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1 – 10 of over 4000Purpose – This chapter gives an overview of meta-analytic methods and illustrates the use of these methods for synthesising research findings. The advantages of performing a…
Abstract
Purpose – This chapter gives an overview of meta-analytic methods and illustrates the use of these methods for synthesising research findings. The advantages of performing a meta-analysis are described. Pitfalls in meta-analyses are also discussed. The chapter is intended to present the main elements of a meta-analysis and guide readers to literature presenting meta-analytic methods in greater detail.
Methodology – Key references in the meta-analysis literature are quoted and examples of meta-analyses are presented.
Findings – A meta-analysis is a useful tool for summarising knowledge in fields where a large number of studies have been reported. In addition to providing summary estimates of results, a meta-analysis can be applied to identify factors that produce systematic variation in study findings.
Research implications – Methods of meta-analyses keep developing to deal with complex data structures, thus extending the type of research findings that are amenable to meta-analyses.
Practical implications – Performing a meta-analysis saves labour by eliminating the need to read and digest a large number of studies in order to get an overview of the current state-of-knowledge in a field. Moreover, a meta-analysis establishes a system for easily and quickly updating knowledge as new studies become available.
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Peter J. Buckley, Timothy M. Devinney and Ryan W. Tang
Over the past decade, international business and international management researchers have utilized meta-analytic approaches to synthesizing findings in the extant literature…
Abstract
Over the past decade, international business and international management researchers have utilized meta-analytic approaches to synthesizing findings in the extant literature. This chapter reviews the studies published in the top five international business and management journals from 2004 to 2012. The review investigates major problems in the published meta-analyses by evaluating their overall analyses as well as the approaches utilized. The findings of this review reveal differences among the journals and improvements in the approaches applied in recent years. The chapter ends by discussing why and how international business and management researchers need to focus more on methodological fundamentals in their applications of meta-analysis.
Dan R. Dalton and Catherine M. Dalton
Meta-analysis has been relied on relatively infrequently in strategic management studies, certainly as compared to other fields such as the medical sciences, psychology, and…
Abstract
Meta-analysis has been relied on relatively infrequently in strategic management studies, certainly as compared to other fields such as the medical sciences, psychology, and education. This may be unfortunate, as there are several aspects of the manner in which strategic management studies are typically conducted that make them especially appropriate for this approach. To this end, we provide a brief foundation for meta-analysis, an example of meta-analysis, and a discussion of those elements that strongly recommend the efficacy of meta-analysis for the synthesis of strategic management studies.
Andreas Rauch and Michael Frese
We argue that entrepreneurship research should use meta-analysis to integrate the findings of the field. A meta-analytical approach has several advantages as compared with…
Abstract
We argue that entrepreneurship research should use meta-analysis to integrate the findings of the field. A meta-analytical approach has several advantages as compared with narrative reviews: First, narrative reviews are likely to bias empirical evidence because they are limited by the information-processing capacities of the reviewers (Tett, Jackson, & Rothstein, 1991). This is often a downward bias leading to the conclusion of little positive knowledge in the field. For example, frequency counts of significant results ignore sampling errors of individual studies, reliability problems of instruments, range restrictions of samples, dichotomization of continuous variables, imperfect construct validity, and extraneous factors (Hunter & Schmidt, 2004). These issues usually result in a higher incidence of Type II errors (i.e., rejecting the hypothesis wrongly). Thus, narrative reviews are more likely to lead to the conclusion that there are no relationships between independent and dependent variables in entrepreneurship when in fact they are (Hunter & Schmidt, 1990; Tett et al., 1991). Second, meta-analysis accumulates studies based on a set of explicit decision rules and, therefore, is less biased by subjective perceptions of the reviewer than narrative reviews. Meta-analyses require judgments as well, e.g., when defining the area of the study or coding moderator variables. However, the decisions are public and open to criticism and replication by other scientists (Johnson & Eagly, 2000). Third, meta-analysis is based on many studies and, thus, avoids the influence of single studies. Fourth, meta-analysis controls for sampling error variance and, thus, controls for power deficits of individual studies (Hunter & Schmidt, 2004). For example, the Brockhaus and Nord (1979) study is frequently cited in the entrepreneurship literature for providing evidence that there is no relationship of personality characteristics with entrepreneurship. However, this study is based on a small sample of 31 business owners and therefore, has serious statistical power problems. Noteworthy, the effect sizes of small samples are less precise in estimating a population value than effect sizes of larger samples. Fifth, meta-analyses can correct many errors of individual studies (Hunter & Schmidt, 2004). Since meta-analyses estimate population correlations between given variables, it is important to correct for errors of studies (e.g., unreliability, range restriction, and sampling error) to achieve unbiased estimates. Sixth, meta-analysis allows an assessment of the magnitude of relationships and, thus, provides more precise and often comparable assessments of the validity of concepts. Thus, meta-analyses support the assessment of the practical significance of findings. Seventh, meta-analysis tests for variations in relationships across studies and, therefore, allows an assessment of the generalizeability of effects. If the size of reported relationships varies considerably between different studies, there will be context conditions that account for these variations. These context conditions are moderators that affect the size of relationships. The moderators may include study characteristics, method moderators, and theoretical moderators. Thus, meta-analyses also help to identify areas for new studies. Finally, meta-analysis techniques allow to test more than one independent and/or moderator variable by using methods based on regression analysis (Lipsey & Wilson, 2001). Using such procedures allows to estimate the independent contribution of variables on results, to control for methodological variables, and to test the interactions between moderator variables.
Timothy M. Devinney and Ryan W. Tang
Meta-analysis is one of a number of scientific approaches for accumulating knowledge in a research domain. It provides a quantitative synthesis of a literature using various…
Abstract
Meta-analysis is one of a number of scientific approaches for accumulating knowledge in a research domain. It provides a quantitative synthesis of a literature using various statistical instruments. This chapter introduces the main points underlying meta-analytic methodology by discussing its merits when compared to a conventional literature review and covers the fundamental approaches used when conducting a meta-analysis. Criticism of meta-analysis is briefly discussed in the context of the major issues facing meta-analysis in international business.
Jeremy D. Mackey, Charn P. McAllister, Liam P. Maher and Gang Wang
Recently, there has been an increase in the number and type of studies in the organizational sciences that examine curvilinear relationships. These studies are important because…
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Recently, there has been an increase in the number and type of studies in the organizational sciences that examine curvilinear relationships. These studies are important because some relationships have context-specific inflection points that alter their magnitude and/or direction. Although some scholars have utilized basic techniques to make meta-analytic inferences about curvilinear effects with the limited information available about them, there is still a tremendous opportunity to advance our knowledge by utilizing rigorous techniques to meta-analytically examine curvilinear effects. In a recent study, we used a novel meta-analytic approach in an effort to comprehensively examine curvilinear relationships between destructive leadership and followers' workplace outcomes. The purpose of this chapter is to provide an actionable guide for conducting curvilinear meta-analyses by describing the meta-analytic techniques we used in our recent study. Our contributions include a detailed guide for conducting curvilinear meta-analyses, the useful context we provide to facilitate its implementation, and our identification of opportunities for scholars to leverage our technique in future studies to generate nuanced knowledge that can advance their fields.
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Adrien B. Bonache and Kenneth J. Smith
This chapter combines quantitative studies of the connections between stressors and performance in accounting settings and identifies the mediators and moderators of…
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This chapter combines quantitative studies of the connections between stressors and performance in accounting settings and identifies the mediators and moderators of stressors–performance relationships. Using meta-analyses and path analyses, this research compiles 72 studies to investigate the relationships of stressors with accountant and auditor performance. As hypothesized, bivariate meta-analyses results indicate that work-related stressors negatively affect performance, and burnout and stress are negatively related to performance, whereas motivation is positively related to performance. Moreover, a meta-analytical structural equation modeling indicates that role stressors have significant direct and indirect effects (through burnout and stress) on job performance. Accumulation of multiple samples through meta-analysis bolsters statistical power compared to single-sample studies and thus reveals the sign of residual direct effects of role stressors on job performance in accounting settings.
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John Kwoka’s Mergers, Merger Control, and Remedies is a meta-analysis of “retrospective” academic studies of consummated mergers and other horizontal arrangements. Based on this…
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John Kwoka’s Mergers, Merger Control, and Remedies is a meta-analysis of “retrospective” academic studies of consummated mergers and other horizontal arrangements. Based on this meta-analysis, Kwoka strongly criticizes federal enforcement policies, claiming that the agencies permit far too many anticompetitive mergers to go unchallenged, and are far too willing to accept remedies that fail to prevent a significant loss of competition. Kwoka claims further that this excessive leniency is the culmination of a trend reflecting deliberate policy choices made over the last several decades.
In a forthcoming critique, Vita and Osinski challenge Kwoka’s analysis and his conclusions, identifying serious flaws in the size, construction, and composition of his sample, and in the statistical analysis of the data drawn from that sample. In a published response to Vita and Osinski, Professor Kwoka offers a number of objections and counter-arguments. In this rejoinder, I respond to Professor Kwoka.
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Carolina Herrera-Cano and Maria Alejandra Gonzalez-Perez
This chapter aims to evaluate the relationship between the representation of women on corporate boards of directors and its impact on firm financial performance.
Abstract
Purpose
This chapter aims to evaluate the relationship between the representation of women on corporate boards of directors and its impact on firm financial performance.
Design/Methodology/Approach
This study utilized both a systematic review and a meta-analysis, using a sample of 40 published studies, which gleaned financial indicator and observation data from 28 different countries.
Findings
As indicated in previous studies, while positive, there was no significant correlation found between the number of women serving on the boards of directors and firm financial performance.
Research Limitations/Implications
The heterogeneity between the various studies analyzed may present difficulties in making general conclusions. The chapter could also be subject to publication bias, as the selection criteria included may indicate a need for further peer review. Future meta-analyses should include data associated with other financial indicators.
Practical Implications
This study shows how composition ratios of men/women serving on corporate boards should be addressed in terms of proving for a greater diversity of leadership perspectives.
Originality/Value
Previous systematic reviews and meta-analyses have analyzed country environments as moderators for the relationship between the representation of women on corporate boards and firm financial performance. The present study evaluates possible differences between the impact of the number of women serving on the board of directors on a variety of financial indicators (ROA, ROE, and Tobin’s Q).
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