korean management review - Vol. 50 , No. 4

[ Article ]
korean management review - Vol. 50, No. 4, pp. 1129-1157
Abbreviation: kmr
ISSN: 1226-1874 (Print)
Print publication date 31 Aug 2021
Received 18 Dec 2020 Revised 15 Apr 2021 Accepted 29 Apr 2021
DOI: https://doi.org/10.17287/kmr.2021.50.4.1129

Exploring Firm Heterogeneous Effects of Problemistic Search: The Moderating Effects of Top Management Team Pay Dispersion and Long-Term Incentive Plan
Hyunsik Gong ; Jina Kang ; Juil Lee
(First Author) Hyundai Heavy Industries (bestkong19910818@gmail.com)
(Co-Author) Seoul National University (profkang@snu.ac.kr)
(Corresponding Author) University of Ulsan (juillee@ulsan.ac.kr)

문제해결형 탐색의 차별적 효과에 대한 탐구: 최고경영진의 임금 격차와 장기 인센티브의 조절효과

This is an open access article distributed under the terms of the Creative Commons Attribution License 4.0, which permits unrestricted, distribution, and reproduction in any medium, provided the original work is properly cited.
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A behavioral theory of the firm provides insights into organizational search based on performance feedback. The prior studies have suggested that if a firm’s performance falls below aspiration levels, the firm is engaged in R&D investment as part of problemistic search. Although providing a useful view of organizational search behavior, existing research has limitations in shedding light on firms’ heterogeneity in problemistic search. In this respect, we posit that the differential effect of negative performance feedback on R&D investment is mainly derived from TMT compensation system. Specifically, this study predicts that depending on TMT pay gap, the positive relationship between negative performance feedback and R&D investment will differ. This study also suggests that as TMT incentive is long-term oriented, R&D investment as problemistic search will be strengthened. To test our hypotheses, we conduct an empirical analysis using firms in the U.S. machinery/computer equipment industry from 2000 to 2018. We find that the larger the TMT pay gap, the weaker the positive relationship between negative performance feedback and R&D investment, while the larger the long-term oriented TMT incentives, the stronger the positive link between negative performance feedback and R&D investment. We then discuss theoretical and practical implications of the results.

Keywords: Problemistic search, R&D investment, TMT, Pay dispersion, Long-term incentive


This research is supported by the Research Fund of University of Ulsan in 2021.

This paper is written by revising and supplementing the first author’s master’s thesis.

1. Adams, J. S.(1963), “Towards an understanding of inequity,” Journal of Abnormal and Social Psychology, 67, pp.422-436.
2. Alessandri, T. M., and Pattit, J. M.(2014), “Drivers of R&D investment: The interaction of behavioral theory and managerial incentives,” Journal of Business Research, 67, pp.151-158.
3. Audia, P. G., and Brion, S.(2007), “Reluctant to change: Self-enhancing responses to diverging performance measures,” Organizational Behavior and Human Decision Processes, 102(2), pp.255-269.
4. Audia, P. G., and Greve, H. R.(2006), “Less likely to fail: Low performance, firm size, and factory expansion in the shipbuilding industry,” Management Science, 52(1), pp.83-94.
5. Barkema, H. G., and Gomez-Mejia, L. R.(1998), “Managerial compensation and firm performance: A general research framework,” Academy of Management Journal, 41(2), pp.135-145.
6. Baum, J. A., and Dahlin, K. B.(2007), “Aspiration performance and railroads’ patterns of learning from train wrecks and crashes,” Organization Science, 18(3), pp.368-385.
7. Baum, J. A., Rowley, T. J., Shipilov, A. V., and Chuang, Y. T.(2005), “Dancing with strangers: Aspiration performance and the search for underwriting syndicate partners,” Administrative Science Quarterly, 50(4), pp.536-575.
8. Becker, B. E., and Huselid, M. A.(1992), “The incentive effects of tournament compensation systems,” Administrative Science Quarterly, 37(2), pp.336-350.
9. Biagi, M., Bonner, M., Peek, L., and Burek, M.(2015), “Changing practices in executive compensation: Long-term incentive plan design,” Change, 7(14), pp.13.
10. Blundell, R., Griffith, and J. V. Reenen(1999), “Market Share, Market Value and Innovation in a Panel of British Manufacturing Firms,” Review of Economic Studies, 66(228), pp. 529-554.
11. Bourgeois III, L. J.(1981), “On the measurement of organizational slack,” Academy of Management Review, 6(1), pp.29-39.
12. Bourgeois III, L. J., and Singh, J. V.(1983, August), “Organizational Slack and Political Behavior Among Top Management Teams,” In Academy of management proceedings (Vol. 1983, No. 1, pp. 43-47). Briarcliff Manor, NY 10510: Academy of Management.
13. Bromiley, P.(1991), “Testing a causal model of corporate risk taking and performance,” Academy of Management Journal, 34(1), pp.37-59.
14. Bromiley, P., and Harris, J. D.(2014), “A comparison of alternative measures of organizational aspirations,” Strategic Management Journal, 35, pp.338-357.
15. Brookfield, D., and Ormrod, P.(2000), “Executive stock options: volatility, managerial decisions and agency costs,” Journal of Multinational Financial Management, 10(3-4), pp.275-295.
16. Bruttel, L., and Friehe, T.(2014), “Can short-term incentives induce long-lasting cooperation? Results from a public-goods experiment,” Journal of Behavioral and Experimental Economics, 53, pp.120-130.
17. Carnes, C. M., Xu, K., Sirmon, D. G., and Karadag, R.(2019), “How competitive action mediates the resource slack-performance relationship: A meta-analytic approach,” Journal of Management Studies, 56(1), pp.57-90.
18. Chatterjee, S., and Hadi, A. S.(2006), Regression analysis by example, John Wiley and Sons, New York.
19. Chen, W. R.(2008), “Determinants of firms’ backward-and forward-looking R&D search behavior,” Organization Science, 19(4), pp. 609-622.
20. Chen, W. R., and Miller, K. D.(2007), “Situational and institutional determinants of firms’ R&D search intensity,” Strategic Management Journal, 28(4), pp.368-381.
21. Chevalier, J., and Ellison, G.(1997), “Risk taking by mutual funds as a response to incentives,” Journal of Political Economy, 105(6), pp. 1167-1200.
22. Cho, T. S., and Hambrick, D. C.(2006), “Attention as the mediator between top management team characteristics and strategic change: The case of airline deregulation,” Organization Science, 17(4), pp.453-469.
23. Choi, S. H. and Park, K. M.(2014), “Determinants of strategic repositioning: performance feedback and competition,” Journal of Strategic Management, 17(1), pp.71-91.
24. Choi, J., Rhee, M., and Kim, Y. C.(2019), “Performance feedback and problemistic search: The moderating effects of managerial and board outsiderness,” Journal of Business Research, 102, pp.21-33.
25. Chung, D. H. and Shin, D. Y.(2016), “Organizational learning and status: R&D investments by Korean universities, 2007-2013,” Korean Management Review, 45(5), pp.1623-1644.
26. Chung, D. H. and Shin, D. Y.(2019), “The effects of three social aspiration levels on organizational search: R&D investment in the Korean shipbuilding industry,” Korean Journal of Management, 27, pp.31-53.
27. Cyert, R. M., and March, J. G.(1963), A behavioral theory of the firm, NJ: Prentice-Hall.
28. Desai, V. M.(2016), “The behavioral theory of the (governed) firm: Corporate board influences on organizations’ responses to performance shortfalls,” Academy of Management Journal, 59(3), pp.860-879.
29. Donner, A.(1982), “The relative effectiveness of procedures commonly used in multiple regression analysis for dealing with missing values,” The American Statistician, 36(4), pp.378-381.
30. Eisenhardt, K. M.(1989), “Agency theory: An assessment and review,” Academy of Management Review, 14(1), pp.57-74.
31. Festinger, L.(1954), “A theory of social comparison processes,” Human Relations, 7, pp.117-40
32. Fredrickson, J., Davis-Blake, A., and Sanders, G.(2010), “Sharing the wealth: Social comparisons and pay dispersion in the CEO’s top team,” Strategic Management Journal, 31, pp.1031-53.
33. Gaba, V., and Joseph, J.(2013), “Corporate structure and performance feedback: Aspirations and adaptation in M-form firms,” Organization Science, 24(4), pp.1102-1119.
34. Gerhart, B., and Rynes, S. L.(2003), Compensation: Theory, evidence, and strategic implications, Thousand Oaks, CA: Sage Publications.
35. Greene, W. (2012). Econometric Analysis. Prentice Hall, New York.
36. Greve, H. R.(1998), “Performance, aspirations, and risky organizational change,” Administrative Science Quarterly, 43(1), pp.58-86.
37. Greve, H.(2003), “A behavioral theory of R&D expenditures and innovations: Evidence from shipbuilding,” Academy of Management Journal, 46(6), pp.685-702.
38. Greve, H. R.(2008), “A behavioral theory of firm growth: Sequential attention to size and performance goals,” Academy of Management Journal, 51(3), pp.476-494.
39. Greve, H. R.(2011), “Positional rigidity: Low performance and resource acquisition in large and small firms,” Strategic Management Journal, 32(1), pp.103-114.
40. Haleblian, J., Kim, J. Y., and Rajagopalan, N.(2006), “The influence of acquisition experience and performance on acquisition behavior: Evidence from the US commercial banking industry,” Academy of Management Journal, 49(2), pp.357-370.
41. Hannan, M. T., and Freeman, J.(1984), “Structural inertia and organizational change,” American Sociological Review, 49, pp.149-164.
42. Hausman, J. A.(1978), “Specification tests in econometrics,” Econometrica: Journal of The Econometric Society, pp.1251-1271.
43. Henderson, A. D., and Fredrickson, J. W.(1996), “Information-processing demands as a determinant of CEO compensation,” Academy of Management Journal, 39(3), pp.575-606.
44. Hoskisson, R. E., Hitt, M. A., and Hill, C.(1993), “Managerial incentives and investment in R&D in large multiproduct firms,” Organization Science, 4, pp.325-341.
45. Hoskisson, R. E., Hitt, M. A., Johnson. R. A. and Grossman. W.(2002), “Conflicting voices: The effects of institutional ownership heterogeneity and internal governance on corporate innovation strategies,” Academy of Management Journal, 45, pp.697-716.
46. Iyer, D. N., and Miller, K. D.(2008), “Performance feedback, slack, and the timing of acquisitions,” Academy of Management Journal, 51(4), pp.808-822.
47. Jaskiewicz, P., Block, J. H., Miller, D., and Combs, J. G.(2017), “Founder versus family owners’ impact on pay dispersion among non-CEO top managers: Implications for firm performance,” Journal of Management, 43(5), pp.1524-1552.
48. Jensen, M. C.(1986), “Agency costs of free cash flow, corporate finance, and takeovers,” The American Economic Review, 76(2), pp.323-329.
49. Jensen, M. C., and Murphy, K. J.(1990), “Performance pay and top-management incentives,” Journal of Political Economy, 98(2), pp.225-264.
50. Kale, J. R., Reis, E., and Venkateswaran, A.(2009), “Rank-order tournaments and incentive alignment: The effect on firm performance,” The Journal of Finance, 64(3), pp. 1479-1512.
51. Kim, D. B., and Kim, K. T.(2008), “The effect of pay dispersion on the pay-level satisfaction,” Quarterly Journal of Labor Policy, 8(4), pp.29-54.
52. Kim, J. H.(1999), “Korea’s machinery industry and technology,” Journal of Korea Technology Innovation Society, 2(1), pp.118-134.
53. Kim, P. K.(2008), “The effects of firm size, leverage, and industry types on the relationship between R&D and firm value,” Korean Corporation Management Review, 15(1), pp. 25-43.
54. Kim, S. G., Lee, J. S., and Seo, J. G.(2017), “A study on determinants of manager compensation,” Tax Accounting Research, 53, pp.23-44.
55. Kim, T., and Rhee, M.(2017), “Structural and behavioral antecedents of change: Status, distinctiveness, and relative performance,” Journal of Management, 43(3), pp.716-741.
56. Kini, O., and Williams, R.(2012), “Tournament incentives, firm risk, and corporate policies,” Journal of Financial Economics, 103(2), pp. 350-376.
57. Kor, Y. Y.(2003), “Experience-based top management team competence and sustained growth,” Organization Science, 14(6), pp.707-719.
58. Laverty, K. J.(1996), “Economic ‘short-termism’: The debate, the unresolved issues, and the implications for management practice and research,” Academy of Management Review, 21(3), pp.825-860.
59. Lawler, E. L.(1971), Pay and organization effectiveness: A psychological view, NY: McGraw Hill.
60. Lazear, E. P.(1989), “Pay equality and industrial politics,” Journal of Political Economy, 97(3), pp.561-580.
61. Lazear, E. P., and Rosen, S.(1981), “Rank-order tournaments as optimum labor contracts,” Journal of Political Economy, 89(5), pp. 841-864.
62. Lee, H. U., Park, J. H., and Kim, I. K.(2011), “The effect of CEO pay gap on firm innovation and the moderating role of TMT co-location,” Korean Management Review, 40(4), pp.895-917.
63. Lee, J. G.(2010), “The effects of firm characteristics on the relationship between R&D expenditure and corporate value,” The Korean Journal of Financial Engineering, 9(2), pp.77-101.
64. Lee, J., Rhee, M., and Park, K. M.(2020), “Looking backward through the looking glass: Reference groups and social comparison,” Journal of Management and Organization, 26(1), pp.110-131.
65. Lee, K. W., Lev, B., and Yeo, G. H. H.(2008), “Executive pay dispersion, corporate governance, and firm performance,” Review of Quantitative Finance and Accounting, 30(3), pp.315-338.
66. Lee, S. H. and Kim, Y. M.(2018), “The effects of attainment discrepancy on R&D investments - The moderating roles of slack resources and CEO characteristics,” Yonsei Business Review, 55(2), pp.93-123.
67. Levitt, B., and March, J. G.(1988), “Organizational learning,” Annual Review of Sociology, 14(1), pp.319-338.
68. Lim, E.(2018), “Social pay reference point, external environment, and risk taking: An integrated behavioral and social psychological view,” Journal of Business Research, 82, pp.68-78.
69. Lim, E.(2019), “Attainment discrepancy and new geographic market entry: The moderating roles of vertical pay disparity and horizontal pay dispersion,” Journal of Management Studies, 56(8), pp.1605-1629.
70. Lim, E. N., and Mccann, B. T.(2013), “The influence of relative values of outside director stock options on firm strategic risk from a multiagent perspective,” Strategic Management Journal, 34(13), pp.1568-1590.
71. Ling, Y., and Kellermanns, F. W. (2010), “The effects of family firm specific sources of TMT diversity: The moderating role of information exchange frequency,” Journal of Management Studies, 47(2), pp.322-344.
72. Main, B. G. M., O’Reilly, C. A. and Wade, J.(1993), “Top executive pay: Tournament or teamwork,” Journal of Labor Economics, 11, pp.606-28.
73. March, J.G., and Simon, H.A.(1958), Organizations, Wiley, New York.
74. March, J. G., and Simon, H. A.(1993), “Organizations revisited,” Industrial and Corporate Change, 2(3), pp.299-316.
75. Miller, K. D., and Chen, W.(2004), “Organizational risk preferences: Tests of the March-Shapira model,” Academy of Management Journal, 47(1), pp.105-115.
76. Miller, D., Lant, T. K., Milliken, F. J., and Korn, H. J.(1996), “The evolution of strategic simplicity: Exploring two models of organizational adaption,” Journal of Management, 22(6), pp.863-887.
77. McDonald, M. L., and Westphal, J. D.(2003), “Getting by with the advice of their friends: CEOs’ advice networks and firms’ strategic responses to poor performance,” Administrative Science Quarterly, 48(1), pp.1-32.
78. Park, J. S. and Shin, S. Y.(2017), “Pay dispersion and organizational productivity : Examining the effects of structural contexts using tournament theory,” Korean Journal of Business Administration, 30(6), pp.1055-1074.
79. Park, K. M.(2007), “Antecedents of convergence and divergence in strategic positioning: The effects of performance and aspiration on the direction of strategic change,” Organization Science, 18(3), pp.386-402.
80. Park, S. H. and Park, K. M.(2011), “The effects of accounting-based performance feedback and market-based performance feedback on technological search,” Journal of the Korean Operations Research and Management Science Society, 36(1), pp.57-68.
81. Patel, P. C., Li, M., del Carmen Triana, M., and Park, H. D.(2018), “Pay dispersion among the top management team and outside directors: Its impact on firm risk and firm performance,” Human Resource Management, 57(1), pp.177-192.
82. Pfeffer, J., and Langton, N.(1993), “The effect of wage dispersion on satisfaction, productivity, and working collaboratively: Evidence from college and university faculty,” Administrative Science Quarterly, 38(3), pp.382-407.
83. Pinto, M. B., Pinto, J. K., and Prescott, J. E.(1993), “Antecedents and consequences of project team cross-functional cooperation,” Management Science, 39(10), pp.1281-1297.
84. Royston, P.(2004), “Multiple imputation of missing values,” The Stata Journal, 4(3), pp.227-241.
85. Ryan Jr, H. E., and Wiggins III, R. A.(2002), “The interactions between R&D investment decisions and compensation policy,” Financial Management, 31(1), pp.5-29.
86. Sanders, W. G., and Carpenter, M. A.(1998), “Internationalization and firm governance: The roles of CEO compensation, top team composition, and board structure,” Academy of Management Journal, 41(2), pp.158-178.
87. Schimmer, M., and Brauer, M.(2012), “Firm performance and aspiration levels as determinants of a firm’s strategic repositioning within strategic group structures,” Strategic Organization, 10(4), pp.406-435.
88. Schneider, S. L.(1992), “Framing and conflict: Aspiration level contingency, the status quo, and current theories of risky choice,” Journal of Experimental Psychology: Learning, Memory and Cognition, 18, pp.1040-1057.
89. Shaw, J. D., Gupta, N., and Delery, J. E.(2002), “Pay dispersion and workforce performance: Moderating effects of incentives and interdependence,” Strategic Management Journal, 23(6), pp.491-512.
90. Siegel, P. A., and Hambrick, D. C.(2005), “Pay disparities within top management groups: Evidence of harmful effects on performance of high-technology firms,” Organization Science, 16(3), pp.259-274.
91. Simon, H. A. (1947), Administrative Behavior. New York: Macmillan.
92. Singh, J. V.(1986), “Slack, and risk taking in organizational decision making,” Academy of Management Journal, 29(3), pp.562-585.
93. Stein, J. C. (1989), “Efficient capital markets, inefficient firms: A model of myopic corporate behavior,” The Quarterly Journal of Economics, 104(4), pp.655-669.
94. Steinbach, A. L., Holcomb, T. R., Holmes Jr, R. M., Devers, C. E., and Cannella Jr, A. A.(2017), “Top management team incentive heterogeneity, strategic investment behavior, and performance: A contingency theory of incentive alignment,” Strategic Management Journal, 38(8), pp.1701-1720.
95. Tsai, W.(2002), “Social structure of ‘coopetition’ within a multiunit organization: Coordination, competition, and intraorganizational knowledge sharing,” Organization Science, 13(2), pp.179-190.
96. Vissa, B., Greve, H. R., and Chen, W. R.(2010), “Business group affiliation and firm search behavior in India: Responsiveness and focus of attention,” Organization Science, 21(3), pp.696-712.
97. Wiseman, R. M., and Bromiley, P.(1996), “Toward a model of risk in declining organizations: An empirical examination of risk, performance and decline,” Organization Science, 7(5), pp.524-543.
98. Wooldridge, J. M.(2002), Econometric analysis of cross section and panel data, Cambridge, MA: MIT Press.
99. Wright, P., Ferris, S. P., Sarin, A., and Awasthi, V.(1996), “Impact of corporate insider, blockholder, and institutional equity ownership on firm risk taking,” Academy of Management Journal, 39(2), pp.441-458.
100. Zhang, Y., and Gimeno, J.(2016), “Earnings pressure and long-term corporate governance: Can long-term-oriented investors and managers reduce the quarterly earnings obsession?” Organization Science, 27(2), pp.354-372.

∙ The author Hyunsik Gong works for Hyundai Heavy Industries. He graduated from the department of Chinese Studies at the Chinese University of Hong Kong and received MS from Technology Management, Economics, and Policy Program of Seoul National University. His research interests center on performance feedback, technology innovation, and knowledge transfer.

∙ The author Jina Kang is a Professor of Technology Management, Economics, and Policy Program (TEMEP) at Seoul National University (SNU). Jina received BSc from KAIST, MBA from Wharton School of University of Pennsylvania and Ph.D. in strategy and innovation management from Anderson School of UCLA. Jina taught at California State University in Fullerton (CSUF) before coming to SNU, and her current research focuses on how firms form alliances to gain knowledges and innovation.

∙ The author Juil Lee is an assistant professor of College of Business Administration at University of Ulsan. He graduated from Yonsei School of Business, Yonsei University and received his MS and Ph.D. in management from Yonsei University. Prior to joining University of Ulsan, he worked as a post-doctoral researcher at Seoul National University. His research interests lie in the area of organizational learning and change, entrepreneurship, innovation, and small and medium enterprises.