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The use of partial least squares structural equation modelling (PLS-SEM) in management accounting research: Directions for future theory development

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  • Nitzl, Christian

Abstract

In management accounting research, the capabilities of Partial Least Squares Structural Equation Modelling (PLS-SEM) have only partially been utilized. These yet unexploited capabilities of PLS-SEM are a useful tool in the often explorative state of research in management accounting. After reviewing eleven top-ranked management accounting journals through the end of 2013, 37 articles in which PLS-SEM is used are identified. These articles are analysed based on multiple relevant criteria to determine the progress in this research area, including the reasons for using PLS-SEM, the characteristics of the data and the models, and model evaluation and reporting. A special focus is placed on the degree of importance of these analysed criteria for the future development of management accounting research. To ensure continued theoretical development in management accounting, this article also offers recommendations to avoid common pitfalls and provides guidance for the advanced use of PLS-SEM in management accounting research.

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  • Nitzl, Christian, 2016. "The use of partial least squares structural equation modelling (PLS-SEM) in management accounting research: Directions for future theory development," Journal of Accounting Literature, Elsevier, vol. 37(C), pages 19-35.
    • Handle: RePEc:eee:joacli:v:37:y:2016:i:c:p:19-35
    DOI: 10.1016/j.acclit.2016.09.003
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    as
    1. Luft, Joan & Shields, Michael D., 2014. "Subjectivity in developing and validating causal explanations in positivist accounting research," Accounting, Organizations and Society, Elsevier, vol. 39(7), pages 550-558.
    2. Marko Sarstedt & Erik Mooi, 2014. "The Market Research Process," Springer Texts in Business and Economics, in: A Concise Guide to Market Research, edition 2, chapter 2, pages 11-23, Springer.
    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.
    4. Margaret A. Abernethy & Jan Bouwens & Laurence Van Lent, 2013. "The Role of Performance Measures in the Intertemporal Decisions of Business Unit Managers," Contemporary Accounting Research, John Wiley & Sons, vol. 30(3), pages 925-961, September.
    5. Lee, Lorraine & Petter, Stacie & Fayard, Dutch & Robinson, Shani, 2011. "On the use of partial least squares path modeling in accounting research," International Journal of Accounting Information Systems, Elsevier, vol. 12(4), pages 305-328.
    6. Lee Cronbach, 1951. "Coefficient alpha and the internal structure of tests," Psychometrika, Springer;The Psychometric Society, vol. 16(3), pages 297-334, September.
    7. Chapman, Christopher S. & Kihn, Lili-Anne, 2009. "Information system integration, enabling control and performance," Accounting, Organizations and Society, Elsevier, vol. 34(2), pages 151-169, February.
    8. Robert H. Chenhall & David Smith, 2011. "A review of Australian management accounting research: 1980–2009," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 51(1), pages 173-206, March.
    9. Nebojsa S. Davcik, 2014. "The use and misuse of structural equation modeling in management research," Journal of Advances in Management Research, Emerald Group Publishing Limited, vol. 11(1), pages 47-81, April.
    10. Luft, Joan & Shields, Michael D., 2003. "Mapping management accounting: graphics and guidelines for theory-consistent empirical research," Accounting, Organizations and Society, Elsevier, vol. 28(2-3), pages 169-249.
    11. Fayard, Dutch & Lee, Lorraine S. & Leitch, Robert A. & Kettinger, William J., 2012. "Effect of internal cost management, information systems integration, and absorptive capacity on inter-organizational cost management in supply chains," Accounting, Organizations and Society, Elsevier, vol. 37(3), pages 168-187.
    12. Hall, Matthew & Smith, David, 2009. "Mentoring and turnover intentions in public accounting firms: A research note," Accounting, Organizations and Society, Elsevier, vol. 34(6-7), pages 695-704, August.
    13. Ken T. Trotman & Hwee C. Tan & Nicole Ang, 2011. "Fifty‐year overview of judgment and decision‐making research in accounting," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 51(1), pages 278-360, March.
    14. Josep Bisbe & Ricardo Malagueño, 2015. "How control systems influence product innovation processes: examining the role of entrepreneurial orientation," Accounting and Business Research, Taylor & Francis Journals, vol. 45(3), pages 356-386, April.
    15. Anderson, Shannon W. & Hesford, James W. & Young, S. Mark, 2002. "Factors influencing the performance of activity based costing teams: a field study of ABC model development time in the automobile industry," Accounting, Organizations and Society, Elsevier, vol. 27(3), pages 195-211, April.
    16. Marcel Van Rinsum & Frank H.M. Verbeeten, 2012. "The impact of subjectivity in performance evaluation practices on public sector managers’ motivation," Accounting and Business Research, Taylor & Francis Journals, vol. 42(4), pages 377-396, September.
    17. Mahfud Sholihin & Richard Pike, 2009. "Fairness in performance evaluation and its behavioural consequences," Accounting and Business Research, Taylor & Francis Journals, vol. 39(4), pages 397-413.
    18. Jan Bouwens & Laurence Van Lent, 2007. "Assessing the Performance of Business Unit Managers," Journal of Accounting Research, Wiley Blackwell, vol. 45(4), pages 667-697, September.
    19. Jörg Henseler & Marko Sarstedt, 2013. "Goodness-of-fit indices for partial least squares path modeling," Computational Statistics, Springer, vol. 28(2), pages 565-580, April.
    20. Shields, J. F. & Shields, M. D., 1998. "Antecedents of participative budgeting," Accounting, Organizations and Society, Elsevier, vol. 23(1), pages 49-76, January.
    21. Tenenhaus, Michel & Vinzi, Vincenzo Esposito & Chatelin, Yves-Marie & Lauro, Carlo, 2005. "PLS path modeling," Computational Statistics & Data Analysis, Elsevier, vol. 48(1), pages 159-205, January.
    22. Jarvis, Cheryl Burke & MacKenzie, Scott B & Podsakoff, Philip M, 2003. "A Critical Review of Construct Indicators and Measurement Model Misspecification in Marketing and Consumer Research," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 30(2), pages 199-218, September.
    23. Hall, Matthew, 2011. "Do comprehensive performance measurement systems help or hinder managers' mental model development?," LSE Research Online Documents on Economics 36703, London School of Economics and Political Science, LSE Library.
    24. Herman Wold, 1980. "Model Construction and Evaluation When Theoretical Knowledge Is Scarce," NBER Chapters, in: Evaluation of Econometric Models, pages 47-74, National Bureau of Economic Research, Inc.
    25. Robert H. Chenhall & Frank Moers, 2007. "The Issue of Endogeneity within Theory-Based, Quantitative Management Accounting Research," European Accounting Review, Taylor & Francis Journals, vol. 16(1), pages 173-196.
    26. Chenhall, Robert H., 2003. "Management control systems design within its organizational context: findings from contingency-based research and directions for the future," Accounting, Organizations and Society, Elsevier, vol. 28(2-3), pages 127-168.
    27. Vandenbosch, Betty, 1999. "An empirical analysis of the association between the use of executive support systems and perceived organizational competitiveness," Accounting, Organizations and Society, Elsevier, vol. 24(1), pages 77-92, January.
    28. Rodgers, Waymond & Guiral, Andrés, 2011. "Potential model misspecification bias: Formative indicators enhancing theory for accounting researchers," The International Journal of Accounting, Elsevier, vol. 46(1), pages 25-50, March.
    29. Hartmann, Frank G. H. & Moers, Frank, 1999. "Testing contingency hypotheses in budgetary research: an evaluation of the use of moderated regression analysis," Accounting, Organizations and Society, Elsevier, vol. 24(4), pages 291-315, May.
    30. Hartmann, Frank & Slapnicar, Sergeja, 2009. "How formal performance evaluation affects trust between superior and subordinate managers," Accounting, Organizations and Society, Elsevier, vol. 34(6-7), pages 722-737, August.
    31. Hughes, Marie Adele & Kwon, Soon-Yong, 1990. "An integrative framework for theory construction and testing," Accounting, Organizations and Society, Elsevier, vol. 15(3), pages 179-191.
    32. Hall, Matthew, 2008. "The effect of comprehensive performance measurement systems on role clarity, psychological empowerment and managerial performance," Accounting, Organizations and Society, Elsevier, vol. 33(2-3), pages 141-163.
    33. Luft, Joan & Shields, Michael D., 2003. "Erratum to "Mapping management accounting: graphics and guidelines for theory-consistent empirical research" [Accounting Organizations and Society 28 (2003) 169-249]," Accounting, Organizations and Society, Elsevier, vol. 28(7-8), pages 815-815.
    34. Joan Luft & Michael Shields, 2002. "Zimmerman's contentious conjectures: describing the present and prescribing the future of empirical management accounting research," European Accounting Review, Taylor & Francis Journals, vol. 11(4), pages 795-803.
    35. Gudergan, Siegfried P. & Ringle, Christian M. & Wende, Sven & Will, Alexander, 2008. "Confirmatory tetrad analysis in PLS path modeling," Journal of Business Research, Elsevier, vol. 61(12), pages 1238-1249, December.
    36. Andreas I. Nicolaou & Karen L. Sedatole & Nancy K. Lankton, 2011. "Integrated Information Systems and Alliance Partner Trust," Contemporary Accounting Research, John Wiley & Sons, vol. 28(3), pages 1018-1045, September.
    37. John Hulland, 1999. "Use of partial least squares (PLS) in strategic management research: a review of four recent studies," Strategic Management Journal, Wiley Blackwell, vol. 20(2), pages 195-204, February.
    38. S. Marquet-Pondeville & V. Swaen & Y. de Ronge, 2013. "Environmental management control systems: The role of contextual and strategic factors," Post-Print hal-00846969, HAL.
    39. Kenneth J. Smith & George S. Everly & Tony R. Johns, 1993. "The Role of Stress Arousal in the Dynamics of the Stressor†to†Illness Process among Accountants," Contemporary Accounting Research, John Wiley & Sons, vol. 9(2), pages 432-449, March.
    40. Sholihin, Mahfud & Pike, Richard & Mangena, Musa & Li, Jing, 2011. "Goal-setting participation and goal commitment: Examining the mediating roles of procedural fairness and interpersonal trust in a UK financial services organisation," The British Accounting Review, Elsevier, vol. 43(2), pages 135-146.
    41. Van der Stede, Wim A. & Young, S. Mark & Chen, Clara Xiaoling, 2005. "Assessing the quality of evidence in empirical management accounting research: The case of survey studies," Accounting, Organizations and Society, Elsevier, vol. 30(7-8), pages 655-684.
    42. Ittner, Christopher D., 2014. "Strengthening causal inferences in positivist field studies," Accounting, Organizations and Society, Elsevier, vol. 39(7), pages 545-549.
    43. Hall, Matthew & Smith, David, 2009. "Mentoring and turnover intentions in public accounting firms: a research note," LSE Research Online Documents on Economics 28924, London School of Economics and Political Science, LSE Library.
    44. Jakobowicz, Emmanuel & Derquenne, Christian, 2007. "A modified PLS path modeling algorithm handling reflective categorical variables and a new model building strategy," Computational Statistics & Data Analysis, Elsevier, vol. 51(8), pages 3666-3678, May.
    45. Bisbe, Josep & Batista-Foguet, Joan-Manuel & Chenhall, Robert, 2007. "Defining management accounting constructs: A methodological note on the risks of conceptual misspecification," Accounting, Organizations and Society, Elsevier, vol. 32(7-8), pages 789-820.
    46. Hartmann, Frank G. H. & Moers, Frank, 2003. "Testing contingency hypotheses in budgetary research using moderated regression analysis: a second look," Accounting, Organizations and Society, Elsevier, vol. 28(7-8), pages 803-809.
    47. Franke, George R. & Preacher, Kristopher J. & Rigdon, Edward E., 2008. "Proportional structural effects of formative indicators," Journal of Business Research, Elsevier, vol. 61(12), pages 1229-1237, December.
    48. Naranjo-Gil, David & Hartmann, Frank, 2007. "Management accounting systems, top management team heterogeneity and strategic change," Accounting, Organizations and Society, Elsevier, vol. 32(7-8), pages 735-756.
    49. Zimmerman, Jerold L., 2001. "Conjectures regarding empirical managerial accounting research," Journal of Accounting and Economics, Elsevier, vol. 32(1-3), pages 411-427, December.
    50. Frank H.M. Verbeeten, 2008. "Performance management practices in public sector organizations," Accounting, Auditing & Accountability Journal, Emerald Group Publishing Limited, vol. 21(3), pages 427-454, March.
    51. Teemu Malmi & Markus Granlund, 2009. "In Search of Management Accounting Theory," European Accounting Review, Taylor & Francis Journals, vol. 18(3), pages 597-620.
    52. Aldónio Ferreira & Carly Moulang & Bayu Hendro, 2010. "Environmental management accounting and innovation: an exploratory analysis," Accounting, Auditing & Accountability Journal, Emerald Group Publishing Limited, vol. 23(7), pages 920-948, September.
    53. Frank G.H. Hartmann & Victor S. Maas, 2011. "The effects of uncertainty on the roles of controllers and budgets: an exploratory study," Accounting and Business Research, Taylor & Francis Journals, vol. 41(5), pages 439-458, December.
    54. Lau, Chong M. & Martin-Sardesai, Ann V., 2012. "The role of organisational concern for workplace fairness in the choice of a performance measurement system," The British Accounting Review, Elsevier, vol. 44(3), pages 157-172.
    55. Marko Sarstedt & Erik Mooi, 2014. "A Concise Guide to Market Research," Springer Texts in Business and Economics, Springer, edition 2, number 978-3-642-53965-7, August.
    56. Reinartz, Werner & Haenlein, Michael & Henseler, Jörg, 2009. "An empirical comparison of the efficacy of covariance-based and variance-based SEM," International Journal of Research in Marketing, Elsevier, vol. 26(4), pages 332-344.
    57. Jörg Henseler, 2010. "On the convergence of the partial least squares path modeling algorithm," Computational Statistics, Springer, vol. 25(1), pages 107-120, March.
    58. Chenhall, Robert H., 2005. "Integrative strategic performance measurement systems, strategic alignment of manufacturing, learning and strategic outcomes: an exploratory study," Accounting, Organizations and Society, Elsevier, vol. 30(5), pages 395-422, July.
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