Strategy and Implementation: Quantitative Evaluation of Strategic Performance with Application to Mutual Funds

This paper applies specific quantitative methods to demonstrate a general theoretical model for measuring strategic performance. The theoretical concepts are universal and measurable for all types of strategic activity by applying the methodology through alternative quantitative analytical methods. The model distinguishes and quantifies three aspects of strategic performance: (i) strategy itself relative to its goals; (ii) individual executions relative to the strategy itself; and (iii) competing or alternative strategies. The methodology for quantifying strategic performance (i) estimates a strategy’s best potential from its actual best performances; (ii) evaluates individual executions by comparing their results to their strategies’ potentials; and (iii) compares different strategies per se based on their best potentials. Implementation of the method is illustrated by a two-stage data envelopment analysis and nonparametric two-way orthogonal contrast (Mann-Whitney) test applied to mutual fund investment strategies. The conceptual framework and derived methods address two problems. First, they provide practicable means for evaluating the three aspects of strategic performance in practice, diagnosing the causes of strategic success and failure, and comparing competing strategies. Second, they overcome a fundamental theoretical weakness of both practitioner and academic studies which evaluate either execution performance or strategy performance without controlling for the simultaneous effects of the other. Application of this method to mutual funds found the same “paradoxical” return/risk relationship Bowman found for industrial firms.

[1]  Abraham Charnes,et al.  Measuring the efficiency of decision making units , 1978 .

[2]  Antonella Basso,et al.  A Data Envelopment Analysis Approach to Measure the Mutual Fund Performance , 2001, Eur. J. Oper. Res..

[3]  M. Lounsbury A Tale of Two Cities: Competing Logics and Practice Variation In the Professionalizing of Mutual Funds , 2007 .

[4]  A. Charnes,et al.  Data Envelopment Analysis Theory, Methodology and Applications , 1995 .

[5]  Abraham Charnes,et al.  Preface to topics in data envelopment analysis , 1984, Ann. Oper. Res..

[6]  James S. Ang,et al.  Composite Measures for the Evaluation of Investment Performance , 1979, Journal of Financial and Quantitative Analysis.

[7]  W. Cooper,et al.  DEA evaluations of long- and short-run efficiencies of digital vs. physical product “dot com” companies , 2004 .

[8]  M. Kendall Rank Correlation Methods , 1949 .

[9]  Gordon Walker,et al.  Search and selection in the money market fund industry , 2007 .

[10]  G. Debreu VALUATION EQUILIBRIUM AND PARETO OPTIMUM. , 1954, Proceedings of the National Academy of Sciences of the United States of America.

[11]  Lawrence M. Seiford,et al.  A bibliography for Data Envelopment Analysis (1978-1996) , 1997, Ann. Oper. Res..

[12]  Hayagreeva Rao,et al.  Overcoming Resource Constraints on Product Innovation by Recruiting Talent From Rivals: A Study of the Mutual Fund Industry, 1986–1994 , 2002 .

[13]  Abraham Charnes,et al.  Programming with linear fractional functionals , 1962 .

[14]  W. Cooper,et al.  Kohler's Dictionary for accountants , 1983 .

[15]  Douglas A. Wolfe,et al.  Nonparametric Statistical Methods , 1973 .

[16]  J. Marden Analyzing and Modeling Rank Data , 1996 .

[17]  R. Banker Estimating most productive scale size using data envelopment analysis , 1984 .

[18]  John A. Haslem,et al.  Data Envelopment Analysis of Morningstar's Small-Cap Mutual Funds , 2003 .

[19]  A. Charnes,et al.  Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis , 1984 .

[20]  A. Charnes Optimality and Degeneracy in Linear Programming , 1952 .

[21]  Nalin Kulatilaka,et al.  Real Options: Managing Strategic Investment in an Uncertain World , 1998 .

[22]  Charles W. Hofer Toward a Contingency Theory of Business Strategy , 1975 .

[23]  Daniel A. Levinthal,et al.  Co-Evolution of Capabilities and Industry: The Evolution of Mutual Fund Processing , 1994 .

[24]  K. Knopp Theory and Application of Infinite Series , 1990 .

[25]  Lawrence M. Seiford,et al.  Data envelopment analysis: The evolution of the state of the art (1978–1995) , 1996 .

[26]  Agha Iqbal Ali,et al.  Computational Aspects of DEA , 1994 .

[27]  Michael L. Barnett,et al.  Beyond Dichotomy: The Curvilinear Relationship between Social Responsibility and Financial Performance , 2006 .

[28]  Jean D. Gibbons,et al.  Concepts of Nonparametric Theory , 1981 .

[29]  M. Rouse,et al.  MORE THINKING ON RESEARCH METHODS FOR THE RESOURCE-BASED PERSPECTIVE , 2002 .

[30]  Gordon Walker,et al.  Identifying a distinctive competence: forecasting ability in the money fund industry , 2000 .

[31]  H. Rao,et al.  HARNESSING MANAGERIAL KNOWLEDGE TO IMPLEMENT PRODUCT-LINE EXTENSIONS: HOW DO MUTUAL FUND FAMILIES ALLOCATE PORTFOLIO MANAGERS TO OLD AND NEW FUNDS? , 2002 .

[32]  Thomas H. Brush,et al.  The free cash flow hypothesis for sales growth and firm performance , 2000 .

[33]  Richard C. Morey,et al.  Mutual fund performance appraisals: a multi-horizon perspective with endogenous benchmarking , 1999 .

[34]  B. Golany,et al.  Using rank statistics for determining programmatic efficiency differences in data envelopment analysis , 1996 .

[35]  Richard Makadok,et al.  Doing the right thing and knowing the right thing to do: why the whole is greater than the sum of the parts , 2003 .

[36]  Geoffrey G. Bell Clusters, networks, and firm innovativeness , 2005 .

[37]  Chester L. Wilson Evaluation and comparison of management strategies by Data Envelopment Analysis with an application to mutual funds , 2007 .

[38]  Edwin Hewitt,et al.  Real And Abstract Analysis , 1967 .

[39]  Preyas S. Desai,et al.  Efficiency of mutual funds and portfolio performance measurement: A non-parametric approach , 1997 .

[40]  Ali Emrouznejad,et al.  Evaluation of research in efficiency and productivity: A survey and analysis of the first 30 years , 2008 .

[41]  H. Fawcett Manual of Political Economy , 1995 .

[42]  Joe Zhu,et al.  Portfolio Evaluation and Benchmark Selection , 2001 .

[43]  Robert C. Merton,et al.  Applications of Option-Pricing Theory: Twenty-Five Years Later , 1997 .

[44]  Subal C. Kumbhakar,et al.  Stochastic frontier analysis , 2000 .

[45]  William W. Cooper,et al.  Evaluating Program and Managerial Efficiency: An Application of Data Envelopment Analysis to Program Follow Through , 1981 .

[46]  W. Sharpe The Sharpe Ratio , 1994 .

[47]  A. Charnes,et al.  The non-archimedean CCR ratio for efficiency analysis: A rejoinder to Boyd and Färe☆ , 1984 .

[48]  Chiang Kao Short-run and long-run efficiency measures for multiplant firms , 2000, Ann. Oper. Res..

[49]  Richard Makadok Can first-mover and early-mover advantages be sustained in an industry with low barriers to entry/imitation? , 1998 .

[50]  Richard Makadok Toward a synthesis of the resource‐based and dynamic‐capability views of rent creation , 2001 .

[51]  Danny Miller,et al.  STRATEGY‐MAKING IN CONTEXT: TEN EMPIRICAL ARCHETYPES , 2007 .

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

[53]  Richard Makadok,et al.  Interfirm differences in scale economies and the evolution of market shares , 1999 .

[54]  Jack L. Treynor How to Rate Management of Investment Funds , 2012 .

[55]  D. Hambrick An Empirical Typology of Mature Industrial-Product Environments , 1983 .

[56]  A. Charnes,et al.  Management Models and Industrial Applications of Linear Programming , 1961 .

[57]  J. Neumann,et al.  Theory of games and economic behavior , 1945, 100 Years of Math Milestones.

[58]  Bilal M. Ayyub,et al.  Analysis of Recent U.S. Structural and Construction Failures , 1991 .

[59]  M. Lounsbury Cultural Entrepreneurship: Stories, Legitimacy and the Acquisition of Resources , 2001 .

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

[61]  R E Miles,et al.  Organizational strategy, structure, and process. , 1978, Academy of management review. Academy of Management.

[62]  William W. Cooper,et al.  Evaluating Strategic Performance: Concepts and Methodology , 2012 .

[63]  Edward H. Bowman,et al.  A risk/return paradox for strategic management , 2011 .

[64]  A. Charnes,et al.  An explicit general solution in linear fractional programming , 1973 .

[65]  Geoffrey G. Bell,et al.  Benefiting from network position: firm capabilities, structural holes, and performance , 2005 .

[66]  W. Cooper,et al.  Data Envelopment Analysis: A Comprehensive Text with Models, Applications, References and DEA-Solver Software , 1999 .

[67]  B.P.S. Murthi,et al.  Relative performance evaluation of mutual funds: A non-parametric approach , 2001 .

[68]  William W. Cooper,et al.  Dea Evaluations of the Efficiency of Organizational Forms and Distribution Systems in the Us Property and Liability Insurance Industry , 1998, Int. J. Syst. Sci..