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Machine learning applications to personnel selection: Current illustrations, lessons learned, and future research 机器学习在人员选择中的应用:当前的例证、经验教训和未来的研究
2区 心理学 Q1 Business, Management and Accounting Pub Date : 2023-09-25 DOI: 10.1111/peps.12621
Michael A. Campion, Emily D. Campion
Abstract Machine learning (ML) may be the biggest innovative force in personnel selection since the invention of employment tests. As such, the purpose of this special issue was to draw out research from applied settings to supplement the work that appeared in academic journals. In this overview article, we aim to complement the special issue in five ways: (1) provide a brief tutorial on some ML concepts and illustrate the potential applications in selection, along with their strengths and weaknesses; (2) summarize findings of the four articles in the special issue and provide an independent appraisal of the strength of the evidence; (3) identify some of the less‐obvious lessons learned and other insights that researchers new to ML might not clearly recognize from reading the special issue; (4) present best practices at this stage of the knowledge in selection; and (5) propose recommendations for future needed research based on the articles in the special issue and the current state of the science.
摘要机器学习(ML)可能是自就业测试发明以来人才选择领域最大的创新力量。因此,这期特刊的目的是从应用环境中提取研究,以补充出现在学术期刊上的工作。在这篇概述文章中,我们的目标是通过五种方式来补充这个特殊问题:(1)提供一些ML概念的简短教程,并说明选择中的潜在应用,以及它们的优缺点;(2)总结特刊中四篇文章的发现,并对证据的强度进行独立评估;(3)识别一些不太明显的经验教训和其他见解,这些见解是ML新手研究人员在阅读特刊时可能无法清楚认识到的;(4)在选择知识的这一阶段提出最佳做法;(5)结合特刊文章和科学现状,提出今后需要进行的研究建议。
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引用次数: 0
The power of experiments: Decision making in a data‐driven world By MichaelLuca, Max H.Bazerman, Cambridge, Massachusetts, USA: The MIT Press, 2021, 232 pp, $19.95, paperback 《实验的力量:数据驱动世界中的决策》作者:MichaelLuca, Max H.Bazerman,美国马萨诸塞州剑桥市:麻省理工学院出版社,2021年,232页,19.95美元,平装本
2区 心理学 Q1 Business, Management and Accounting Pub Date : 2023-09-21 DOI: 10.1111/peps.12619
Egor Bronnikov
Personnel PsychologyEarly View BOOK REVIEW The power of experiments: Decision making in a data-driven world By Michael Luca, Max H. Bazerman, Cambridge, Massachusetts, USA: The MIT Press, 2021, 232 pp, $19.95, paperback Egor Bronnikov, Corresponding Author Egor Bronnikov [email protected] orcid.org/0000-0001-5279-5835 Microeconomics and Public Economics Department, School of Business and Economics, Maastricht University, Maastricht, Limburg, The Netherlands Department of Economics, Faculty of Arts and Sciences, Harvard University, Cambridge, Massachusetts, USA Correspondence Egor Bronnikov, Doctoral Researcher & Research Assistant, Microeconomics and Public Economics Department, School of Business and Economics, Maastricht University, Maastricht, Limburg, The Netherlands. Email: [email protected]Search for more papers by this author Egor Bronnikov, Corresponding Author Egor Bronnikov [email protected] orcid.org/0000-0001-5279-5835 Microeconomics and Public Economics Department, School of Business and Economics, Maastricht University, Maastricht, Limburg, The Netherlands Department of Economics, Faculty of Arts and Sciences, Harvard University, Cambridge, Massachusetts, USA Correspondence Egor Bronnikov, Doctoral Researcher & Research Assistant, Microeconomics and Public Economics Department, School of Business and Economics, Maastricht University, Maastricht, Limburg, The Netherlands. Email: [email protected]Search for more papers by this author First published: 21 September 2023 https://doi.org/10.1111/peps.12619Read the full textAboutPDF ToolsRequest permissionExport citationAdd to favoritesTrack citation ShareShare Give accessShare full text accessShare full-text accessPlease review our Terms and Conditions of Use and check box below to share full-text version of article.I have read and accept the Wiley Online Library Terms and Conditions of UseShareable LinkUse the link below to share a full-text version of this article with your friends and colleagues. Learn more.Copy URL Share a linkShare onEmailFacebookTwitterLinkedInRedditWechat No abstract is available for this article. REFERENCES Gneezy, U. (2023). Mixed signals: How incentives really work. Yale University Press. List, J. A. (2022). The voltage effect: How to make good ideas great and great ideas scale. Currency. Milkman, K. L., Gandhi, L., Patel, M. S., Graci, H. N., Gromet, D. M., Ho, H., Kay, J. S., Lee, T. W., Rothschild, J., Bogard, J. E., Brody, I., Chabris, C. F., Chang, E., Chapman, G. B., Dannals, J. E., Goldstein, N. J., Goren, A., Hershfield, H., Hirsch, A., … & Duckworth, A. L. (2022). A 680,000-person megastudy of nudges to encourage vaccination in pharmacies. Proceedings of the National Academy of Sciences, 119(6), e2115126119, https://doi.org/10.1073/pnas.2115126119 Milkman, K. L., Gromet, D., Ho, H., Kay, J. S., Lee, T. W., Pandiloski, P., Park, Y., Rai, A., Bazerman, M., Beshears, J., Bonacorsi, L., Camerer, C., Chang, E., Chapman, G., Cialdini, R., Dai, H., Eskreis-Win
《实验的力量:数据驱动世界中的决策》作者:Michael Luca, Max H. Bazerman, Cambridge, Massachusetts, USA麻省理工学院出版社,2021年,232页,19.95美元,平装Egor Bronnikov,通讯作者Egor Bronnikov [email protected] orcid.org/0000-0001-5279-5835微观经济学和公共经济系,商业和经济学院,马斯特里赫特大学,马斯特里赫特,林堡,荷兰,哈佛大学经济学系,艺术和科学学院,剑桥,马萨诸塞州,美国通信Egor Bronnikov,博士研究员和研究助理荷兰,林堡,马斯特里赫特,马斯特里赫特大学经济与商业学院微观经济学和公共经济系。电子邮件:[email protected]搜索本文作者Egor Bronnikov的更多论文,通讯作者Egor Bronnikov [email protected] orcid.org/0000-0001-5279-5835荷兰马斯特里赫特大学商业与经济学院微观经济学与公共经济系美国马萨诸塞州剑桥市哈佛大学文理学院经济系通讯Egor Bronnikov博士研究员兼研究助理荷兰,林堡,马斯特里赫特,马斯特里赫特大学经济与商业学院微观经济学和公共经济系。邮箱:[Email protected]搜索该作者的更多论文首次发表:2023年9月21日https://doi.org/10.1111/peps.12619Read全文taboutpdf ToolsRequest permissionExport citationAdd to favoritesTrack citation ShareShare给予accessShare全文accessShare全文accessShare全文accessShare请查看我们的使用条款和条件,并勾选下面的复选框共享文章的全文版本。我已经阅读并接受了Wiley在线图书馆使用共享链接的条款和条件,请使用下面的链接与您的朋友和同事分享本文的全文版本。学习更多的知识。复制URL共享链接共享一个emailfacebooktwitterlinkedinreddit微信本文无摘要参考文献Gneezy, U.(2023)。混杂的信号:激励机制如何真正起作用?耶鲁大学出版社。李斯特,j.a.(2022)。电压效应:如何让好想法变得伟大,而伟大的想法会扩大规模。货币。米尔科曼,k.l.,甘地,帕特尔,m.s.,格拉西,h.n.,格罗梅特,d.m.,何,H,凯,j.s.,李,t.w.,罗斯柴尔德,J,波加德,j.e.,布罗迪,I,查布里斯,c.f., Chang, E,查普曼,g.b., Dannals, j.e.,戈尔茨坦,n.j.,戈伦,A,赫什菲尔德,H,赫希,A,…&达克沃斯,a.l.(2022)。一项68万人参与的大型研究鼓励药房接种疫苗。美国国家科学院院刊,119(6),e2115126119, https://doi.org/10.1073/pnas.2115126119 Milkman, K. L., Gromet, D., Ho, H., Kay, J. S, Lee, T. W., Pandiloski, P., Park, Y., Rai, A., Bazerman, M., Beshears, J., Bonacorsi, L., Camerer, C., Chang, E., Chapman, G., Cialdini, R., Dai, H., Eskreis-Winkler, L., Fishbach, A., Gross, J. J.,和Duckworth, A. L.(2021)。大型研究提高了应用行为科学的影响力。自然,600(7889),478-483。https://doi.org/10.1038/s41586-021-04128-4 ØStbye, T., & Rochon, J.(1993)。作为教学练习的早期“临床试验”:但以理书1.1-15(1.1-20)。医学教育,27(1),97-101。https://doi.org/10.1111/j.1365-2923.1993.tb00236.x Thomke, s.h.(2020)。实验有效:商业实验的惊人力量。哈佛商业出版社。在问题包含之前的早期视图在线版本的记录参考信息
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引用次数: 0
Book Review: Flexible working practices and approaches 书评:灵活的工作实践和方法
2区 心理学 Q1 Business, Management and Accounting Pub Date : 2023-09-14 DOI: 10.1111/peps.12620
Joseph J. Mazzola
Personnel PsychologyEarly View BOOK REVIEW Book Review: Flexible working practices and approaches Joseph J. Mazzola, Corresponding Author Joseph J. Mazzola [email protected] Meredith College, Raleigh, North Carolina, USA Correspondence Joseph J. Mazzola, Meredith College, Raleigh, NC, USA. Email: [email protected]Search for more papers by this author Joseph J. Mazzola, Corresponding Author Joseph J. Mazzola [email protected] Meredith College, Raleigh, North Carolina, USA Correspondence Joseph J. Mazzola, Meredith College, Raleigh, NC, USA. Email: [email protected]Search for more papers by this author First published: 14 September 2023 https://doi.org/10.1111/peps.12620Read the full textAboutPDF ToolsRequest permissionExport citationAdd to favoritesTrack citation ShareShare Give accessShare full text accessShare full-text accessPlease review our Terms and Conditions of Use and check box below to share full-text version of article.I have read and accept the Wiley Online Library Terms and Conditions of UseShareable LinkUse the link below to share a full-text version of this article with your friends and colleagues. Learn more.Copy URL Share a linkShare onEmailFacebookTwitterLinkedInRedditWechat No abstract is available for this article. Early ViewOnline Version of Record before inclusion in an issue RelatedInformation
人事心理学年鉴书评书评:灵活的工作实践和方法,通讯作者Joseph J. Mazzola [email protected]美国北卡罗来纳州罗利梅雷迪思学院通讯Joseph J. Mazzola美国北卡罗来纳州罗利梅雷迪思学院Email: [Email protected]搜索本文作者Joseph J. Mazzola的更多论文,通讯作者Joseph J. Mazzola [Email protected]美国北卡罗来纳州罗利梅雷迪思学院通讯Joseph J. Mazzola,美国北卡罗来纳州罗利梅雷迪思学院邮箱:[Email protected]搜索该作者的更多论文首次发表:2023年9月14日https://doi.org/10.1111/peps.12620Read全文taboutpdf ToolsRequest permissionExport citationAdd to favoritesTrack citation ShareShare给予accessShare全文accessShare全文accessShare全文accessShare请查看我们的使用条款和条件,并勾选下面的复选框共享文章的全文版本。我已经阅读并接受了Wiley在线图书馆使用共享链接的条款和条件,请使用下面的链接与您的朋友和同事分享本文的全文版本。学习更多的知识。复制URL共享链接共享一个emailfacebooktwitterlinkedinreddit微信本文无摘要在包含问题之前的早期视图在线记录版本相关信息
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引用次数: 0
Unpacking the nonlinear effect of self‐efficacy in entrepreneurship: Why and under which condition more is not better 剖析自我效能在创业中的非线性效应:为什么以及在什么条件下越多越好
2区 心理学 Q1 Business, Management and Accounting Pub Date : 2023-09-11 DOI: 10.1111/peps.12618
Marilyn A. Uy, Shuhua Sun, Michael M. Gielnik, Gabriel Henry Jacob, John Luis D. Lagdameo, Armando G. Miclat, Enrico C. Osi
Abstract Self‐efficacy exerts a positive impact on several self‐regulatory functions to support goal accomplishment and performance. However, in contexts that are characterized by uncertainty and ambiguity, such as entrepreneurship, there might be a tipping point to this relationship, prompting calls for deeper investigations on the nonlinear effect. In particular, the underlying mechanisms explaining why and when the nonlinear effect occurs are unclear. Drawing on theories of self‐regulation, we examine the nonlinear effect of entrepreneurial self‐efficacy on venture goal progress through the entrepreneur's active feedback‐seeking and venture effort. We also propose that the entrepreneur's state error mastery orientation moderates the nonlinear effect. Conducting a six‐wave repeated measures study among 84 early‐stage entrepreneurs in a business accelerator in the Philippines, we use a within‐person approach to test our hypotheses and research model. Results suggest that self‐regulatory mechanisms in terms of feedback seeking, effort, and state error mastery orientation help to unpack why and when self‐efficacy exerts a nonlinear effect on performance outcomes.
自我效能感对支持目标实现和绩效的若干自我调节功能产生积极影响。然而,在以不确定性和模糊性为特征的环境中,例如企业家精神,这种关系可能存在一个临界点,这促使人们对非线性效应进行更深入的研究。特别是,解释非线性效应发生的原因和时间的潜在机制尚不清楚。利用自我调节理论,我们通过企业家的主动反馈寻求和创业努力来考察企业家自我效能对创业目标进展的非线性影响。企业家的状态误差掌握取向对非线性效应有调节作用。我们对菲律宾一家企业加速器中的84名早期企业家进行了六波重复测量研究,采用了人内方法来检验我们的假设和研究模型。结果表明,在反馈寻求、努力和状态错误掌握取向方面的自我调节机制有助于解释自我效能对绩效结果产生非线性影响的原因和时间。
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引用次数: 0
Organization‐investor fit: The role of temporal preferences in shaping investor attraction and organizational performance 组织投资者匹配:时间偏好在塑造投资者吸引力和组织绩效中的作用
IF 5.5 2区 心理学 Q1 Business, Management and Accounting Pub Date : 2023-09-02 DOI: 10.1111/peps.12617
Daniel L. Gamache, John R. Busenbark, Adam L. Steinbach, Eric Y. Lee, James Matusik
Fit is an essential consideration for organizations, and extensive research has explored its various types. We build on and extend fit research by advancing an important form of fit—organization‐investor (O‐I) fit, which reflects the compatibility between an organization and its investors. We argue that investors tend to be attracted to organizations whose preferences already “fit” their own and, in so doing, provide a relational perspective to the corporate governance literature that often views the relationship between investors and organizational managers as purely transactional. We focus on the fit of one of the most important factors shaping both organizational and investor behavior––temporal preferences. Specifically, we argue that investors are attracted to firms that fit with their temporal preferences and that high O‐I fit leads to better organizational performance. We tested our hypotheses in a longitudinal archival study of S&P 500 firms and supplemented these findings with two experiments. Together, we find strong support for our hypotheses. Our study showcases the critical role of O‐I fit in shaping the makeup of an organization's investors and its subsequent performance, suggesting the value for scholars, managers, and investors to consider the mutual benefits offered by fit in these relationships.
适合性是组织的一个重要考虑因素,广泛的研究已经探索了它的各种类型。我们在拟合研究的基础上,通过提出一种重要的拟合形式——组织投资者(O‐I)拟合来扩展拟合研究,这反映了组织与其投资者之间的兼容性。我们认为,投资者往往会被那些偏好已经“适合”自己的组织所吸引,并在这样做的过程中,为公司治理文献提供了一个关系视角,该文献通常将投资者和组织经理之间的关系视为纯粹的交易关系。我们关注的是影响组织和投资者行为的最重要因素之一——时间偏好的适合性。具体而言,我们认为投资者被符合他们时间偏好的公司所吸引,高O‐I适合度会带来更好的组织绩效。我们在对标准普尔500指数成分股公司的纵向档案研究中检验了我们的假设,并用两个实验补充了这些发现。我们共同发现了对我们的假设的有力支持。我们的研究展示了O‐I fit在塑造组织投资者构成及其后续绩效方面的关键作用,表明学者、管理者和投资者在这些关系中考虑fit带来的共同利益的价值。
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引用次数: 0
Be Data Literate: The Data Literacy Skills Everyone Needs to Succeed By JordanMorrow, Kogan Page, 2021, 215 pp, $15.99 成为数据素养:每个人都需要成功的数据素养技能,作者:JordanMorrow, Kogan Page, 2021, 215页,15.99美元
IF 5.5 2区 心理学 Q1 Business, Management and Accounting Pub Date : 2023-08-09 DOI: 10.1111/peps.12616
Brad Ward
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引用次数: 2
The many faces of entrepreneurial loneliness 创业孤独的多重面貌
IF 5.5 2区 心理学 Q1 Business, Management and Accounting Pub Date : 2023-08-08 DOI: 10.1111/peps.12614
Melissa S. Cardon, Rebecca P. Arwine
Loneliness, involving a complex set of feelings that occurs when social needs are not adequately met, has been described as a worldwide modern epidemic. Despite its infiltration into all occupations, loneliness may be especially problematic for those in extreme occupations, such as entrepreneurs, who deal with acute levels of uncertainty, resource constraints, responsibility, and time pressure. Disparate prior findings suggest that entrepreneurs may be especially prone to loneliness, less prone to loneliness, or that they may have unique coping mechanisms that allow them to effectively manage loneliness. This conflicting evidence suggests that we have an incomplete understanding of loneliness within entrepreneurship, specifically, and extreme occupational contexts more generally. Integrating literature on loneliness, well‐being, and entrepreneurship, we conduct a qualitative, inductive study analyzing over 9000 Reddit posts drawn from online entrepreneurship communities where individuals seek and offer advice on how to address entrepreneurial loneliness. In applying appraisal theory to interpret our findings, we discover that whereas some entrepreneurs experience loneliness as threatening and harmful, others experience loneliness as positive or irrelevant, contrary to existing literature that points to loneliness as wholly negative. As such, we uncover several different processes through which entrepreneurs appraise and cope with their loneliness, as well as occupationally unique outcomes for entrepreneurs if loneliness is not coped with effectively. Our findings and emergent theoretical model of the loneliness process in this extreme occupation have important implications for research and practice regarding loneliness, well‐being, and the psychological and mental health of entrepreneurs.
孤独是一种复杂的感觉,当社会需求没有得到充分满足时,就会产生这种感觉,它被描述为一种世界范围的现代流行病。尽管孤独渗透到所有职业中,但对于那些极端职业的人来说,孤独可能尤其是个问题,比如企业家,他们要处理严重的不确定性、资源限制、责任和时间压力。先前不同的研究结果表明,企业家可能特别容易感到孤独,也可能不太容易感到孤独,或者他们可能有独特的应对机制,使他们能够有效地管理孤独。这些相互矛盾的证据表明,我们对创业中的孤独感,特别是对极端职业环境中的孤独感,了解不完全。整合有关孤独、幸福感和创业精神的文献,我们进行了一项定性、归纳研究,分析了来自在线创业社区的9000多条Reddit帖子,在这些社区中,个人寻求并提供如何解决创业孤独的建议。在运用评估理论解释我们的研究结果时,我们发现,尽管一些企业家认为孤独是威胁和有害的,但另一些人则认为孤独是积极的或无关紧要的,这与现有文献指出孤独是完全消极的相反。因此,我们发现了企业家评估和应对孤独的几个不同过程,以及如果孤独没有得到有效应对,企业家的职业独特结果。我们的研究结果和新兴的关于这种极端职业中孤独过程的理论模型对关于孤独、幸福感以及企业家心理和心理健康的研究和实践具有重要意义。
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引用次数: 1
Entrepreneur weirdness as a double‐edged sword: Effects on product creativity and investor attraction 企业家的怪癖是一把双刃剑:对产品创造力和投资者吸引力的影响
IF 5.5 2区 心理学 Q1 Business, Management and Accounting Pub Date : 2023-08-02 DOI: 10.1111/peps.12613
Jun‐Yeob Kim, Emily J. Grijalva, Daniel A. Newman, Yong Li
Many iconic entrepreneurs have been celebrated for being unapologetically weird. Using pitches collected from the TV show Shark Tank, we seek to unpack the link between entrepreneur weirdness and investor interest (i.e., number of bidders) in the context of securing investor funding. Integrating Wood and colleagues’ (2007) theory of non‐normativity with Amabile's (1983, 1996) componential theory of creativity, we propose that weirdness, as a form of non‐normativity, yields both positive and negative outcomes for entrepreneurs through two distinct pathways. Specifically, the weirdness advantage operates through entrepreneur creativity, whereas the weirdness liability operates through lower entrepreneur competence. Our empirical analyses of non‐normativity suggest that entrepreneur weirdness indeed is a double‐edged sword. Further, we propose that entrepreneur warmth (being friendly and good natured) moderates both weirdness effects, by strengthening the positive effect on entrepreneur creativity and dampening the negative effect on entrepreneur competence. Implications of the advantages and disadvantages of entrepreneur weirdness are discussed.
许多标志性的企业家都因其无可辩驳的怪异而闻名。利用从电视节目《创智赢家》(Shark Tank)中收集的宣传资料,我们试图在获得投资者资金的背景下,解开企业家古怪行为与投资者兴趣(即竞标者数量)之间的联系。将Wood及其同事(2007)的非规范性理论与Amabile(1983、1996)的创造力成分理论相结合,我们提出,作为非规范性的一种形式,怪诞性通过两种不同的途径对企业家产生积极和消极的结果。具体来说,怪异优势通过企业家的创造力发挥作用,而怪异劣势通过企业家较低的能力发挥作用。我们对非规范性的实证分析表明,企业家的怪异行为确实是一把双刃剑。此外,我们提出企业家热情(友好和善良)通过加强对企业家创造力的积极影响和抑制对企业家能力的消极影响来调节这两种怪异效应。讨论了企业家怪异行为的利弊。
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引用次数: 0
Improving measurement and prediction in personnel selection through the application of machine learning 通过应用机器学习改进人员选择的测量和预测
IF 5.5 2区 心理学 Q1 Business, Management and Accounting Pub Date : 2023-07-14 DOI: 10.1111/peps.12608
Nick Koenig, Scott Tonidandel, I. Thompson, Betsy H. Albritton, Farshad Koohifar, Georgi P. Yankov, Andrew Speer, Jay H. Hardy, Carter Gibson, Chris Frost, Mengqiao Liu, Denver McNeney, John Capman, Shane Lowery, M. Kitching, Anjali Nimbkar, Anthony Boyce, Tianjun Sun, Feng Guo, Hanyi Min, Bo Zhang, Logan Lebanoff, Henry Phillips, Charles Newton
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引用次数: 2
Affiliation‐based hiring in startups and the origins of organizational diversity 创业公司基于隶属关系的招聘与组织多样性的起源
IF 5.5 2区 心理学 Q1 Business, Management and Accounting Pub Date : 2023-07-12 DOI: 10.1111/peps.12612
R. Brymer, Vera Rocha
Multiple imperatives call for more diversity in organizations, yet we know surprisingly little about why some organizations become more diverse than others. We focus on the early stages of organizations—the composition of founding teams (FTs) and the evolution of subsequent hiring practices, namely the prominence of finding new employees via founders’ prior employer and educational affiliations. Drawing upon theories of entrepreneurial resource mobilization and attraction–selection–attrition (ASA), we argue that FTs with common professional ties imprint post-founding hiring routines by making affiliation-based hiring (ABH) a more prominent practice to select new personnel. We posit that, although ABH fades quickly after founding, using this hiring strategy in the early stages of an organization shapes its trajectory for diversity and contributes to workforce homogenization in several dimensions as new firms mature. Using a mixed-methods approach combining large-scale employer–employee linked data from Denmark and in-depth surveys with founders from the US and UK, we find robust support for our theory and provide novel insights to the hiring processes in entrepreneurial firms. Our work advances our understanding of the enigmatic origins
多种需求要求组织更加多样化,然而我们对为什么有些组织比其他组织更加多样化知之甚少。我们关注组织的早期阶段——创始团队(FTs)的组成和随后招聘实践的演变,即通过创始人以前的雇主和教育机构寻找新员工的重要性。根据创业资源动员和吸引-选择-流失(ASA)理论,我们认为,具有共同职业关系的创业公司通过使基于从属关系的招聘(ABH)成为选择新员工的更突出实践,从而在成立后的招聘惯例中留下印记。我们认为,尽管ABH在成立后很快就会消失,但在组织的早期阶段使用这种招聘策略可以塑造其多元化的轨迹,并在新公司成熟时在几个方面促进劳动力同质化。采用混合方法,结合来自丹麦的大规模雇主-雇员关联数据和对美国和英国创始人的深入调查,我们发现了对我们理论的有力支持,并为创业型公司的招聘流程提供了新颖的见解。我们的工作促进了我们对神秘起源的理解
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引用次数: 1
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Personnel Psychology
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