Which Skills Matter in the Market for CEOs? Evidence from Pay for CEO Credentials

Market-based theories predict that differences in CEO skills lead to potentially large differences in pay, but it is challenging to quantify the CEO skill premium in pay. In a first step toward overcoming this empirical challenge, we code detailed biographical information on a large sample of CEOs for a panel of S&P 1,500 firms between 1993 and 2005 to identify specific reputational, career, and educational credentials that are indicative of skills. Newly-appointed CEOs earn up to a 5% or $280,000 total pay premium per credential decile, which is concentrated among CEOs with better reputational and carreer credentials, those with the very best credentials, and those who run large firms. Consistent with the unique economic mechanism of market-based theories, CEO credentials have a positive impact on firm performance. The performance differential for newly-appointed CEOs is up to 0.5% per credential decile, and is also concentrated among CEOs with better reputational and career credentials and those at large firms. Credentials are positively correlated with unoberved CEO heterogeneity in pay and performance, which further validates our hypothesis that boards use them as publicly-observable signals of otherwise hard to gauge CEO skills. In all, our results offer direct evidence in support of market-based explanations of the overall rise in CEO pay.

[1]  Jan Zabojnik,et al.  Managerial Capital and the Market for CEOs , 2007 .

[2]  Yaniv Grinstein,et al.  Does the Market for CEO Talent Explain Controversial CEO Pay Practices? , 2013 .

[3]  Peter Cappelli,et al.  The new road to the top. , 2005, Harvard business review.

[4]  Francisco Pérez-Gónzalez,et al.  Inherited Control and Firm Performance , 2002 .

[5]  C. Conover,et al.  Executive Compensation as an Agency Problem , 2004 .

[6]  David J. Denis,et al.  Performance Changes Following Top Management Dismissals , 1995 .

[7]  John E. Core,et al.  Estimating the Value of Employee Stock Option Portfolios and Their Sensitivities to Price and Volatility , 2002 .

[8]  Darius Palia,et al.  The Impact of Regulation on CEO Labor Markets , 2000 .

[9]  Ulrike Malmendier,et al.  Superstar CEOS , 2005 .

[10]  J. V. Reenen,et al.  Skill biased organisational change?: evidence from British and French establishments , 2001 .

[11]  Laura T. Starks,et al.  Internal Monitoring Mechanisms and CEO Turnover: A Long-Term Perspective , 2001 .

[12]  Marko Terviö Difference that CEOs Make: An Assignment Model Approach , 2007 .

[13]  Dan A. Black,et al.  Estimating the Returns to College Quality with Multiple Proxies for Quality , 2006, Journal of Labor Economics.

[14]  Robert S Gibbons,et al.  Learning and Wage Dynamics , 1991 .

[15]  Si Li,et al.  Managerial Attributes and Executive Compensation , 2011 .

[16]  M. Huson,et al.  Managerial Succession and Firm Performance , 2004 .

[17]  William H. Sackley Why Has IPO Underpricing Changed over Time , 2005 .

[18]  Todd T. Milbourn,et al.  Asymmetric benchmarking in compensation: Executives are rewarded for good luck but not penalized for bad , 2006 .

[19]  Kevin M. Murphy,et al.  Wage Inequality and the Rise in Returns to Skill , 1993, Journal of Political Economy.

[20]  M. Sattinger DIFFERENTIAL RENTS AND THE DISTRIBUTION OF EARNINGS , 1979 .

[21]  Cesare Fracassi,et al.  External Networking and Internal Firm Governance , 2012 .

[22]  Ulrike Malmendier,et al.  Overconfidence and Early-Life Experiences: The Impact of Managerial Traits on Corporate Financial Policies , 2010 .

[23]  Sudipto Dasgupta,et al.  CEO Ability, Pay and Firm Performance , 2010, Manag. Sci..

[24]  K. Stiroh Information Technology and the U.S. Productivity Revival: What Do the Industry Data Say? , 2001 .

[25]  Paul R. Milgrom,et al.  Multitask Principal–Agent Analyses: Incentive Contracts, Asset Ownership, and Job Design , 1991 .

[26]  R. Hubbard,et al.  Incentive Pay and the Market for CEOS: An Analysis of Pay-for-Performance Sensitivity , 2000 .

[27]  Marc L. Ross,et al.  Which CEO Characteristics and Abilities Matter , 2012 .

[28]  E. Fama,et al.  Common risk factors in the returns on stocks and bonds , 1993 .

[29]  Todd T. Milbourn,et al.  Incentive Compensation when Executives can Hedge the Market: Evidence of Relative Performance Evaluation in the Cross Section , 2003 .

[30]  R. Parrino,et al.  CEO turnover and outside succession A cross-sectional analysis , 1997 .

[31]  Rakesh Khurana,et al.  Searching for a Corporate Savior: The Irrational Quest for Charismatic CEOs , 2002 .

[32]  Xavier Gabaix,et al.  The Rodney L . White Center for Financial Research A Multiplicative Model of Optimal CEO Incentives in Market Equilibrium , 2008 .

[33]  Shivaram Rajgopal,et al.  CEOS' Outside Employment Opportunities and the Lack of Relative Performance Evaluation in Compensation Contracts , 2005 .

[34]  Yihui Pan,et al.  The Determinants and Impact of Executive-Firm Matches , 2015, Manag. Sci..

[35]  G. Imbens,et al.  Bias-Corrected Matching Estimators for Average Treatment Effects , 2002 .

[36]  Luu Trong Tuan,et al.  CORPORATE GOVERNANCE AND STOCK PRICES , 2013 .

[37]  Kevin J. Murphy,et al.  CEO Pay and Appointments: A Market-Based Explanation for Recent Trends , 2004 .

[38]  Paul Oyer,et al.  Why Do Firms Use Incentives that Have No Incentive Effects? , 2000 .

[39]  S. Kaplan,et al.  Wall Street and Main Street: What Contributes to the Rise in the Highest Incomes? , 2007 .

[40]  X. Gabaix,et al.  Why Has CEO Pay Increased so Much? , 2006 .

[41]  Glenn Ellison,et al.  What Causes Industry Agglomeration? Evidence from Coagglomeration Patterns , 2007 .

[42]  Maria Guadalupe Product Market Competition, Returns to Skill, and Wage Inequality , 2004, Journal of Labor Economics.

[43]  Sherwin Rosen,et al.  Authority, Control, and the Distribution of Earnings , 1982 .

[44]  Richard S. Tedlow,et al.  Statistical portraits of American business elites: a review essay , 2003 .

[45]  A. Goldberger,et al.  Estimation of a Model with Multiple Indicators and Multiple Causes of a Single Latent Variable , 1975 .

[46]  J. Campbell,et al.  Event Studies in Economics and Finance , 1997 .

[47]  Jerry A. Hausman,et al.  Errors in Variables in Panel Data , 1984 .

[48]  Miguel A. Ferreira,et al.  Generalists versus Specialists: Lifetime Work Experience and CEO Pay , 2012 .

[49]  Vinay B. Nair,et al.  The Good, the Bad and the Lucky: CEO Pay and Skill , 2005 .

[50]  M. Kremer,et al.  The O-Ring Theory of Economic Development , 1993 .

[51]  C. Pierret,et al.  Employer Learning and Statistical Discrimination , 1997 .

[52]  Michael Sattinger,et al.  Assignment Models of the Distribution of Earnings , 1993 .

[53]  Xavier Gabaix,et al.  The Effect of Risk on the CEO Market , 2010 .

[54]  Brad M. Barber,et al.  Detecting abnormal operating performance: The empirical power and specification of test statistics , 1996 .

[55]  Peter K. Schott,et al.  U.S. Imports, Exports, and Tariff Data, 1989-2001 , 2002 .

[56]  S. Rosen The Economics of Superstars , 1981 .

[57]  L. Bebchuk,et al.  Managerial Power and Rent Extraction in the Design of Executive Compensation , 2002 .

[58]  Todd T. Milbourn,et al.  CEO reputation and stock-based compensation , 2003 .

[59]  J. Heckman,et al.  The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior , 2006, Journal of Labor Economics.

[60]  Rajesh Aggarwal,et al.  The Other Side of the Trade‐Off: The Impact of Risk on Executive Compensation , 1999, Journal of Political Economy.

[61]  A. Schoar CEO CAREERS AND STYLE , 2007 .

[62]  J. Harford What drives merger waves , 2005 .

[63]  Baruch Lev,et al.  Quantifying Managerial Ability: A New Measure and Validity Tests , 2011, Manag. Sci..