (QME), Springer, vol. 3(1), pages 5-39, January.
    5. Murali Mantrala & Sönke Albers & Fabio Caldieraro & Ove Jensen & Kissan Joseph & Manfred Krafft & Chakravarthi Narasimhan & Srinath Gopalakrishna & Andris Zoltners & Rajiv Lal & Leonard Lodish, 2010. "Sales force modeling: State of the field and research agenda," Marketing Letters, Springer, vol. 21(3), pages 255-272, September.
    6. Edward P. Lazear, 1995. "Personnel Economics," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262121883, December.
    7. Johannes Habel & Sascha Alavi & Nicolas Heinitz, 2023. "A theory of predictive sales analytics adoption," AMS Review, Springer;Academy of Marketing Science, vol. 13(1), pages 34-54, June.
    8. Do, Truc & Zhang, Huai & Zuo, Luo, 2022. "Rocking the boat: How relative performance evaluation affects corporate risk taking," Journal of Accounting and Economics, Elsevier, vol. 73(1).
    9. C. Bram Cadsby & Jim Engle-Warnick & Tony Fang & Fei Song, 2014. "Psychological Incentives, Financial Incentives, and Risk Attitudes in Tournaments: An Artefactual Field Experiment," Working Papers 1403, University of Guelph, Department of Economics and Finance.
    10. Zheyin (Jane) Gu & Yunchuan Liu, 2018. "Why would a big retailer refuse to collaborate on manufacturer SPIFF programs?," Quantitative Marketing and Economics (QME), Springer, vol. 16(4), pages 441-472, December.
    11. Sumitro Banerjee & Alex P. Thevaranjan, 2019. "Targeting and salesforce compensation: When sales spill over to unprofitable customers," Quantitative Marketing and Economics (QME), Springer, vol. 17(1), pages 81-104, March.
    12. Darmon, Rene Y., 2002. "Salespeople's management of customer information: Impact on optimal territory and sales force sizes," European Journal of Operational Research, Elsevier, vol. 137(1), pages 162-176, February.
    13. Roman M. Sheremeta, 2016. "The pros and cons of workplace tournaments," IZA World of Labor, Institute of Labor Economics (IZA), pages 302-302, October.
    14. Wei Shi & Brian L. Connelly & Wm. Gerard Sanders, 2016. "Buying bad behavior: Tournament incentives and securities class action lawsuits," Strategic Management Journal, Wiley Blackwell, vol. 37(7), pages 1354-1378, July.
    15. Edward P. Lazear & Paul Oyer, 2012. "Personnel Economics [The Handbook of Organizational Economics]," Introductory Chapters,, Princeton University Press.
    16. Kissan Joseph & Alex Thevaranjan, 1998. "Monitoring and Incentives in Sales Organizations: An Agency-Theoretic Perspective," Marketing Science, INFORMS, vol. 17(2), pages 107-123.
    17. Thomas Steenburgh, 2008. "Effort or timing: The effect of lump-sum bonuses," Quantitative Marketing and Economics (QME), Springer, vol. 6(3), pages 235-256, September.
    18. Haß, Lars Helge & Müller, Maximilian A. & Vergauwe, Skrålan, 2015. "Tournament incentives and corporate fraud," Journal of Corporate Finance, Elsevier, vol. 34(C), pages 251-267.
    19. Aditya U. Kulkarni & Christian Wernz, 2020. "Optimal incentives for teams: a multiscale decision theory approach," Annals of Operations Research, Springer, vol. 288(1), pages 307-329, May.
    20. Ola Kvaløy & Trond E. Olsen, 2006. "Team Incentives in Relational Employment Contracts," Journal of Labor Economics, University of Chicago Press, vol. 24(1), pages 139-170, January.
    21. Oyer, Paul & Schaefer, Scott, 2011. "Personnel Economics: Hiring and Incentives," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 20, pages 1769-1823, Elsevier.

    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:inm:ormksc:v:28:y:2009:i:6:p:1009-1026. 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: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.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.