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Using CATA and Machine Learning to Operationalize Old Constructs in New Ways: An Illustration Using U.S. Governors’ COVID-19 Press Briefings 使用CATA和机器学习以新方式实现旧结构的操作:以美国州长COVID-19新闻发布会为例
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-02-23 DOI: 10.1177/10944281221098607
J. Marshall, F. Yammarino, S. Parameswaran, Minyoung Cheong
Increased computing power and greater access to online data have led to rapid growth in the use of computer-aided text analysis (CATA) and machine learning methods. Using “big data”, researchers have not only advanced new streams of research, but also new research methodologies. Noting this trend and simultaneously recognizing the value of traditional research methods, we lay out a methodology that bridges the gap between old and new approaches to operationalize old constructs in new ways. With a combination of web scraping, CATA, and supervised machine learning, using labeled ground truth data (i.e., data with known inputs and outputs), we train a model to predict CIP (Charismatic-Ideological-Pragmatic) leadership styles from running text. To illustrate this method, we apply the model to classify U.S. state governors’ COVID-19 press briefings according to their CIP leadership style. In addition, we demonstrate content and convergent validity of the method.
计算能力的增强和对在线数据的更大访问使得计算机辅助文本分析(CATA)和机器学习方法的使用迅速增长。利用“大数据”,研究人员不仅提出了新的研究思路,而且提出了新的研究方法。注意到这一趋势,同时认识到传统研究方法的价值,我们提出了一种方法,可以弥合新旧方法之间的差距,以新的方式实现旧结构的操作。结合网络抓取、数据分析和监督机器学习,使用标记的基础事实数据(即已知输入和输出的数据),我们训练一个模型,从运行文本中预测CIP(魅力-意识形态-务实)领导风格。为了说明这种方法,我们将该模型应用于美国州长根据其CIP领导风格对COVID-19新闻发布会进行分类。此外,我们还证明了该方法的内容和收敛有效性。
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引用次数: 3
On the Use of Balanced Item Parceling to Counter Acquiescence Bias in Structural Equation Models 关于结构方程模型中使用平衡项分组来对抗停顿偏差
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-02-15 DOI: 10.1177/1094428121991909
Bert Weijters, H. Baumgartner
We propose the use of balanced item parcels to account for method effects caused by acquiescent responding. The use of balanced parcels avoids the need to model method effects explicitly and results in a parsimonious specification of measurement and full structural equation models in the presence of unwanted method effects, particularly when a scale consists of a relatively large number of items. Balanced item parcels are sums or averages of individual items consisting of an equal number of regular and reversed items measuring the same construct. When regular and reversed items are combined into parcels, method effects cancel out (assuming that the method effects affecting the regular and reversed items in a parcel are equal in magnitude), and model fit and parameter estimates will no longer be negatively affected by acquiescent responding. We discuss why balanced item parceling works and when it is likely to prove beneficial, and we present a step-by-step procedure explaining how to use balanced item parceling in practice. We also report a brief hypothetical example to illustrate the proposed approach.
我们建议使用平衡项目包裹来解释由默认响应引起的方法效应。平衡包裹的使用避免了明确地对方法效果进行建模的需要,并且在不需要的方法效果存在的情况下,产生了简洁的测量规范和完整的结构方程模型,特别是当一个比例尺由相对大量的项目组成时。平衡项目包裹是单个项目的总和或平均值,由相同数量的规则和反向项目组成,测量相同的结构。当规则项目和反向项目组合成包裹时,方法效应会抵消(假设影响包裹中规则项目和反向项目的方法效应在量级上相等),模型拟合和参数估计将不再受到默认响应的负面影响。我们讨论了为什么平衡项目包装工作,当它可能被证明是有益的,我们提出了一个循序渐进的过程,解释如何在实践中使用平衡项目包装。我们还报告了一个简短的假设示例来说明所提出的方法。
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引用次数: 6
Sample Selection in Systematic Literature Reviews of Management Research 管理研究系统文献综述中的样本选择
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-01-29 DOI: 10.1177/1094428120986851
Martin R. W. Hiebl
Systematic review techniques are about to become the “new normal” in reviews of management research. However, there is not yet much advice on how to organize the sample selection process as part of such reviews. This article addresses this void and analyzes this vital part of systematic reviews in more detail. In particular, it offers a critical review of systematic literature reviews published in the Academy of Management Annals and the International Journal of Management Reviews between 2004 and 2018. Based on this methodological literature review, the article presents issues to consider in the most critical choices during the sample selection process. Furthermore, this review identifies several descriptive features such as the mean number of research items included in systematic reviews, the mean number of databases used, and the mean coverage period of such reviews. These numbers may be used as benchmark figures in future reviews.
系统综述技术即将成为管理学研究综述的“新常态”。然而,关于如何组织样本选择过程作为此类审查的一部分,目前还没有太多建议。本文解决了这一空白,并更详细地分析了系统综述的这一重要部分。特别是,它对2004年至2018年间发表在《管理学院年鉴》和《国际管理评论杂志》上的系统文献综述进行了批判性综述。基于这篇方法论文献综述,本文提出了在样本选择过程中最关键的选择中需要考虑的问题。此外,本综述确定了几个描述性特征,如系统综述中包括的研究项目的平均数量、使用的数据库的平均数量以及此类综述的平均覆盖期。这些数字可作为未来审查的基准数字。
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引用次数: 120
A Marginal Effects Approach to Interpreting Main Effects and Moderation 边际效应法解释主效应与适度效应
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-01-05 DOI: 10.1177/1094428120976838
John R. Busenbark, Scott D. Graffin, R. Campbell, Eric Y. Lee
This Short Methodological Report builds on research about moderation practices by focusing on a marginal effects approach to interpreting how a main effect is informed by the presence of a moderating variable. Following a content analysis of published studies and a survey of management researchers, our findings suggest there is a great deal of confusion about the ways in which to interpret how a main effect may fluctuate owing to a moderating variable. We therefore provide explicit instructions on how to implement and interpret a marginal effects approach that depicts the nature of a main effect in the presence of a moderator. We use different scenarios and examples to illustrate how researchers can employ the marginal effects technique, which provides an indication of the relationship between the independent and dependent variables over different values of the moderator. We argue and demonstrate that the marginal effects approach helps resolve conflicting findings that may arise from using other prevailing techniques to interpret both main effects and moderation.
本简短的方法学报告建立在关于调节实践的研究基础上,侧重于边际效应方法,以解释调节变量的存在如何通知主效应。在对已发表的研究进行内容分析和对管理研究人员进行调查后,我们的发现表明,在解释主效应如何因调节变量而波动的方式上存在很大的困惑。因此,我们提供了关于如何实施和解释边际效应方法的明确说明,该方法描述了在调解人存在的情况下主效应的性质。我们使用不同的场景和例子来说明研究人员如何使用边际效应技术,该技术提供了自变量和因变量在不同调节值之间的关系的指示。我们论证并证明,边际效应方法有助于解决使用其他流行技术来解释主效应和适度效应可能产生的相互矛盾的发现。
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引用次数: 46
How Are We Testing Interactions in Latent Variable Models? Surging Forward or Fighting Shy?: 我们如何测试潜在变量模型中的相互作用?勇猛前进还是畏首畏尾?:
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-01-01 DOI: 10.25384/SAGE.C.4665197.V1
J. Cortina, Hannah M. Markell-Goldstein, Jennifer P. Green, Yingyi Chang
Latent variable models and interaction effects have both been common in the organizational sciences for some time. Methods for incorporating interactions into latent variable models have existed si...
潜在变量模型和相互作用效应在组织科学中已经出现了一段时间。将相互作用纳入潜在变量模型的方法已经存在。
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引用次数: 3
Building Transparency and Trustworthiness in Inductive Research Through Computer-Aided Qualitative Data Analysis Software 利用计算机辅助定性数据分析软件在归纳研究中建立透明度和可信度
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-01-01 DOI: 10.1177/1094428119865016
P. O’Kane, Anne D. Smith, Michael P. Lerman
Many scholars have called for qualitative research to demonstrate transparency and trustworthiness in the data analysis process. Yet these processes, particularly within inductive research, often remain shrouded in mystery. We suggest that computer-aided/assisted qualitative data analysis software (CAQDAS) can support qualitative researchers in their efforts to present their analysis and findings in a transparent way, thus enhancing trustworthiness. To this end, we propose, describe, and illustrate working examples of six CAQDAS building blocks, three combined CAQDAS techniques, and two coder consistency checks. We argue that these techniques give researchers the language to write about their methods and findings in a transparent manner and that their appropriate use enhances a research project’s trustworthiness. Specific CAQDAS techniques are rarely discussed across an array of inductive research processes. Thus, we see this article as the beginning of a conversation about the utility of CAQDAS to support inductive qualitative research.
许多学者呼吁进行定性研究,以证明数据分析过程的透明度和可信度。然而,这些过程,特别是在归纳研究中,往往仍然笼罩在神秘之中。我们建议,计算机辅助/辅助定性数据分析软件(CAQDAS)可以支持定性研究人员以透明的方式展示他们的分析和发现,从而提高可信度。为此,我们提出、描述并举例说明了六个CAQDAS构建块、三个组合CAQDAS技术和两个编码器一致性检查的工作示例。我们认为,这些技术为研究人员提供了以透明的方式撰写方法和发现的语言,并且它们的适当使用提高了研究项目的可信度。在一系列归纳研究过程中,很少讨论具体的CAQDAS技术。因此,我们将本文视为关于CAQDAS支持归纳定性研究的效用的对话的开始。
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引用次数: 58
Croon’s Bias-Corrected Factor Score Path Analysis for Small- to Moderate-Sample Multilevel Structural Equation Models 中小样本多层次结构方程模型的Croon偏倚校正因子得分路径分析
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-01-01 DOI: 10.1177/1094428119879758
Ben Kelcey, Kyle Cox, N. Dong
Maximum likelihood estimation of multilevel structural equation model (MLSEM) parameters is a preferred approach to probe theories involving latent variables in multilevel settings. Although maximum likelihood has many desirable properties, a major limitation is that it often fails to converge and can incur significant bias when implemented in studies with a small to moderate multilevel sample (e.g., fewer than 100 organizations with 10 or less individuals/organization). To address similar limitations in single-level SEM, literature has developed Croon’s bias-corrected factor score path analysis estimator that converges more regularly than maximum likelihood and delivers less biased parameter estimates with small to moderate sample sizes. We derive extensions to this framework for MLSEMs and probe the degree to which the estimator retains these advantages with small to moderate multilevel samples. The estimator emerges as a useful alternative or complement to maximum likelihood because it often outperforms maximum likelihood in small to moderate multilevel samples in terms of convergence, bias, error variance, and power. The proposed estimator is implemented as a function in R using lavaan and is illustrated using a multilevel mediation example.
多层次结构方程模型(MLSEM)参数的最大似然估计是探索多层次环境中涉及潜在变量的理论的首选方法。尽管最大似然具有许多理想的性质,但一个主要的局限性是,当在具有中小型多水平样本的研究中(例如,少于100个组织,10个或更少的个人/组织)实施时,它往往无法收敛,并可能产生显著的偏差。为了解决单级SEM中的类似局限性,文献开发了Croon的偏差校正因子得分路径分析估计器,该估计器比最大似然收敛得更有规律,并在小到中等样本量的情况下提供偏差较小的参数估计。我们推导了MLSEM的该框架的扩展,并探讨了估计器在小到中等多级样本的情况下保持这些优势的程度。估计器是最大似然的一种有用的替代或补充,因为它在收敛性、偏差、误差方差和功率方面通常优于中小型多级样本中的最大似然。所提出的估计器使用lavan实现为R中的函数,并使用多级中介示例进行了说明。
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引用次数: 17
Using Outliers for Theory Building 使用异常值进行理论构建
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-01-01 DOI: 10.1177/1094428119898877
M. Gibbert, L. B. Nair, M. Weiss, M. Hoegl
Outliers are promising candidates for theory building because they defy expected cause-and-effect relationships. Nonetheless, researchers often treat them as a nuisance and exclude them from further study. In fact, our analysis founds only two article using outliers for theory development in all quantitative articles published from 1993 to 2012 in six major management journals, and less than 5% cared to even mention them (relaying reasons for deleting them, mostly). To rectify this, we provide a roadmap for empirical researchers interested in theory building.
异类是理论构建的有希望的候选者,因为他们无视预期的因果关系。尽管如此,研究人员经常将其视为一种麻烦,并将其排除在进一步研究之外。事实上,我们的分析发现,在1993年至2012年发表在六大管理期刊上的所有定量文章中,只有两篇文章使用异常值进行理论发展,只有不到5%的人愿意提及它们(主要是转发删除它们的原因)。为了纠正这一点,我们为对理论建设感兴趣的实证研究人员提供了一个路线图。
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引用次数: 27
Gesture Analysis and Organizational Research: The Development and Application of a Protocol for Naturalistic Settings 手势分析和组织研究:一项针对自然主义环境的协议的开发和应用
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-01-01 DOI: 10.1177/1094428119877450
J. Clarke, Nick Llewellyn, J. Cornelissen, R. Viney
Gestures are an underresearched but potentially significant aspect of organizational conduct that is relevant to researchers across a range of theoretical and empirical domains. In engaging the cross-disciplinary field of gesture studies, we develop and apply a protocol for analyzing gestures produced in naturalistic settings during ongoing streams of talk and embodied activity. Analyzing video recordings of entrepreneurial investor pitches, we work through this protocol and demonstrate its usefulness. While doing so, we also explore methodological tensions in gesture studies and draw out methodological arguments as they relate to the analysis of these fleeting and often intricate bodily movements. The article contributes a generally applicable protocol for the analysis of gestures in naturalistic settings, and it assesses the methodological implications of this protocol both for research on entrepreneurship and new venture creation and management and organization research more generally.
手势是组织行为中一个研究不足但潜在意义重大的方面,与一系列理论和经验领域的研究人员有关。在手势研究的跨学科领域中,我们开发并应用了一个协议,用于分析在正在进行的谈话和具体活动中在自然环境中产生的手势。通过分析创业投资者推介的视频记录,我们研究了这个协议,并证明了它的有用性。在这样做的同时,我们还探讨了手势研究中的方法紧张关系,并提出了与分析这些转瞬即逝且往往复杂的身体动作有关的方法论论点。这篇文章为分析自然环境中的手势提供了一个普遍适用的协议,并评估了该协议对创业和新企业创建研究以及更广泛的管理和组织研究的方法学影响。
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引用次数: 8
Using Electronic Confederates for Experimental Research in Organizational Science 利用电子同盟进行组织科学实验研究
IF 9.5 2区 管理学 Q1 MANAGEMENT Pub Date : 2021-01-01 DOI: 10.1177/1094428119889136
Keith Leavitt, Feng Qiu, Debra L. Shapiro
Organizational scholars frequently rely on experiments using human confederates or descriptions of vignette characters to study a range of phenomena. Although experiments with confederates allow for realism and rigor, human confederates have several critical limitations. We present a novel and efficient alternative: the use of responsive electronic confederates for manipulating constructs in dyadic, group, and team contexts. Specifically, we (a) define electronic confederates in an organizational research context, identify their optimal qualities, and review studies that have used them; (b) discuss challenges of utilizing human confederates and how electronic confederates may address these; (c) identify boundary conditions around using electronic confederates and, within these conditions, identify the many types of inquiry that can be aided by electronic confederates; (d) discuss validation strategies for electronic confederates, while increasing their believability to study participants; (e) provide materials for two versions of an adaptable research platform involving electronic confederates; and (f) identify future opportunities for developing novel tools for behavioral research. Our article thus provides a toolkit for organizational researchers that empowers them to utilize electronic confederates in their own research.
组织学者经常依靠人类同盟者的实验或对小角色的描述来研究一系列现象。尽管用同盟者进行的实验具有现实性和严谨性,但人类同盟者有几个关键的局限性。我们提出了一种新颖而有效的替代方法:使用响应性电子联盟体来操纵二元、群体和团队环境中的结构。具体而言,我们(a)在组织研究背景下定义电子联盟,确定其最佳品质,并回顾使用它们的研究;(b)讨论利用人力联盟的挑战以及电子联盟如何解决这些挑战;(c)确定使用电子协查的边界条件,并在这些条件下确定可由电子协查辅助的多种查询类型;(d)讨论电子同盟的验证策略,同时增加其对研究参与者的可信度;(e)为涉及电子联盟的适应性研究平台的两个版本提供材料;(f)确定为行为研究开发新工具的未来机会。因此,我们的文章为组织研究人员提供了一个工具包,使他们能够在自己的研究中利用电子联盟。
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引用次数: 5
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Organizational Research Methods
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