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Moderating Effects of Management Control Systems and Innovation on Performance. Simple Methods for Correcting the Effects of Measurement Error for Interaction Effects in Small Samples

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Author Info
Coenders, Germà ()
Bisbe, Josep
Saris, Willem E.
Batista-Foguet, Joan M.

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Abstract

In the accounting literature, interaction or moderating effects are usually assessed by means of OLS regression and summated rating scales are constructed to reduce measurement error bias. Structural equation models and two-stage least squares regression could be used to completely eliminate this bias, but large samples are needed. Partial Least Squares are appropriate for small samples but do not correct measurement error bias. In this article, disattenuated regression is discussed as a small sample alternative and is illustrated on data of Bisbe and Otley (in press) that examine the interaction effect of innovation and style of use of budgets on performance. Sizeable differences emerge between OLS and disattenuated regression.

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Publisher Info
Paper provided by Department of Economics, University of Girona in its series Working Papers of the Department of Economics, University of Girona with number 7.

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Date of creation: Jun 2003
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Handle: RePEc:udg:wpeudg:007

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Related research
Keywords: measurement error; interaction effects; disattenuation; small samples; moderated regression; reliability; Chronbach’s alpha;

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Find related papers by JEL classification:
C43 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Index Numbers and Aggregation
C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation
C30 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - General
M41 - Business Administration and Business Economics; Marketing; Accounting - - Accounting - - - Accounting
O31 - Economic Development, Technological Change, and Growth - - Technological Change - - - Innovation and Invention: Processes and Incentives

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Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. Scott, Thomas W. & Tiessen, P., 1999. "Performance measurement and managerial teams," Accounting, Organizations and Society, Elsevier, vol. 24(3), pages 263-285, April. [Downloadable!] (restricted)
  2. Abernethy, Margaret A. & Stoelwinder, Johannes U., 1995. "The role of professional control in the management of complex organizations," Accounting, Organizations and Society, Elsevier, vol. 20(1), pages 1-17, January. [Downloadable!] (restricted)
  3. Dijkstra, Theo, 1983. "Some comments on maximum likelihood and partial least squares methods," Journal of Econometrics, Elsevier, vol. 22(1-2), pages 67-90. [Downloadable!] (restricted)
  4. Abernethy, Margaret A. & Brownell, Peter, 1999. "The role of budgets in organizations facing strategic change: an exploratory study," Accounting, Organizations and Society, Elsevier, vol. 24(3), pages 189-204, April. [Downloadable!] (restricted)
  5. Davila, Tony, 2000. "An empirical study on the drivers of management control systems' design in new product development," Accounting, Organizations and Society, Elsevier, vol. 25(4-5), pages 383-409, May. [Downloadable!] (restricted)
  6. Simons, Robert, 1990. "The role of management control systems in creating competitive advantage: New perspectives," Accounting, Organizations and Society, Elsevier, vol. 15(1-2), pages 127-143. [Downloadable!] (restricted)
  7. Govindarajan, V. & Gupta, Anil K., 1985. "Linking control systems to business unit strategy: impact on performance," Accounting, Organizations and Society, Elsevier, vol. 10(1), pages 51-66, January. [Downloadable!] (restricted)
  8. O'Loughlin, Christina & Coenders, Germà, 2002. "Application of the European Customer Satisfaction Index to Postal Services. Structural Equation Models versus Partial Least Squares," Working Papers of the Department of Economics, University of Girona 4, Department of Economics, University of Girona. [Downloadable!]
  9. Shields, J. F. & Shields, M. D., 1998. "Antecedents of participative budgeting," Accounting, Organizations and Society, Elsevier, vol. 23(1), pages 49-76, January. [Downloadable!] (restricted)
  10. Lee Cronbach, 1951. "Coefficient alpha and the internal structure of tests," Psychometrika, Springer, vol. 16(3), pages 297-334, September. [Downloadable!] (restricted)
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