Pub Date : 2024-11-01Epub Date: 2024-05-30DOI: 10.1037/apl0001200
Mingyu Li, T Bradford Bitterly
As organizations continue to supplement and replace human management with artificial intelligence (AI), it is essential that we understand the factors that influence employees' trust in AI management. Across one preregistered field study, where we survey 400 delivery riders in Mainland China, and three preregistered experiments (total N = 2,350), we find that AI management is perceived as less benevolent than human management. Given that benevolence is an important antecedent of trust in leaders, this perception has a negative effect on trust in AI management, even when controlling for perceived ability and integrity. Employees prefer human management to AI management in high empathy demand contexts, where individuals seek management that can empathize and experience the emotions that they are feeling, as opposed to low empathy demand contexts. These findings deepen our understanding of trust and provide important theoretical and practical insights on the implementation and adoption of AI management. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
随着企业不断用人工智能(AI)来补充和取代人力管理,我们有必要了解影响员工对人工智能管理信任度的因素。通过一项预先登记的实地研究(我们在中国大陆调查了400名外卖骑手)和三项预先登记的实验(总人数=2350人),我们发现人工智能管理被认为不如人力管理仁慈。鉴于 "仁慈 "是信任领导者的一个重要先决条件,即使控制了感知能力和诚信度,这种感知也会对人工智能管理的信任度产生负面影响。在移情需求较高的情况下,员工更倾向于人力管理,而不是人工智能管理;在移情需求较低的情况下,员工更倾向于寻求能够与自己产生共鸣并体验自己情绪的管理者。这些发现加深了我们对信任的理解,并为人工智能管理的实施和采用提供了重要的理论和实践启示。(PsycInfo Database Record (c) 2024 APA, 版权所有)。
{"title":"How perceived lack of benevolence harms trust of artificial intelligence management.","authors":"Mingyu Li, T Bradford Bitterly","doi":"10.1037/apl0001200","DOIUrl":"10.1037/apl0001200","url":null,"abstract":"<p><p>As organizations continue to supplement and replace human management with artificial intelligence (AI), it is essential that we understand the factors that influence employees' trust in AI management. Across one preregistered field study, where we survey 400 delivery riders in Mainland China, and three preregistered experiments (total <i>N</i> = 2,350), we find that AI management is perceived as less benevolent than human management. Given that benevolence is an important antecedent of trust in leaders, this perception has a negative effect on trust in AI management, even when controlling for perceived ability and integrity. Employees prefer human management to AI management in high empathy demand contexts, where individuals seek management that can empathize and experience the emotions that they are feeling, as opposed to low empathy demand contexts. These findings deepen our understanding of trust and provide important theoretical and practical insights on the implementation and adoption of AI management. (PsycInfo Database Record (c) 2024 APA, all rights reserved).</p>","PeriodicalId":15135,"journal":{"name":"Journal of Applied Psychology","volume":" ","pages":"1794-1816"},"PeriodicalIF":9.4,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141179681","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-01Epub Date: 2024-05-30DOI: 10.1037/apl0001192
Bailey Bigelow, Jason Kautz, Nichelle C Carpenter, T Brad Harris
To investigate research questions surrounding workplace deviance, scholars have primarily applied variable-centered approaches, such as overall deviance measures or those that separate interpersonal deviance and organizational deviance. These approaches, however, ignore that individuals might employ more complex combinations of deviance behaviors that do not fit neatly within the existing variable frameworks. The present study explores whether person-centered deviance classes emerge in a comprehensive database of the prior studies. We then investigated whether these classes showed differences in antecedents and correlates in an independent sample of working adults from multiple industries. In Study 1, a multilevel latent class analysis of 20 independent samples and 6,218 individuals revealed five classes of workplace deviance, thus providing preliminary support for a person-centered approach. In Study 2, a time-lagged sample of 553 individuals showed the emergence of five classes that largely reflected the patterns found in Study 1. Study 2 points to meaningful differences between classes of deviance behaviors and antecedents, including abusive supervision, Openness, Conscientiousness, Agreeableness, Emotional Stability, and psychological entitlement; classes are also uniquely associated with correlates such as organizational citizenship behaviors, turnover intentions, job performance, and job satisfaction. Altogether, this work is an important first step toward understanding workplace deviance with a person-centered lens. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
{"title":"A person-centered approach to behaving badly at work: An examination of workplace deviance patterns.","authors":"Bailey Bigelow, Jason Kautz, Nichelle C Carpenter, T Brad Harris","doi":"10.1037/apl0001192","DOIUrl":"10.1037/apl0001192","url":null,"abstract":"<p><p>To investigate research questions surrounding workplace deviance, scholars have primarily applied variable-centered approaches, such as overall deviance measures or those that separate interpersonal deviance and organizational deviance. These approaches, however, ignore that individuals might employ more complex combinations of deviance behaviors that do not fit neatly within the existing variable frameworks. The present study explores whether person-centered deviance classes emerge in a comprehensive database of the prior studies. We then investigated whether these classes showed differences in antecedents and correlates in an independent sample of working adults from multiple industries. In Study 1, a multilevel latent class analysis of 20 independent samples and 6,218 individuals revealed five classes of workplace deviance, thus providing preliminary support for a person-centered approach. In Study 2, a time-lagged sample of 553 individuals showed the emergence of five classes that largely reflected the patterns found in Study 1. Study 2 points to meaningful differences between classes of deviance behaviors and antecedents, including abusive supervision, Openness, Conscientiousness, Agreeableness, Emotional Stability, and psychological entitlement; classes are also uniquely associated with correlates such as organizational citizenship behaviors, turnover intentions, job performance, and job satisfaction. Altogether, this work is an important first step toward understanding workplace deviance with a person-centered lens. (PsycInfo Database Record (c) 2024 APA, all rights reserved).</p>","PeriodicalId":15135,"journal":{"name":"Journal of Applied Psychology","volume":" ","pages":"1742-1764"},"PeriodicalIF":9.4,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141179679","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-01Epub Date: 2024-07-11DOI: 10.1037/apl0001193
Zhenyu Liao, Nan Wang, Jinlong Zhu, Tingting Chen, Russell E Johnson
Social exchange- and social identity-based mechanisms have been commonly juxtaposed as two pivotal proxies of the relational approach for studying organizational justice. Despite their distinct theoretical roots, less is known about whether and how these two proximal mechanisms complement one another in accounting for justice effects on key outcomes. Tracing back to their disparate fundamental premises-"reciprocity" underpinning social exchanges and "oneness" underpinning identity construction-we attempt to disentangle the relative mediating effects of these two mechanisms. Our empirical testing hinges on one meta-analytic study with 105 independent samples (N = 29,868), coupled with one preregistered experience-sampling study with 1,941 cross-day observations over 3 weeks from 147 subordinate-supervisor pairs. Overall, we find that exchange-based mechanisms account for more of the indirect effect of justice on task performance, whereas identity-based mechanisms (particularly interdependent identity) account for more of the indirect effect of justice on counterproductive work behavior. Regarding the indirect effect on organizational citizenship behavior, identity-based mechanisms (particularly positive self-evaluations) and exchange-based mechanisms respectively present great utility between the two studies. By providing nuanced insight into the complementary yet distinct nature of these two prominent mechanisms, our research encourages a more granular theoretical approach for studying organizational justice effects. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
{"title":"Disentangling the relational approach to organizational justice: Meta-analytic and field tests of distinct roles of social exchange and social identity.","authors":"Zhenyu Liao, Nan Wang, Jinlong Zhu, Tingting Chen, Russell E Johnson","doi":"10.1037/apl0001193","DOIUrl":"10.1037/apl0001193","url":null,"abstract":"<p><p>Social exchange- and social identity-based mechanisms have been commonly juxtaposed as two pivotal proxies of the relational approach for studying organizational justice. Despite their distinct theoretical roots, less is known about whether and how these two proximal mechanisms complement one another in accounting for justice effects on key outcomes. Tracing back to their disparate fundamental premises-\"reciprocity\" underpinning social exchanges and \"oneness\" underpinning identity construction-we attempt to disentangle the relative mediating effects of these two mechanisms. Our empirical testing hinges on one meta-analytic study with 105 independent samples (<i>N</i> = 29,868), coupled with one preregistered experience-sampling study with 1,941 cross-day observations over 3 weeks from 147 subordinate-supervisor pairs. Overall, we find that exchange-based mechanisms account for more of the indirect effect of justice on task performance, whereas identity-based mechanisms (particularly interdependent identity) account for more of the indirect effect of justice on counterproductive work behavior. Regarding the indirect effect on organizational citizenship behavior, identity-based mechanisms (particularly positive self-evaluations) and exchange-based mechanisms respectively present great utility between the two studies. By providing nuanced insight into the complementary yet distinct nature of these two prominent mechanisms, our research encourages a more granular theoretical approach for studying organizational justice effects. (PsycInfo Database Record (c) 2024 APA, all rights reserved).</p>","PeriodicalId":15135,"journal":{"name":"Journal of Applied Psychology","volume":" ","pages":"1716-1741"},"PeriodicalIF":9.4,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141590416","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-01Epub Date: 2024-07-18DOI: 10.1037/apl0001201
David Hagmann, Julia A Minson, Catherine H Tinsley
Lack of trust is a key barrier to collaboration in organizations and is exacerbated in contexts when employees subscribe to different ideological beliefs. Across five preregistered experiments, we find that people judge ideological opponents as more trustworthy when opposing opinions are expressed through a self-revealing personal narrative than through either data or stories about third parties-even when the content of the messages is carefully controlled to be consistent. Trust does not suffer when explanations grounded in self-revealing personal narratives are augmented with data, suggesting that our results are not driven by quantitative aversion. Perceptions of trustworthiness are mediated by the speaker's apparent vulnerability and are greater when the self-revelation is of a more sensitive nature. Consequently, people are more willing to collaborate with ideological opponents who support their views by embedding data in a self-revealing personal narrative, rather than relying on data-only explanations. We discuss the implications of these results for future research on trust as well as for organizational practice. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
缺乏信任是组织合作的一个关键障碍,而在员工认同不同意识形态信仰的情况下,这种障碍会更加严重。在五个预先登记的实验中,我们发现,当人们通过自我揭示的个人叙述表达反对意见时,比通过数据或第三方故事表达反对意见时,人们会认为意识形态上的对手更值得信任--即使信息内容经过仔细控制以保持一致。当以自我揭示的个人叙述为基础的解释辅以数据时,信任度并不会受到影响,这表明我们的结果并不是由数量厌恶驱动的。对可信度的感知受说话者明显的脆弱性的影响,当自我揭示的性质更敏感时,对可信度的感知会更强。因此,如果意识形态的反对者通过在自我揭示的个人叙述中嵌入数据来支持自己的观点,而不是仅仅依靠数据来解释,那么人们会更愿意与他们合作。我们将讨论这些结果对未来信任研究以及组织实践的影响。(PsycInfo Database Record (c) 2024 APA, 版权所有)。
{"title":"Personal narratives build trust across ideological divides.","authors":"David Hagmann, Julia A Minson, Catherine H Tinsley","doi":"10.1037/apl0001201","DOIUrl":"10.1037/apl0001201","url":null,"abstract":"<p><p>Lack of trust is a key barrier to collaboration in organizations and is exacerbated in contexts when employees subscribe to different ideological beliefs. Across five preregistered experiments, we find that people judge ideological opponents as more trustworthy when opposing opinions are expressed through a self-revealing personal narrative than through either data or stories about third parties-even when the content of the messages is carefully controlled to be consistent. Trust does not suffer when explanations grounded in self-revealing personal narratives are augmented with data, suggesting that our results are not driven by quantitative aversion. Perceptions of trustworthiness are mediated by the speaker's apparent vulnerability and are greater when the self-revelation is of a more sensitive nature. Consequently, people are more willing to collaborate with ideological opponents who support their views by embedding data in a self-revealing personal narrative, rather than relying on data-only explanations. We discuss the implications of these results for future research on trust as well as for organizational practice. (PsycInfo Database Record (c) 2024 APA, all rights reserved).</p>","PeriodicalId":15135,"journal":{"name":"Journal of Applied Psychology","volume":" ","pages":"1693-1715"},"PeriodicalIF":9.4,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141633616","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-01Epub Date: 2024-05-23DOI: 10.1037/apl0001207
Catherine E Kleshinski, Kelly Schwind Wilson, Julia M Stevenson-Street, Lindsay Mechem Rosokha
Coping is a dynamic response to stressors that employees encounter in their work and nonwork roles. Scholars have argued that it is not just whether employees cope with work-nonwork stressors-but how they cope-that matters. Indeed, prior research assumes that adaptive coping strategies-planning, prioritizing, positive reframing, seeking emotional and instrumental support-are universally beneficial, suggesting that sustaining high levels of these strategies is ideal. By returning to the roots of coping theory, we adopt a person-centered, dynamic approach using latent profile analysis and latent transition analysis across three multiwave studies (N = 1,370) to consider whether employees combine coping strategies and how remaining in or shifting between such combinations also matters. In a pilot study (N = 361), we explored profiles and their transitions during a time frame punctuated with macrolevel transitions that amplified employees' work-nonwork stressors (i.e., COVID-19), which revealed three profiles at Time 1 (comprehensive copers, emotion-focused copers, and individualistic copers) and a fourth profile at Time 2 (surviving copers). In Study 1 (N = 648), across all three time points, we replicated three profiles and found evidence for constrained copers instead of emotion-focused copers. In Study 2 (N = 361), across both time points, we replicated all four profiles from Study 1 and tested hypotheses regarding the profiles, their transition patterns, and implications of such patterns for work, well-being, and social functioning outcomes. Altogether, our work suggests that maintaining high-coping depth or increasing depth is generally beneficial, whereas maintaining or increasing coping breadth is generally harmful. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
{"title":"Coping with work-nonwork stressors over time: A person-centered, multistudy integration of coping breadth and depth.","authors":"Catherine E Kleshinski, Kelly Schwind Wilson, Julia M Stevenson-Street, Lindsay Mechem Rosokha","doi":"10.1037/apl0001207","DOIUrl":"10.1037/apl0001207","url":null,"abstract":"<p><p>Coping is a dynamic response to stressors that employees encounter in their work and nonwork roles. Scholars have argued that it is not just whether employees cope with work-nonwork stressors-but how they cope-that matters. Indeed, prior research assumes that adaptive coping strategies-planning, prioritizing, positive reframing, seeking emotional and instrumental support-are universally beneficial, suggesting that sustaining high levels of these strategies is ideal. By returning to the roots of coping theory, we adopt a person-centered, dynamic approach using latent profile analysis and latent transition analysis across three multiwave studies (<i>N</i> = 1,370) to consider whether employees combine coping strategies and how remaining in or shifting between such combinations also matters. In a pilot study (<i>N</i> = 361), we explored profiles and their transitions during a time frame punctuated with macrolevel transitions that amplified employees' work-nonwork stressors (i.e., COVID-19), which revealed three profiles at Time 1 (<i>comprehensive copers, emotion-focused copers,</i> and <i>individualistic copers)</i> and a fourth profile at Time 2 <i>(surviving copers</i>). In Study 1 (<i>N</i> = 648), across all three time points, we replicated three profiles and found evidence for <i>constrained copers</i> instead of emotion-focused copers. In Study 2 (<i>N</i> = 361), across both time points, we replicated all four profiles from Study 1 and tested hypotheses regarding the profiles, their transition patterns, and implications of such patterns for work, well-being, and social functioning outcomes. Altogether, our work suggests that maintaining high-coping depth or increasing depth is generally beneficial, whereas maintaining or increasing coping breadth is generally harmful. (PsycInfo Database Record (c) 2024 APA, all rights reserved).</p>","PeriodicalId":15135,"journal":{"name":"Journal of Applied Psychology","volume":" ","pages":"1765-1793"},"PeriodicalIF":9.4,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141081660","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-01Epub Date: 2024-06-03DOI: 10.1037/apl0001206
Nicole Votolato Montgomery, Amanda P Cowen
The ambiguous credibility of online allegations can pose a significant threat to an organization's reputation, relationships with stakeholders, and future performance. As a result, addressing false or misleading allegations has emerged as an important priority among corporate executives. In this research, we examine how CEO gender influences the effectiveness of different types of denial responses in the wake of rumor crises. We find that, after reading damaging allegations about an organization, consumers react more favorably to denials issued by male versus female CEOs. We argue that this is attributable to the dominance that characterizes denial responses, which results in a greater (negative) expectancy violation for female (vs. male) CEOs issuing such statements. Such violations result in lower trust in, and less willingness to do business with, organizations led by women (vs. men) who issue a denial response. We show that these relationships are moderated by increased prescriptive agency (i.e., clarified denials) and the attribution of the response (i.e., to the CEO vs. organization). Taken together, our findings have implications for theory on agentic characteristics, crisis communication, and female leadership, as well as practical implications for how all organizations can adopt more effective crisis responses. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
网上指控的可信度不明确,会对企业的声誉、与利益相关者的关系以及未来的业绩构成重大威胁。因此,处理虚假或误导性指控已成为企业高管的一项重要工作。在这项研究中,我们研究了首席执行官的性别如何影响谣言危机发生后不同类型的否认回应的有效性。我们发现,在读到有关某组织的破坏性指控后,消费者对男性 CEO 和女性 CEO 做出的否认反应更为有利。我们认为,这要归因于否认回应所具有的支配性,这种支配性导致女性(相对于男性)首席执行官在发表此类声明时出现更大的(负面)预期违规。这种违规行为导致对女性(相对于男性)领导的、做出否认回应的组织的信任度降低,与之开展业务的意愿降低。我们的研究表明,这些关系会受到规定性代理(即澄清否认)和回应归因(即首席执行官与组织)的影响。综上所述,我们的研究结果对代理特征、危机沟通和女性领导力等理论具有启发意义,同时也对所有组织如何采取更有效的危机应对措施具有实际意义。(PsycInfo Database Record (c) 2024 APA, 版权所有)。
{"title":"Rumor has it: CEO gender and response to organizational denials.","authors":"Nicole Votolato Montgomery, Amanda P Cowen","doi":"10.1037/apl0001206","DOIUrl":"10.1037/apl0001206","url":null,"abstract":"<p><p>The ambiguous credibility of online allegations can pose a significant threat to an organization's reputation, relationships with stakeholders, and future performance. As a result, addressing false or misleading allegations has emerged as an important priority among corporate executives. In this research, we examine how CEO gender influences the effectiveness of different types of denial responses in the wake of rumor crises. We find that, after reading damaging allegations about an organization, consumers react more favorably to denials issued by male versus female CEOs. We argue that this is attributable to the dominance that characterizes denial responses, which results in a greater (negative) expectancy violation for female (vs. male) CEOs issuing such statements. Such violations result in lower trust in, and less willingness to do business with, organizations led by women (vs. men) who issue a denial response. We show that these relationships are moderated by increased prescriptive agency (i.e., clarified denials) and the attribution of the response (i.e., to the CEO vs. organization). Taken together, our findings have implications for theory on agentic characteristics, crisis communication, and female leadership, as well as practical implications for how all organizations can adopt more effective crisis responses. (PsycInfo Database Record (c) 2024 APA, all rights reserved).</p>","PeriodicalId":15135,"journal":{"name":"Journal of Applied Psychology","volume":" ","pages":"1817-1832"},"PeriodicalIF":9.4,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141199522","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Louis Hickman, Markus Langer, Rachel M Saef, Louis Tay
Organizations, researchers, and software increasingly use automatic speech recognition (ASR) to transcribe speech to text. However, ASR can be less accurate for (i.e., biased against) certain demographic subgroups. This is concerning, given that the machine-learning (ML) models used to automatically score video interviews use ASR transcriptions of interviewee responses as inputs. To address these concerns, we investigate the extent of ASR bias and its effects in automatically scored interviews. Specifically, we compare the accuracy of ASR transcription for English as a second language (ESL) versus non-ESL interviewees, people of color (and Black interviewees separately) versus White interviewees, and male versus female interviewees. Then, we test whether ASR bias causes bias in ML model scores-both in terms of differential convergent correlations (i.e., subgroup differences in correlations between observed and ML scores) and differential means (i.e., shifts in subgroup differences from observed to ML scores). To do so, we apply one human and four ASR transcription methods to two samples of mock video interviews (Ns = 1,014 and 414), and then we train and test models using these different transcripts to score multiple constructs. We observed significant bias in the commercial ASR services across nearly all comparisons, with the magnitude of bias differing across the ASR services. However, the transcription bias did not translate into meaningful measurement bias for the ML interview scores-whether in terms of differential convergent correlations or means. We discuss what these results mean for the nature of bias, fairness, and validity of ML models for scoring verbal open-ended responses. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
机构、研究人员和软件越来越多地使用自动语音识别(ASR)将语音转录为文本。然而,ASR 对某些人口亚群的准确性可能较低(即存在偏见)。鉴于用于视频访谈自动评分的机器学习(ML)模型使用 ASR 转录的受访者回答作为输入,这种情况令人担忧。为了解决这些问题,我们调查了 ASR 偏差的程度及其对自动评分访谈的影响。具体来说,我们比较了英语作为第二语言(ESL)与非英语作为第二语言受访者、有色人种(黑人受访者单独)与白人受访者以及男性与女性受访者的 ASR 转录准确性。然后,我们测试 ASR 的偏差是否会导致 ML 模型得分的偏差--无论是在差异收敛相关性(即观察得分与 ML 得分之间相关性的亚组差异)方面,还是在差异平均值(即观察得分与 ML 得分之间亚组差异的移动)方面。为此,我们对两个模拟视频访谈样本(Ns = 1,014 和 414)分别采用了一种人工转录方法和四种 ASR 转录方法,然后使用这些不同的转录结果对模型进行训练和测试,以对多个结构进行评分。在几乎所有的比较中,我们都观察到商业 ASR 服务存在明显的偏差,不同 ASR 服务的偏差程度也不同。但是,转录偏差并没有转化为有意义的 ML 访谈得分测量偏差--无论是在差异收敛相关性方面还是在平均值方面。我们将讨论这些结果对偏差的性质、公平性以及 ML 模型对口头开放式回答评分的有效性有何意义。(PsycInfo 数据库记录 (c) 2024 APA,保留所有权利)。
{"title":"Automated speech recognition bias in personnel selection: The case of automatically scored job interviews.","authors":"Louis Hickman, Markus Langer, Rachel M Saef, Louis Tay","doi":"10.1037/apl0001247","DOIUrl":"https://doi.org/10.1037/apl0001247","url":null,"abstract":"<p><p>Organizations, researchers, and software increasingly use automatic speech recognition (ASR) to transcribe speech to text. However, ASR can be less accurate for (i.e., biased against) certain demographic subgroups. This is concerning, given that the machine-learning (ML) models used to automatically score video interviews use ASR transcriptions of interviewee responses as inputs. To address these concerns, we investigate the extent of ASR bias and its effects in automatically scored interviews. Specifically, we compare the accuracy of ASR transcription for English as a second language (ESL) versus non-ESL interviewees, people of color (and Black interviewees separately) versus White interviewees, and male versus female interviewees. Then, we test whether ASR bias causes bias in ML model scores-both in terms of differential convergent correlations (i.e., subgroup differences in correlations between observed and ML scores) and differential means (i.e., shifts in subgroup differences from observed to ML scores). To do so, we apply one human and four ASR transcription methods to two samples of mock video interviews (<i>N</i>s = 1,014 and 414), and then we train and test models using these different transcripts to score multiple constructs. We observed significant bias in the commercial ASR services across nearly all comparisons, with the magnitude of bias differing across the ASR services. However, the transcription bias did not translate into meaningful measurement bias for the ML interview scores-whether in terms of differential convergent correlations or means. We discuss what these results mean for the nature of bias, fairness, and validity of ML models for scoring verbal open-ended responses. (PsycInfo Database Record (c) 2024 APA, all rights reserved).</p>","PeriodicalId":15135,"journal":{"name":"Journal of Applied Psychology","volume":" ","pages":""},"PeriodicalIF":9.4,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142545648","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
There is long-standing debate over whether pay-for-performance (PFP) enhances or undermines creative performance. Traditional motivation and revised creativity theories suggest that PFP and intrinsic task interest combine additively to enhance creative performance, whereas cognitive evaluation theory and self-determination theory posit that PFP undermines task interest and thus intrinsic motivation and creative performance. To help resolve these conflicting predictions and provide a more comprehensive understanding of how and when PFP influences creative performance, this study incorporates both the incentive and sorting mechanisms of PFP, varying strengths of PFP, and task autonomy as a key moderator. A novel laboratory experiment was designed to capture key elements of workplace contexts, including in the design of the creative tasks, PFP strengths based on benchmarking of U.S. companies' practices, and allowing subjects to sort into different pay conditions, consistent with the opportunity for mobility in the labor market. The results showed that, through both incentive and sorting mechanisms, high PFP intensity enhanced creative performance more so than low PFP intensity, and both were superior to fixed pay. Importantly, task autonomy positively moderated the PFP-creative performance relationship, such that creative performance under PFP increased much more under higher task autonomy. Finally, the difference in creative performance under PFP versus fixed pay was greater when subjects were allowed to sort into their preferred pay conditions than when they worked only under randomly assigned pay conditions. Theoretical and practical implications and future research directions are discussed. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
{"title":"Experimental examination of the incentive and sorting effects of pay-for-performance on creative performance.","authors":"Ji Hyun Kim","doi":"10.1037/apl0001245","DOIUrl":"https://doi.org/10.1037/apl0001245","url":null,"abstract":"<p><p>There is long-standing debate over whether pay-for-performance (PFP) enhances or undermines creative performance. Traditional motivation and revised creativity theories suggest that PFP and intrinsic task interest combine additively to enhance creative performance, whereas cognitive evaluation theory and self-determination theory posit that PFP undermines task interest and thus intrinsic motivation and creative performance. To help resolve these conflicting predictions and provide a more comprehensive understanding of how and when PFP influences creative performance, this study incorporates both the incentive and sorting mechanisms of PFP, varying strengths of PFP, and task autonomy as a key moderator. A novel laboratory experiment was designed to capture key elements of workplace contexts, including in the design of the creative tasks, PFP strengths based on benchmarking of U.S. companies' practices, and allowing subjects to sort into different pay conditions, consistent with the opportunity for mobility in the labor market. The results showed that, through both incentive and sorting mechanisms, high PFP intensity enhanced creative performance more so than low PFP intensity, and both were superior to fixed pay. Importantly, task autonomy positively moderated the PFP-creative performance relationship, such that creative performance under PFP increased much more under higher task autonomy. Finally, the difference in creative performance under PFP versus fixed pay was greater when subjects were allowed to sort into their preferred pay conditions than when they worked only under randomly assigned pay conditions. Theoretical and practical implications and future research directions are discussed. (PsycInfo Database Record (c) 2024 APA, all rights reserved).</p>","PeriodicalId":15135,"journal":{"name":"Journal of Applied Psychology","volume":" ","pages":""},"PeriodicalIF":9.4,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142545649","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Haoying Howie Xu, Sean T Hannah, Zhen Wang, Sherry E Moss, John J Sumanth, Meng Song
Drawing on uncertainty management theory and the nascent work on justice variability, we examine employees' direct and vicarious experiences of abusive supervision and ethical leadership. Conceptualizing the simultaneous display of abusive and ethical leadership styles as a form of justice variability, we suggest that a direct supervisor's ethical leadership exacerbates, rather than ameliorates, the detrimental effects of his/her abusive supervision on employees' emotional exhaustion and job performance. We further contend that a similar effect exists when employees vicariously experience leadership interactions involving their direct supervisor and higher level manager, whereby higher level managers' ethical leadership exacerbates the negative effects of their abusive supervision toward supervisors on those supervisors' employees' emotional exhaustion and job performance. We draw the contrast between the direct and vicarious experiences by theorizing justice uncertainty and linking-pin effectiveness uncertainty, respectively, as two distinct theoretical mechanisms that explain the two proposed destructive effects. Using a multisource and multiphase lagged field study and two vignette-based experiments, we find general support for our model. Our research advances the theories of justice variability, vicarious leadership and (in)justice, and supervisors' linking-pin role effectiveness. We also offer practical insights for managing "Jekyll and Hyde" leadership across organizational hierarchies. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
我们借鉴不确定性管理理论和有关正义变异性的新兴研究成果,研究了员工对滥用性监督和道德领导的直接和间接体验。我们认为,直接主管的道德领导会加剧而非改善其滥用性监督对员工情绪耗竭和工作绩效的不利影响。我们还认为,当员工间接体验到直接主管和上级主管之间的领导力互动时,也会产生类似的效果,即上级主管的道德领导力会加剧其对主管的滥用性监督对这些主管的员工情绪耗竭和工作绩效的负面影响。我们通过将正义的不确定性和连接销的有效性的不确定性分别理论化为两种不同的理论机制,来解释所提出的两种破坏性影响,从而得出直接经验和替代经验之间的对比。通过多来源、多阶段的滞后实地研究和两个基于小故事的实验,我们发现我们的模型得到了普遍支持。我们的研究推进了关于正义变异性、替代领导与(不)正义以及主管的联系-品角色有效性的理论。我们还为管理跨组织层级的 "杰基尔与海德 "领导力提供了实用的见解。(PsycInfo Database Record (c) 2024 APA, 版权所有)。
{"title":"Jekyll and Hyde leadership: Examining the direct and vicarious experiences of abusive and ethical leadership through a justice variability lens.","authors":"Haoying Howie Xu, Sean T Hannah, Zhen Wang, Sherry E Moss, John J Sumanth, Meng Song","doi":"10.1037/apl0001251","DOIUrl":"https://doi.org/10.1037/apl0001251","url":null,"abstract":"<p><p>Drawing on uncertainty management theory and the nascent work on justice variability, we examine employees' <i>direct</i> and <i>vicarious</i> experiences of abusive supervision and ethical leadership. Conceptualizing the simultaneous display of abusive and ethical leadership styles as a form of justice variability, we suggest that a direct supervisor's ethical leadership exacerbates, rather than ameliorates, the detrimental effects of his/her abusive supervision on employees' emotional exhaustion and job performance. We further contend that a similar effect exists when employees vicariously experience leadership interactions involving their direct supervisor and higher level manager, whereby higher level managers' ethical leadership exacerbates the negative effects of their abusive supervision toward supervisors on those supervisors' employees' emotional exhaustion and job performance. We draw the contrast between the direct and vicarious experiences by theorizing justice uncertainty and linking-pin effectiveness uncertainty, respectively, as two distinct theoretical mechanisms that explain the two proposed destructive effects. Using a multisource and multiphase lagged field study and two vignette-based experiments, we find general support for our model. Our research advances the theories of justice variability, vicarious leadership and (in)justice, and supervisors' linking-pin role effectiveness. We also offer practical insights for managing \"Jekyll and Hyde\" leadership across organizational hierarchies. (PsycInfo Database Record (c) 2024 APA, all rights reserved).</p>","PeriodicalId":15135,"journal":{"name":"Journal of Applied Psychology","volume":" ","pages":""},"PeriodicalIF":9.4,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142545650","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The dramatic rise in political polarization and aggravation of race relations are prominent in the United States. While dissimilarity to others is thought to undermine trust, I challenge the assumption that dissimilarity does so uniformly in the workplace where cross-party and cross-race interactions are structurally induced. Leveraging construal-level theory, I theorize that deep- versus surface-level differences with a coworker interact with ideology to activate higher versus lower construals of trustworthiness, prompting liberals and conservatives to distrust their coworkers in different ways. For liberals, I argue that perceived political dissimilarity undermines perceived person trustworthiness (a higher level/abstract construal, capturing one's trustworthiness generally as a person in the world) and disclosure. For conservatives, I argue that perceived racial dissimilarity undermines perceived role trustworthiness (a lower level/concrete construal, capturing one's trustworthiness specifically in their job) and reliance. Study 1 (a proof of concept) and Study 2 (a longitudinal, dyadic field study) utilize inductive theory-building and exploratory analyses. Studies 3a, 3b(i), and 3b(ii) (three preregistered experiments) support my hypotheses: Liberals tend to view politically dissimilar coworkers as less trustworthy people in the world and refrain from disclosures, while conservatives tend to view racial outgroup coworkers as less trustworthy in their jobs and refrain from reliance. Given liberal and conservative employees' roles in the calcification of political and racial group cleavages, respectively, organizations must determine whether both forms of bias should be addressed-indeed, racial bias is socially unacceptable, whereas political bias is widely tolerated-and, if so, whether interventions should target employees based on ideology. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
{"title":"Liberal versus conservative distrust: A construal-level approach to dissimilarity in the workplace.","authors":"Brittany C Solomon","doi":"10.1037/apl0001252","DOIUrl":"https://doi.org/10.1037/apl0001252","url":null,"abstract":"<p><p>The dramatic rise in political polarization and aggravation of race relations are prominent in the United States. While dissimilarity to others is thought to undermine trust, I challenge the assumption that dissimilarity does so uniformly in the workplace where cross-party and cross-race interactions are structurally induced. Leveraging construal-level theory, I theorize that deep- versus surface-level differences with a coworker interact with ideology to activate higher versus lower construals of trustworthiness, prompting liberals and conservatives to distrust their coworkers in different ways. For liberals, I argue that perceived political dissimilarity undermines perceived <i>person</i> trustworthiness (a higher level/abstract construal, capturing one's trustworthiness <i>generally as a person in the world</i>) and disclosure. For conservatives, I argue that perceived racial dissimilarity undermines perceived <i>role</i> trustworthiness (a lower level/concrete construal, capturing one's trustworthiness <i>specifically in their job</i>) and reliance. Study 1 (a proof of concept) and Study 2 (a longitudinal, dyadic field study) utilize inductive theory-building and exploratory analyses. Studies 3a, 3b(i), and 3b(ii) (three preregistered experiments) support my hypotheses: Liberals tend to view politically dissimilar coworkers as less trustworthy people in the world and refrain from disclosures, while conservatives tend to view racial outgroup coworkers as less trustworthy in their jobs and refrain from reliance. Given liberal and conservative employees' roles in the calcification of political and racial group cleavages, respectively, organizations must determine whether both forms of bias should be addressed-indeed, racial bias is socially unacceptable, whereas political bias is widely tolerated-and, if so, whether interventions should target employees based on ideology. (PsycInfo Database Record (c) 2024 APA, all rights reserved).</p>","PeriodicalId":15135,"journal":{"name":"Journal of Applied Psychology","volume":" ","pages":""},"PeriodicalIF":9.4,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142545651","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}