CEO compensation and bank efficiency: An application of conditional nonparametric frontiers

The paper investigates in a dynamic context the effect of Chief Executive Officer (CEO) bonus and salary payments on banks’ technical efficiency levels. Our methodological framework incorporates the latest developments on the probabilistic approach of efficiency measurement as introduced by Bădin et al. (2012). We apply time-dependent conditional efficiency estimates to analyse a sample of 37 US banks for the period from 2003 to 2012. The empirical evidence reveals a non-linear relationship between CEO bonus and salary payments and banks’ efficiency levels. More specifically it is reported that salary and bonus payments affect differently banks’ technological change and technological catch-up levels. Finally, the empirical evidence suggests that higher salary and bonus payments are not always aligned with higher technical efficiency levels.

[1]  L. Simar,et al.  Conditional nonparametric frontier models for convex and nonconvex technologies: a unifying approach , 2007 .

[2]  Paul W. Wilson,et al.  FEAR: A software package for frontier efficiency analysis with R , 2008 .

[3]  Alistair Milne,et al.  Bankers’ Compensation and Fair Value Accounting , 2011 .

[4]  Léopold Simar,et al.  Introducing Environmental Variables in Nonparametric Frontier Models: a Probabilistic Approach , 2005 .

[5]  P. W. Wilson,et al.  Two-stage DEA: caveat emptor , 2011 .

[6]  Jensen Mc,et al.  CEO incentives-its not how much you pay, but how. , 1990 .

[7]  Léopold Simar,et al.  Probabilistic characterization of directional distances and their robust versions , 2012 .

[8]  Christopher M. James,et al.  CEO compensation and bank risk Is compensation in banking structured to promote risk taking , 1995 .

[9]  John M. Barron,et al.  Executive compensation. , 1990, Trustee : the journal for hospital governing boards.

[10]  Léopold Simar,et al.  Nonparametric conditional efficiency measures: asymptotic properties , 2010, Ann. Oper. Res..

[11]  Claudia Curi,et al.  Foreign bank diversification and efficiency prior to and during the financial crisis: Does one business model fit all? , 2015 .

[12]  J. A. Miles,et al.  Bank CEO Pay-Performance Relations and the Effects of Deregulation , 1995 .

[13]  D. Hambrick,et al.  How national systems differ in their constraints on corporate executives: a study of CEO effects in three countries , 2007 .

[14]  Antoinette Schoar,et al.  Managing with Style: The Effect of Managers on Firm Policies , 2003 .

[15]  Brian G. M. Main,et al.  Long Term Incentive Plans, Executive Pay and UK Company Performance , 2003 .

[16]  G. Debreu The Coefficient of Resource Utilization , 1951 .

[17]  John E. Core,et al.  Executive Equity Compensation and Incentives: A Survey. (Part 1: A Review of the Literature on Corporate Governance) , 2003 .

[18]  Robert J. Barro,et al.  Pay, Performance, and Turnover of Bank CEOs , 1990, Journal of Labor Economics.

[19]  Xianming Zhou,et al.  CEO pay, firm size, and corporate performance: evidence from Canada , 2000 .

[20]  Jeffrey B. Liebman,et al.  Are CEOS Really Paid Like Bureaucrats? , 1997 .

[21]  B. Boyd,et al.  How Much Does the CEO Matter? The Role of Managerial Discretion in the Setting of CEO Compensation , 1998 .

[22]  R. R. Russell,et al.  Technological Change, Technological Catch-up, and Capital Deepening: Relative Contributions to Growth and Convergence , 2002 .

[23]  Jeffrey S. Racine,et al.  Cross-Validation and the Estimation of Conditional Probability Densities , 2004 .

[24]  Michael Lemmon,et al.  Are All CEOs above Average? An Empirical Analysis of Compensation Peer Groups and Pay Design , 2009 .

[25]  Kevin J. Murphy,et al.  Relative Performance Evaluation for Chief Executive Officers , 1989 .

[26]  L. Simar,et al.  Nonparametric efficiency analysis: a multivariate conditional quantile approach , 2007 .

[27]  Ivan E. Brick,et al.  CEO Compensation, Director Compensation, and Firm Performance: Evidence of Cronyism , 2002 .

[28]  Maria Guadalupe,et al.  Executive Compensation and Competition in the Banking and Financial Sectors , 2004, SSRN Electronic Journal.

[29]  David A. Becher,et al.  Bank Mergers, the Market for Bank CEOs, and Managerial Incentives , 2004 .

[30]  Lee-Seok Hwang,et al.  The relation between changes in CEO compensation and firm performance: A Japanese/American comparison , 2008 .

[31]  James M. O'Brien,et al.  Deposit Insurance, Bank Incentives, and the Design of Regulatory Policy , 1998 .

[32]  Léopold Simar,et al.  Advanced Robust and Nonparametric Methods in Efficiency Analysis: Methodology and Applications , 2007 .

[33]  Robert T. Masson,et al.  Executive Motivations, Earnings, and Consequent Equity Performance , 1971, Journal of Political Economy.

[34]  M. Farrell The Measurement of Productive Efficiency , 1957 .

[35]  Richard T. Bliss,et al.  CEO Compensation and Bank Mergers , 2000 .

[36]  Giorgio Brunello,et al.  Executive compensation and firm performance in Italy , 2001 .

[37]  Shu Tian,et al.  Executive Compensation And Firm Performance , 2011 .

[38]  Léopold Simar,et al.  Optimal bandwidth selection for conditional efficiency measures: A data-driven approach , 2010, Eur. J. Oper. Res..

[39]  R. Russell,et al.  Human Capital and Convergence: A Production-Frontier Approach , 2005 .

[40]  Léopold Simar,et al.  How to measure the impact of environmental factors in a nonparametric production model , 2012, Eur. J. Oper. Res..

[41]  Rajesh Aggarwal,et al.  Executive Compensation, Strategic Competition, and Relative Performance Evaluation: Theory and Evidence , 1996 .

[42]  Donald C. Hambrick,et al.  Toward more accurate contextualization of the CEO effect on firm performance , 2014 .

[43]  M. Lieberman,et al.  Production Frontier Methodologies and Efficiency as a Performance Measure in Strategic Management Research , 2013 .

[44]  Léopold Simar,et al.  Effect of FDI and Time on Catching Up: New Insights from a Conditional Nonparametric Frontier Analysis , 2015 .

[45]  Richard T. Bliss,et al.  CEO Compensation and Bank Mergers , 2001 .

[46]  C. W. Sealey,et al.  Inputs, Outputs, and a Theory of Production and Cost at Depository Financial Institutions , 1977 .

[47]  Gilad Livne,et al.  Investment horizon, risk, and compensation in the banking industry , 2013 .

[48]  Fotios Pasiouras,et al.  Assessing Bank Efficiency and Performance with Operational Research and Artificial Intelligence Techniques: A Survey , 2009, Eur. J. Oper. Res..

[49]  Abbie J. Smith,et al.  An Empirical-Investigation Of The Relative Performance Evaluation Of Corporate-Executives , 1986 .

[50]  Yiming Qian,et al.  Incentive Features in CEO Compensation in the Banking Industry , 2003 .

[51]  G. Meeks,et al.  DIRECTORS' PAY, GROWTH AND PROFITABILITY , 1975 .

[52]  Valentin Zelenyuk,et al.  Corporate Governance and Firm’s Efficiency: The Case of a Transitional Country, Ukraine , 2006 .

[53]  Léopold Simar,et al.  Explaining inefficiency in nonparametric production models: the state of the art , 2014, Ann. Oper. Res..

[54]  Yiming Qian,et al.  Outside Monitoring and CEO Compensation in the Banking Industry , 2009 .

[55]  Léopold Simar,et al.  Rankings and university performance: A conditional multidimensional approach , 2015, Eur. J. Oper. Res..

[56]  Michel Rizzi Plausibility relations and multiple expected utilities in decision-making under uncertainty , 1984 .

[57]  Kevin J. Murphy,et al.  CEO Incentives—It's Not How Much You Pay, But How* , 1990 .

[58]  D. Larcker,et al.  Executive Equity Compensation and Incentives: A Survey , 2002 .

[59]  Kevin J. Murphy,et al.  Corporate performance and managerial remuneration: An empirical analysis , 1985 .

[60]  Jeffrey S. Racine,et al.  CROSS-VALIDATED LOCAL LINEAR NONPARAMETRIC REGRESSION , 2004 .

[61]  Kevin J. Murphy,et al.  Performance Pay and Top Management Incentives , 1990 .

[62]  S. Kaplan,et al.  Executive Compensation and Corporate Governance in the U.S.: Perceptions, Facts and Challenges , 2012 .

[63]  R. Hubbard,et al.  Executive Pay and Performance: Evidence from the U.S. Banking Industry , 1994 .

[64]  Léopold Simar,et al.  Directional distances and their robust versions: Computational and testing issues , 2013, Eur. J. Oper. Res..

[65]  Loretta J. Mester,et al.  Efficiency in Banking: Theory, Practice, and Evidence , 2008 .

[66]  Jeffrey S. Racine,et al.  Nonparametric Econometrics: The np Package , 2008 .

[67]  Shunsuke Managi,et al.  Indian bank efficiency and productivity changes with undesirable outputs: A disaggregated approach , 2013 .

[68]  Qi Li,et al.  Nonparametric Econometrics: Theory and Practice , 2006 .

[69]  P. W. Wilson,et al.  Estimation and inference in two-stage, semi-parametric models of production processes , 2007 .

[70]  D. Larcker,et al.  Corporate governance, chief executive officer compensation, and firm performance 1 The financial sup , 1999 .

[71]  Sophocles N. Brissimis,et al.  Exploring the Nexus between Banking Sector Reform and Performance: Evidence from Newly Acceded EU Countries , 2008, SSRN Electronic Journal.

[72]  Hamid Mehran,et al.  Executive compensation structure, ownership, and firm performance , 1995 .

[73]  Loretta J. Mester,et al.  Optimal Financial Contracts for Large Investors: The Role of Lender Liability , 2000 .

[74]  Alan R. Palmiter,et al.  The First Year of 'Say on Pay' Under Dodd-Frank: An Empirical Analysis and Look Forward , 2013 .

[75]  Beni Lauterbach,et al.  Pay at the executive suite: How do US banks compensate their top management teams? , 2002 .

[76]  Anne T. Coughlan,et al.  Executive compensation, management turnover, and firm performance: An empirical investigation , 1985 .

[77]  Cláudia S. Sarrico,et al.  Pitfalls and protocols in DEA , 2001, Eur. J. Oper. Res..

[78]  Steven N. Kaplan,et al.  Top Executive Rewards and Firm Performance: A Comparison of Japan and the United States , 1994, Journal of Political Economy.

[79]  Donald C. Hambrick,et al.  Differences in managerial discretion across countries: how nation‐level institutions affect the degree to which ceos matter , 2011 .

[80]  Valentin Zelenyuk,et al.  Testing for (Efficiency) Catching-up , 2007 .

[81]  Dimitris Papanikolaou,et al.  Investment-Specific Technological Change and Asset Prices , 2008 .

[82]  W. Guay,et al.  The Other Side of the Trade-Off : The Impact of Risk on Executive Compensation A Comment John Core * , 2001 .

[83]  Norbert Steigenberger,et al.  Only a matter of chance? How firm performance measurement impacts study results , 2014 .

[84]  Rachel M. Hayes,et al.  CEO Pay and the Lake Wobegon Effect , 2008 .

[85]  Kevin J. Murphy,et al.  The Prince and the Pauper? CEO Pay in the United States and United Kingdom , 2000 .

[86]  Todd T. Milbourn,et al.  CEO Compensation and Corporate Risk: Evidence from a Natural Experiment , 2013 .

[87]  Michael L. Lemmon,et al.  Does the use of peer groups contribute to higher pay and less efficient compensation , 2008 .

[88]  S. Kaplan,et al.  The State of U.S. Corporate Governance: What's Right and What's Wrong? , 2003 .