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Corrigendum to From Nuisance to Novel Research Questions: Using Multilevel Models to Predict Heterogeneous Variances 从麻烦到新颖的研究问题:使用多水平模型预测异质方差的勘误表
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-07-01 DOI: 10.1177/10944281211011778
Lester, H. F., Cullen-Lester, K. L., & Walters, R. W. (2019). From nuisance to novel research questions: Using multilevel models to predict heterogeneous variances. Organizational Research Methods, 24(2), 342-388. From the above referenced article, which was printed in the April 2021 issue of Organizational Research Methods, the funding information has been updated, correct funding statement should read as:
莱斯特,h.f.,卡伦-莱斯特,k.l.,和沃尔特斯,r.w.(2019)。从讨厌到新颖的研究问题:使用多层模型预测异质方差。组织研究方法,24(2),342-388。上述引用文章发表于《组织研究方法》(Organizational Research Methods) 2021年4月刊,资助信息已更新,正确的资助声明应为:
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引用次数: 0
Planned Missingness: How to and How Much? 计划导弹:如何发射,发射多少?
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-05-28 DOI: 10.1177/10944281211016534
Charlene Zhang, Martin C. Yu
Planned missingness (PM) can be implemented for survey studies to reduce study length and respondent fatigue. Based on a large sample of Big Five personality data, the present study simulates how factors including PM design (three-form and random percentage [RP]), amount of missingness, and sample size affect the ability of full-information maximum likelihood (FIML) estimation to treat missing data. Results show that although the effectiveness of FIML for treating missing data decreases as sample size decreases and amount of missing data increases, estimates only deviate substantially from truth in extreme conditions. Furthermore, the specific PM design, whether it be a three-form or RP design, makes little difference although the RP design should be easier to implement for computer-based surveys. The examination of specific boundary conditions for the application of PM as paired with FIML techniques has important implications for both the research methods literature and practitioners regularly conducting survey research
可以对调查研究实施计划缺失(PM),以减少研究时间和受访者疲劳。基于五大人格数据的大样本,本研究模拟了PM设计(三种形式和随机百分比[RP])、缺失量和样本量等因素如何影响全信息最大似然(FIML)估计处理缺失数据的能力。结果表明,尽管FIML处理缺失数据的有效性随着样本量的减少和缺失数据量的增加而降低,但在极端条件下,估计值仅与真实值有很大偏差。此外,具体的PM设计,无论是三种形式还是RP设计,都没有什么不同,尽管RP设计应该更容易在基于计算机的调查中实现。PM应用的特定边界条件的检查与FIML技术相结合,对研究方法文献和定期进行调查研究的从业者都具有重要意义
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引用次数: 5
A Test-Retest Reliability Generalization Meta-Analysis of Judgments Via the Policy-Capturing Technique 基于策略捕获技术的测试-复验可靠性综合评判元分析
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-05-12 DOI: 10.1177/10944281211011529
Ze Zhu, Alan J. Tomassetti, R. Dalal, Shannon W. Schrader, Kevin Loo, Isaac E. Sabat, Balca Alaybek, You Zhou, Chelsea Jones, Shea Fyffe
Policy capturing is a widely used technique, but the temporal stability of policy-capturing judgments has long been a cause for concern. This article emphasizes the importance of reporting reliability, and in particular test-retest reliability, estimates in policy-capturing studies. We found that only 164 of 955 policy-capturing studies (i.e., 17.17%) reported a test-retest reliability estimate. We then conducted a reliability generalization meta-analysis on policy-capturing studies that did report test-retest reliability estimates—and we obtained an average reliability estimate of .78. We additionally examined 16 potential methodological and substantive antecedents to test-retest reliability (equivalent to moderators in validity generalization studies). We found that test-retest reliability was robust to variation in 14 of the 16 factors examined but that reliability was higher in paper-and-pencil studies than in web-based studies and was higher for behavioral intention judgments than for other (e.g., attitudinal and perceptual) judgments. We provide an agenda for future research. Finally, we provide several best-practice recommendations for researchers (and journal reviewers) with regard to (a) reporting test-retest reliability, (b) designing policy-capturing studies for appropriate reportage, and (c) properly interpreting test-retest reliability in policy-capturing studies.
策略捕获是一种广泛使用的技术,但策略捕获判断的时间稳定性长期以来一直是一个令人担忧的问题。本文强调了在政策获取研究中报告可靠性,特别是测试-再测试可靠性评估的重要性。我们发现955项政策捕获研究中只有164项(即17.17%)报告了重测信度估计。然后,我们对政策捕获研究进行了可靠性泛化荟萃分析,这些研究确实报告了测试-重新测试可靠性估计-我们获得了0.78的平均可靠性估计。我们还检查了16个潜在的方法学和实质性前因来重测信度(相当于效度泛化研究中的调节因子)。我们发现,在16个被检验的因素中,有14个的重测信度是稳健的,但纸笔研究的信度高于基于网络的研究,行为意图判断的信度高于其他(如态度和知觉)判断。我们为未来的研究提供了一个议程。最后,我们为研究人员(和期刊审稿人)提供了一些关于(a)报告测试重测信度的最佳实践建议,(b)为适当的报告文学设计政策捕获研究,以及(c)正确解释政策捕获研究中的测试重测信度。
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引用次数: 2
Systematicity in Organizational Research Literature Reviews: A Framework and Assessment 组织研究文献综述的系统性:框架与评价
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-05-04 DOI: 10.1177/10944281211008652
Zeki Simsek, B. Fox, Ciaran Heavey
In this study, we first develop a framework that presents systematicity as an encompassing orientation toward the application of explicit methods in the practice of literature reviews, informed by the principles of transparency, coverage, saturation, connectedness, universalism, and coherence. We then supplement that conceptual development with empirical insights into the reported practices of systematicity in a sample of 165 published reviews across three journals in organizational research. We finally trace implications for the future conduct of literature reviews, including the potential perils of systematicity without mindfulness.
在这项研究中,我们首先开发了一个框架,根据透明、覆盖、饱和、连通性、普遍主义和连贯性的原则,将系统性作为在文献综述实践中应用显式方法的一个包罗万象的方向。然后,我们在组织研究的三种期刊上发表的165篇评论样本中,用对所报道的系统性实践的经验见解来补充这一概念发展。最后,我们追溯了对未来文学评论的影响,包括没有正念的系统性的潜在危险。
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引用次数: 30
New Network Models for the Analysis of Social Contagion in Organizations: An Introduction to Autologistic Actor Attribute Models 组织中社会传染分析的新网络模型:自行为者属性模型导论
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-04-20 DOI: 10.1177/10944281211005167
Andrew Parker, F. Pallotti, A. Lomi
Autologistic actor attribute models (ALAAMs) provide new analytical opportunities to advance research on how individual attitudes, cognitions, behaviors, and outcomes diffuse through networks of social relations in which individuals in organizations are embedded. ALAAMs add to available statistical models of social contagion the possibility of formulating and testing competing hypotheses about the specific mechanisms that shape patterns of adoption/diffusion. The main objective of this article is to provide an introduction and a guide to the specification, estimation, interpretation and evaluation of ALAAMs. Using original data, we demonstrate the value of ALAAMs in an analysis of academic performance and social networks in a class of graduate management students. We find evidence that both high and low performance are contagious, that is, diffuse through social contact. However, the contagion mechanisms that contribute to the diffusion of high performance and low performance differ subtly and systematically. Our results help us identify new questions that ALAAMs allow us to ask, new answers they may be able to provide, and the constraints that need to be relaxed to facilitate their more general adoption in organizational research.
自言行为者属性模型(ALAAMs)为研究个体态度、认知、行为和结果如何在组织中嵌入个体的社会关系网络中扩散提供了新的分析机会。alaam增加了现有社会传染统计模型的可能性,使我们能够就形成采用/扩散模式的具体机制提出和检验相互竞争的假设。本文的主要目的是提供一个介绍和指导的规范,估计,解释和评估的警报。利用原始数据,我们通过分析一个管理学研究生班级的学习成绩和社会网络来证明alaam的价值。我们发现证据表明,高绩效和低绩效都是具有传染性的,即通过社会接触传播。然而,导致高绩效和低绩效扩散的传染机制存在微妙而系统的差异。我们的结果帮助我们确定alaam允许我们提出的新问题,它们可能提供的新答案,以及需要放松的约束,以促进它们在组织研究中的更普遍采用。
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引用次数: 9
Temporal Brokering: A Measure of Brokerage as a Behavioral Process 时间中介:作为一种行为过程的中介度量
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-04-15 DOI: 10.1177/10944281211002911
E. Quintane, M. Wood, John Dunn, L. Falzon
Extant research in organizational networks has provided critical insights into understanding the benefits of occupying a brokerage position. More recently, researchers have moved beyond the brokerage position to consider the brokering processes (arbitration and collaboration) brokers engage in and their implications for performance. However, brokering processes are typically measured using scales that reflect individuals’ orientation toward engaging in a behavior, rather than the behavior itself. In this article, we propose a measure that captures the behavioral process of brokering. The measure indicates the extent to which actors engage in arbitration versus collaboration based on sequences of time stamped relational events, such as emails, message boards, and recordings of meetings. We demonstrate the validity of our measure as well as its predictive ability. By leveraging the temporal information inherent in sequences of relational events, our behavioral measure of brokering creates opportunities for researchers to explore the dynamics of brokerage and their impact on individuals, and also paves the way for a systematic examination of the temporal dynamics of networks.
对组织网络的现有研究为理解担任经纪职位的好处提供了重要的见解。最近,研究人员已经超越了经纪的立场,考虑了经纪参与的经纪过程(仲裁和合作)及其对业绩的影响。然而,中介过程通常使用反映个人参与行为取向的量表来衡量,而不是行为本身。在本文中,我们提出了一种捕捉代理行为过程的度量。该指标表明了参与者参与仲裁与基于时间戳关系事件序列的合作的程度,如电子邮件、留言板和会议记录。我们证明了我们的测量方法的有效性及其预测能力。通过利用关系事件序列中固有的时间信息,我们对中介的行为测量为研究人员探索中介的动态及其对个人的影响创造了机会,也为系统地研究网络的时间动态铺平了道路。
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引用次数: 4
Faking Detection Improved: Adopting a Likert Item Response Process Tree Model 改进伪造检测:采用李克特项目反应过程树模型
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-04-15 DOI: 10.1177/10944281211002904
Tianjun Sun, Bo Zhang, Mengyang Cao, F. Drasgow
With the increasing popularity of noncognitive inventories in personnel selection, organizations typically wish to be able to tell when a job applicant purposefully manufactures a favorable impression. Past faking research has primarily focused on how to reduce faking via instrument design, warnings, and statistical corrections for faking. This article took a new approach by examining the effects of faking (experimentally manipulated and contextually driven) on response processes. We modified a recently introduced item response theory tree modeling procedure, the three-process model, to identify faking in two studies. Study 1 examined self-reported vocational interest assessment responses using an induced faking experimental design. Study 2 examined self-reported personality assessment responses when some people were in a high-stakes situation (i.e., selection). Across the two studies, individuals instructed or expected to fake were found to engage in more extreme responding. By identifying the underlying differences between fakers and honest respondents, the new approach improves our understanding of faking. Percentage cutoffs based on extreme responding produced a faker classification precision of 85% on average.
随着非认知量表在人员选择中的日益普及,组织通常希望能够判断求职者何时有意制造一个良好的印象。过去的作假研究主要集中在如何通过仪器设计、警告和作假的统计校正来减少作假。本文采用了一种新的方法,通过研究作假(实验操纵和情境驱动)对反应过程的影响。我们修改了最近引入的项目反应理论树模型程序,即三过程模型,以在两项研究中识别虚假。研究1采用诱导伪造实验设计检验自我报告的职业兴趣评估反应。研究2检查了一些人在高风险情况下(即选择)自我报告的人格评估反应。在这两项研究中,被指示或被期望撒谎的人会做出更极端的反应。通过识别伪造者和诚实受访者之间的潜在差异,这种新方法提高了我们对伪造的理解。基于极端反应的百分比截断产生了平均85%的虚假分类精度。
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引用次数: 13
Corrigendum to On Ignoring the Random Effects Assumption in Multilevel Models: Review, Critique, and Recommendations 关于忽略多层次模型中随机效应假设的更正:综述、批评和建议
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-04-01 DOI: 10.1177/10944281211002293
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引用次数: 1
Meta-Analyses as a Multi-Level Model 元分析作为一个多层次模型
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-04-01 DOI: 10.1177/1094428119857471
Janaki Gooty, G. Banks, Andrew C. Loignon, Scott Tonidandel, Courtney E. Williams
Meta-analyses are well known and widely implemented in almost every domain of research in management as well as the social, medical, and behavioral sciences. While this technique is useful for determining validity coefficients (i.e., effect sizes), meta-analyses are predicated on the assumption of independence of primary effect sizes, which might be routinely violated in the organizational sciences. Here, we discuss the implications of violating the independence assumption and demonstrate how meta-analysis could be cast as a multilevel, variance known (Vknown) model to account for such dependency in primary studies’ effect sizes. We illustrate such techniques for meta-analytic data via the HLM 7.0 software as it remains the most widely used multilevel analyses software in management. In so doing, we draw on examples in educational psychology (where such techniques were first developed), organizational sciences, and a Monte Carlo simulation (Appendix). We conclude with a discussion of implications, caveats, and future extensions. Our Appendix details features of a newly developed application that is free (based on R), user-friendly, and provides an alternative to the HLM program.
元分析是众所周知的,并在管理以及社会、医学和行为科学的几乎每个研究领域广泛应用。虽然这项技术有助于确定有效性系数(即效应大小),但荟萃分析是基于主要效应大小独立性的假设进行的,这在组织科学中可能经常被违反。在这里,我们讨论了违反独立性假设的含义,并证明了荟萃分析如何被视为一个多水平、方差已知(Vknown)模型,以解释初级研究效果大小中的这种依赖性。我们通过HLM 7.0软件说明了元分析数据的这些技术,因为它仍然是管理中使用最广泛的多级分析软件。在这样做的过程中,我们借鉴了教育心理学(这类技术最初是在那里开发的)、组织科学和蒙特卡洛模拟(附录)中的例子。最后,我们讨论了影响、注意事项和未来的扩展。我们的附录详细介绍了一个新开发的应用程序的功能,该应用程序是免费的(基于R),用户友好,并提供了HLM程序的替代方案。
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引用次数: 6
Long-Run Effects in Dynamic Systems: New Tools for Cross-Lagged Panel Models 动态系统的长期效应:交叉滞后面板模型的新工具
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-03-19 DOI: 10.1177/1094428121993228
A. Shamsollahi, M. Zyphur, Ozlem Ozkok
Cross-lagged panel models (CLPMs) are common, but their applications often focus on “short-run” effects among temporally proximal observations. This addresses questions about how dynamic systems may immediately respond to interventions, but fails to show how systems evolve over longer timeframes. We explore three types of “long-run” effects in dynamic systems that extend recent work on “impulse responses,” which reflect potential long-run effects of one-time interventions. Going beyond these, we first treat evaluations of system (in)stability by testing for “permanent effects,” which are important because in unstable systems even a one-time intervention may have enduring effects. Second, we explore classic econometric long-run effects that show how dynamic systems may respond to interventions that are sustained over time. Third, we treat “accumulated responses” to model how systems may respond to repeated interventions over time. We illustrate tests of each long-run effect in a simulated dataset and we provide all materials online including user-friendly R code that automates estimating, testing, reporting, and plotting all effects (see https://doi.org/10.26188/13506861). We conclude by emphasizing the value of aligning specific longitudinal hypotheses with quantitative methods.
交叉滞后面板模型(clpm)是常见的,但它们的应用往往侧重于“短期”影响的时间近端观测。这解决了动态系统如何立即对干预作出反应的问题,但未能显示系统如何在更长的时间框架内进化。我们探索了动态系统中三种类型的“长期”效应,这些效应扩展了最近对“冲动反应”的研究,反映了一次性干预的潜在长期效应。除此之外,我们首先通过测试“永久影响”来评估系统的稳定性,这很重要,因为在不稳定的系统中,即使是一次性的干预也可能产生持久的影响。其次,我们探索了经典的计量经济学长期效应,展示了动态系统如何对持续一段时间的干预做出反应。第三,我们处理“累积反应”来模拟系统如何随着时间的推移对重复干预作出反应。我们在模拟数据集中演示了每个长期效果的测试,并在线提供了所有材料,包括用户友好的R代码,可自动评估、测试、报告和绘制所有效果(参见https://doi.org/10.26188/13506861)。最后,我们强调将具体的纵向假设与定量方法结合起来的价值。
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引用次数: 6
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Organizational Research Methods
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