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Predicting leadership perception with large-scale natural language data 利用大规模自然语言数据预测领导感知
IF 7.5 1区 管理学
Leadership Quarterly Pub Date : 2022-10-01 DOI: 10.1016/j.leaqua.2021.101535
Sudeep Bhatia , Christopher Y. Olivola , Nazlı Bhatia , Amnah Ameen
{"title":"Predicting leadership perception with large-scale natural language data","authors":"Sudeep Bhatia ,&nbsp;Christopher Y. Olivola ,&nbsp;Nazlı Bhatia ,&nbsp;Amnah Ameen","doi":"10.1016/j.leaqua.2021.101535","DOIUrl":"10.1016/j.leaqua.2021.101535","url":null,"abstract":"<div><p>We present a computational method for predicting, and identifying the correlates of, leadership perceptions for prominent individuals. Our approach proxies knowledge representations for these individuals using high-dimensional semantic vectors derived from large-scale news media datasets. It then applies machine learning techniques to build a model that maps these vectors onto participant ratings of leadership effectiveness. This method greatly outperforms other approaches and achieves accuracy rates comparable to human participants in predicting leadership effectiveness judgments. Crucially, it relies on attributes and associations identified by established theories of leadership perception—notably implicit leadership theories—as guiding lay leadership perception. Thus, our model appears to have learnt the same implicit leadership cues as our human participants. In addition, we show that our approach can be used to not only predict leadership effectiveness judgments, but also to identify dimensions that people associate with effective leadership, as well as quantify the extent of this association for each dimension. We illustrate the broad applicability of our method by using it to predict leadership perceptions for over 6000 individuals in the public sphere, and to algorithmically uncover the particular traits, concepts, and attributes that people most strongly associate with effective leaders.</p></div>","PeriodicalId":48434,"journal":{"name":"Leadership Quarterly","volume":"33 5","pages":"Article 101535"},"PeriodicalIF":7.5,"publicationDate":"2022-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.leaqua.2021.101535","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77500502","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 19
Leadership in the digital era: A review of who, what, when, where, and why 数字时代的领导力:回顾谁、什么、何时、何地、为什么
IF 7.5 1区 管理学
Leadership Quarterly Pub Date : 2022-10-01 DOI: 10.1016/j.leaqua.2022.101634
George C. Banks , Shelley D. Dionne , Marianne Schmid Mast , Hiroki Sayama
{"title":"Leadership in the digital era: A review of who, what, when, where, and why","authors":"George C. Banks ,&nbsp;Shelley D. Dionne ,&nbsp;Marianne Schmid Mast ,&nbsp;Hiroki Sayama","doi":"10.1016/j.leaqua.2022.101634","DOIUrl":"10.1016/j.leaqua.2022.101634","url":null,"abstract":"<div><p>Leadership as a social influence process has always involved a complex set of phenomena that demands an interdisciplinary lens. Leadership scholarship has now entered into a digital era. In a digital era, the overall phenomenon is changing, as are the tools through which we study it, demanding a new “lens” through which we view leadership. Yet, this raises the question, to what extent is leadership different in a digital era? In acknowledgement of this trend, a special issue was commissioned at The Leadership Quarterly that sought to stimulate the imagination of leadership scholars and practitioners. In the current work, we begin with a brief review of who, what, when, where and why of digital leadership. We cover leadership in informal contexts (e.g., social media), generalization from face-to-face to virtual contexts, computational modeling, the leveraging of technology (e.g., machine learning; Big Data), as well methodological how-to guides. We then plot a path forward for leadership scholars in the dawn of the digital era.</p></div>","PeriodicalId":48434,"journal":{"name":"Leadership Quarterly","volume":"33 5","pages":"Article 101634"},"PeriodicalIF":7.5,"publicationDate":"2022-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1048984322000376/pdfft?md5=b794b741ecdf822c79558e8cbed40b80&pid=1-s2.0-S1048984322000376-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50166254","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 10
Using structural topic modeling to gain insight into challenges faced by leaders 使用结构主题建模来洞察领导者面临的挑战
IF 7.5 1区 管理学
Leadership Quarterly Pub Date : 2022-10-01 DOI: 10.1016/j.leaqua.2021.101576
Scott Tonidandel , Karoline M. Summerville , William A. Gentry , Stephen F. Young
{"title":"Using structural topic modeling to gain insight into challenges faced by leaders","authors":"Scott Tonidandel ,&nbsp;Karoline M. Summerville ,&nbsp;William A. Gentry ,&nbsp;Stephen F. Young","doi":"10.1016/j.leaqua.2021.101576","DOIUrl":"10.1016/j.leaqua.2021.101576","url":null,"abstract":"<div><p>This paper leverages technological and methodological advances in natural language processing to advance our understanding and approaches to leadership research by introducing structural topic models (STM) to researchers wanting to inductively code massive amounts of unstructured texts. Specifically, we illustrate the application of STM applied to a large corpus (N ≈ 8000) of unstructured text responses from a diverse sample of leaders to inductively generate a classification system of leader challenges and simultaneously examine whether the challenges being experienced by leaders covary with leader characteristics. Overall, we identify nine central leader challenges. Results indicate that certain leader challenges are more prevalent depending on the leader’s characteristics (e.g., gender), and that two challenges, Daily Management Activities and Communication, were significantly related to boss’ ratings of performance. We also highlight additional applications of this technique to aid leadership researchers who wish to inductively derive meaning from large amounts of unstructured texts.</p></div>","PeriodicalId":48434,"journal":{"name":"Leadership Quarterly","volume":"33 5","pages":"Article 101576"},"PeriodicalIF":7.5,"publicationDate":"2022-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77146654","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 15
Leaders’ influence on collective action: An identity leadership perspective 领导者对集体行动的影响:认同领导的视角
IF 7.5 1区 管理学
Leadership Quarterly Pub Date : 2022-08-01 DOI: 10.1016/j.leaqua.2022.101609
Nonhlanhla Khumalo , Kitty B. Dumont , Sven Waldzus
{"title":"Leaders’ influence on collective action: An identity leadership perspective","authors":"Nonhlanhla Khumalo ,&nbsp;Kitty B. Dumont ,&nbsp;Sven Waldzus","doi":"10.1016/j.leaqua.2022.101609","DOIUrl":"10.1016/j.leaqua.2022.101609","url":null,"abstract":"<div><p>What makes followers act collectively when called upon by their leaders? To answer this question, participants were randomly allocated to leader–follower relationships embedded either in a partisan group or a workgroup context; and the relationship between identity leadership and collective action through ingroup identification (Study 1: N = 293) or both ingroup identification and group-efficacy (Study 2: N = 338) were assessed. Based on the model of identity leadership, we predicted and found that identity leadership was positively related with intentions for collective action when called upon by the leader, both via ingroup identification and belief in group efficacy. As predicted, the social identity process for the effectiveness of identity leadership was more important in partisan groups than in workgroups. The efficacy related process was group context invariant. These results have implications for our understanding of group processes involved in the leadership in collective action.</p></div>","PeriodicalId":48434,"journal":{"name":"Leadership Quarterly","volume":"33 4","pages":"Article 101609"},"PeriodicalIF":7.5,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82340573","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Leader’s morality, prototypicality, and followers’ reactions 领导者的道德、典型和追随者的反应
IF 7.5 1区 管理学
Leadership Quarterly Pub Date : 2022-08-01 DOI: 10.1016/j.leaqua.2021.101596
Valeria Amata Giannella , Stefano Pagliaro , Manuela Barreto
{"title":"Leader’s morality, prototypicality, and followers’ reactions","authors":"Valeria Amata Giannella ,&nbsp;Stefano Pagliaro ,&nbsp;Manuela Barreto","doi":"10.1016/j.leaqua.2021.101596","DOIUrl":"10.1016/j.leaqua.2021.101596","url":null,"abstract":"<div><p>We examine the effects of moral (vs. competent) leadership on followers' leader evaluations and endorsement. In Study 1 (N = 157), followers evaluated a leader more negatively and endorsed them less when they failed on morality than competence. An indirect effect from leader morality to leader evaluation, through perceived group prototypicality emerged, demonstrating the identity-basis of this evaluation. In Studies 2 (N = 150), 3 (N = 297), and 4 (N = 192) participants considered incongruous situations in which the leader failed on morality but succeed on competence, or vice-versa. Followers expressed more negative evaluations and less endorsement of an immoral but competent leader than of a moral but incompetent leader, through group prototypicality. In Study 4, we manipulated group prototypicality. A leader considered prototypical of the group received worse evaluations when they behaved immorally, irrespective of their competence. Results contribute to the understanding of leader-followers dynamics.</p></div>","PeriodicalId":48434,"journal":{"name":"Leadership Quarterly","volume":"33 4","pages":"Article 101596"},"PeriodicalIF":7.5,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76917468","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Leader intention, misconduct and damaged relational follower identity: A moral decision making perspective 领导意图、不当行为与受损的关系型追随者认同:一个道德决策的视角
IF 7.5 1区 管理学
Leadership Quarterly Pub Date : 2022-08-01 DOI: 10.1016/j.leaqua.2020.101425
Phillip M. Jolly , Ksenia O. Krylova , James S. Phillips
{"title":"Leader intention, misconduct and damaged relational follower identity: A moral decision making perspective","authors":"Phillip M. Jolly ,&nbsp;Ksenia O. Krylova ,&nbsp;James S. Phillips","doi":"10.1016/j.leaqua.2020.101425","DOIUrl":"10.1016/j.leaqua.2020.101425","url":null,"abstract":"<div><p>We demonstrate the value of a moral decision making paradigm for investigating the effects of intention and harm on followers' reactions to leaders' wrongdoing. We also introduce damaged relational identity as a mediator of these effects. Participants were assigned to one of four conditions in which intention to harm and harm were manipulated. The study was conducted using a stochastic, incentivized economic game that involved real monetary consequences for the followers. The results indicated that intention to harm was the primary determinant of followers' withdrawal behavior while actual harm had no effect on withdrawal. A desire to punish the offending leader was influenced by both intention and harm. Damaged relational identity mediated the effect of intention on withdrawal behavior and punishment. In contrast, harm's effect on punishment was direct. We hope that our study stimulates additional research on leader misconduct using intention and identification processes as linchpins.</p></div>","PeriodicalId":48434,"journal":{"name":"Leadership Quarterly","volume":"33 4","pages":"Article 101425"},"PeriodicalIF":7.5,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.leaqua.2020.101425","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87415883","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Exemplifying “Us”: Integrating social identity theory of leadership with cognitive models of categorization 以“我们”为例:领导社会认同理论与分类认知模型的整合
IF 7.5 1区 管理学
Leadership Quarterly Pub Date : 2022-08-01 DOI: 10.1016/j.leaqua.2021.101517
David K. Sewell, Timothy Ballard, Niklas K. Steffens
{"title":"Exemplifying “Us”: Integrating social identity theory of leadership with cognitive models of categorization","authors":"David K. Sewell,&nbsp;Timothy Ballard,&nbsp;Niklas K. Steffens","doi":"10.1016/j.leaqua.2021.101517","DOIUrl":"10.1016/j.leaqua.2021.101517","url":null,"abstract":"<div><p>Identity leadership theorizing suggests that leadership effectiveness derives from a potential leader’s perceived ability to create, embody, promote, and embed a shared group identity. However, little is known about how people integrate this information to form a judgment of a leader. We use cognitive modeling to operationalize leadership judgments as exemplar-and prototype-based categorization processes. Analysis of attribute rating data for 80 highly recognizable Americans revealed that leadership judgments were well-characterized by an exemplar-based model. Judgments were based overwhelmingly on promoting shared collective interests and embedding group identity. The pattern of attribute weightings was consistent for judgments of a general leadership role (i.e., as a competent leader) as well as judgments for a specific leadership role (i.e., as an effective US president). We discuss the implications of these findings for our understanding of identity leadership as well as for integrated social-cognitive models of individuals’ judgements of and responses to leaders.</p></div>","PeriodicalId":48434,"journal":{"name":"Leadership Quarterly","volume":"33 4","pages":"Article 101517"},"PeriodicalIF":7.5,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.leaqua.2021.101517","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45431921","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
How being rooted in the past can shape the future: The role of social identity continuity in the wish for a strong leader 根植于过去如何塑造未来:社会身份的连续性在渴望一个强有力的领导者中的作用
IF 7.5 1区 管理学
Leadership Quarterly Pub Date : 2022-08-01 DOI: 10.1016/j.leaqua.2022.101608
Hema Preya Selvanathan, Charlie R. Crimston, Jolanda Jetten
{"title":"How being rooted in the past can shape the future: The role of social identity continuity in the wish for a strong leader","authors":"Hema Preya Selvanathan,&nbsp;Charlie R. Crimston,&nbsp;Jolanda Jetten","doi":"10.1016/j.leaqua.2022.101608","DOIUrl":"10.1016/j.leaqua.2022.101608","url":null,"abstract":"<div><p>Why do people support strong leaders? We examined the link between social identity continuity – the sense that a nation’s past, present, and future are interconnected – and the wish for a strong national leader. Drawing on a multi-country data set (Study 1:<!--> <em>N</em> = 6112) and a<!--> <!-->sample from Australia (Study 2:<!--> <em>N</em> = 621), Studies 1 and 2 showed that identity continuity was related to increased desire for a strong leader. Studies 3a (UK sample;<!--> <em>N</em> = 293) and 3b (US sample;<!--> <em>N</em> = 294) further showed that desired (not perceived) identity continuity was related to wish for a strong leader, suggesting that the key ingredient is the desire for continuity regardless of the perceived current levels of continuity. These findings suggest that people may want to preserve their national identity as a link to the past to face present and future challenges, even if it means forgoing democratic leadership.</p></div>","PeriodicalId":48434,"journal":{"name":"Leadership Quarterly","volume":"33 4","pages":"Article 101608"},"PeriodicalIF":7.5,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86767814","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Reconciling identity leadership and leader identity: A dual-identity framework 调和身份领导与领导身份:双重身份框架
IF 7.5 1区 管理学
Leadership Quarterly Pub Date : 2022-08-01 DOI: 10.1016/j.leaqua.2022.101620
S. Alexander Haslam , Amber M. Gaffney , Michael A. Hogg , David E. Rast III , Niklas K. Steffens
{"title":"Reconciling identity leadership and leader identity: A dual-identity framework","authors":"S. Alexander Haslam ,&nbsp;Amber M. Gaffney ,&nbsp;Michael A. Hogg ,&nbsp;David E. Rast III ,&nbsp;Niklas K. Steffens","doi":"10.1016/j.leaqua.2022.101620","DOIUrl":"10.1016/j.leaqua.2022.101620","url":null,"abstract":"<div><p>Research exploring the powerful links between leadership and identity has burgeoned in recent years but cohered around two distinct approaches. Research on <em>identity leadership</em>, the main focus of this special issue, sees leadership as a group process that centers on leaders’ ability to represent, advance, create and embed a social identity that they share with the collectives they lead—a sense of “us as a group”. Research on <em>leader identity</em> sees leadership as a process that is advanced by individuals who have a well-developed personal understanding of themselves as leaders—a sense of “me as a leader”. This article explores the nature and implications of these divergent approaches, focusing on their specification of profiles, processes, pathways, products, and philosophies that have distinct implications for theory and practice. We formalize our observations in a series of propositions and also outline a dual-identity framework with the potential to integrate the two approaches.</p></div>","PeriodicalId":48434,"journal":{"name":"Leadership Quarterly","volume":"33 4","pages":"Article 101620"},"PeriodicalIF":7.5,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50166711","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The pandemic that shocked managers across the world: The impact of the COVID-19 crisis on leadership behavior 震惊全球管理者的流行病:COVID-19 危机对领导行为的影响。
IF 9.1 1区 管理学
Leadership Quarterly Pub Date : 2022-06-13 DOI: 10.1016/j.leaqua.2022.101630
{"title":"The pandemic that shocked managers across the world: The impact of the COVID-19 crisis on leadership behavior","authors":"","doi":"10.1016/j.leaqua.2022.101630","DOIUrl":"10.1016/j.leaqua.2022.101630","url":null,"abstract":"<div><p>In March 2020, the COVID-19 virus turned into a pandemic that hit organizations globally. This pandemic qualifies as an exogenous shock. Based on the threat-rigidity hypothesis, we hypothesize that this shock led to an increase in directive leadership behavior. We also argue that this relationship depends on the magnitude of the crisis and on well-learned responses of managers. In our empirical analysis we employ a differences-in-differences design with treatment intensity and focus on the period of the first lockdown, March until June 2020. Using a dataset covering monthly data for almost 27,000 managers across 48 countries and 32 sectors for January 2019 to December 2020, we find support for the threat-rigidity hypothesis. During the first lockdown, directive leadership increased significantly. We also find that this relationship is moderated by COVID-19 deaths per country, the sectoral working from home potential, and the organizational level of management. Our findings provide new evidence how large exogenous shocks like COVID-19 can impact leadership behavior.</p></div>","PeriodicalId":48434,"journal":{"name":"Leadership Quarterly","volume":"35 5","pages":"Article 101630"},"PeriodicalIF":9.1,"publicationDate":"2022-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9189185/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39999630","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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