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Articles 121 - 150 of 206
Full-Text Articles in Organizational Behavior and Theory
Impending-Exit Period And Employee Performance: Rethinking Human Capital Disruption, Yea Hee Ko, Charlie O. Trevor
Impending-Exit Period And Employee Performance: Rethinking Human Capital Disruption, Yea Hee Ko, Charlie O. Trevor
Research Collection Lee Kong Chian School Of Business
The well-established disruptive effects of employee turnover on firms have typically been attributed to post-exit dynamics, such as losses of human and social capital. Little is known, however, about leavers’ pre-exit job performance, which, if declining in sufficient magnitude as separation nears, may drive some of this disruption. Drawing on career concerns research, we argue that impending exit weakens incentives to improve future career prospects at the firm, thereby resulting in reduced performance. Our analysis reveals strikingly large negative relationships, as job performance during the impending-exit period declines by 53.9% and 79.8% across two performance measures. Additionally, we predict and …
Ai Models As Cultural Beings: Investigating Ai Cultural Biases And The Impact Of Cultural Alignment On Human-Ai Creative Collaboration, Choon Ngee Tan, Meng Han, Roy Y. J. Chua, Chi-Ying Cheng
Ai Models As Cultural Beings: Investigating Ai Cultural Biases And The Impact Of Cultural Alignment On Human-Ai Creative Collaboration, Choon Ngee Tan, Meng Han, Roy Y. J. Chua, Chi-Ying Cheng
Research Collection Lee Kong Chian School Of Business
Existing research on AI cultural biases predominantly focuses on Western models, overlooking critical gaps in non-Western models. We conduct a comparative analysis of AI models – ChatGPT (U.S. developed) and ErnieBot (China developed) – from different cultures to investigate how corresponding cultural biases manifest in their outputs. Additionally, we examine how cultural alignment between human users and AI models impacts their collaborative creative performance and the underlying psychological mechanisms. In Study 1, multi-choice prompt with zero-shot technique was used to evaluate cultural biases in four widely used AI models – ChatGPT-3.5/4, ErnieBot-3.5/4 – comparing their responses to established cultural psychometric …
Ai-Scm Cmm: A Capability Maturity Model For Artificial Intelligence Integration In Supply Chain Management, Lordt Becklines, Omar F. El-Gayar, Patti Brooks, Insu Park
Ai-Scm Cmm: A Capability Maturity Model For Artificial Intelligence Integration In Supply Chain Management, Lordt Becklines, Omar F. El-Gayar, Patti Brooks, Insu Park
Annual Research Symposium
Artificial intelligence is increasingly deployed in supply chain management, yet many organizations struggle to align adoption efforts with process readiness, data quality, governance, and workforce capabilities, and they still lack validated supply chain specific roadmap for assessing readiness, sequencing investments, and reducing implementation risk. This study develops and evaluates a Capability Maturity Model for Artificial Intelligence Integration in Supply Chain Management to address that gap. Using a design science research approach, the study synthesizes prior literature and practitioner knowledge to define maturity dimensions, capability indicators, and staged progression levels for AI integration in supply chain contexts. The artifact and assessment …
Key Elements Of Mission-Based Urban Agriculture In The United States Aimed At Addressing The Social Determinants Of Health, Jordan Losavio
Key Elements Of Mission-Based Urban Agriculture In The United States Aimed At Addressing The Social Determinants Of Health, Jordan Losavio
LSU Doctoral Dissertations
Urban agriculture (UA) in the United States (U.S.) is increasingly positioned as a multi-domain strategy for addressing social determinants of health (SDOH), yet evidence is fragmented and often focused on participant outcomes rather than the organizational and environmental conditions that determine whether those benefits can be sustained, expanded, or maintained over time. This dissertation uses an exploratory sequential mixed-methods design to clarify (1) what SDOH outcomes are associated with UA in the peer-reviewed literature, (2) which internal and external factors leaders perceive as driving UA organizational success or failure, and (3) which factors predict comparative organizational functioning across a national …
Educating For Responsible Ai Governance - Building Interdisciplinary Frameworks For The Management Of Artificial Intelligence, Grace Eboh
Southwestern Business Administration Journal
As Artificial Intelligence (AI) becomes increasingly prevalent across industries, there is a critical need for educational programs that teach effective AI governance and management. This article examines how educational institutions can develop comprehensive curricula to prepare professionals for the complex challenges of overseeing AI systems responsibly. It analyzes current gaps in AI governance education, proposes frameworks for curriculum design, and identifies key competencies required for effective AI stewardship. The findings suggest that successful AI governance education must adopt an interdisciplinary approach that integrates technical literacy, policy understanding, ethical reasoning, and organizational management.
Supervisor Behaviors And Perceived Organizational Impact Of Telework: A Work Disruption Perspective, Tsuyoshi Ohira, Masaki Hosomi
Supervisor Behaviors And Perceived Organizational Impact Of Telework: A Work Disruption Perspective, Tsuyoshi Ohira, Masaki Hosomi
Japanese Society and Culture
As telework (e.g., working from home) has become widespread, understanding its organizational impact from managers’ perspectives and identifying supervisor behaviors that influence this impact are critical. Drawing on work disruption theory, we examined the relationships between four supervisor behaviors in the Health and Safety Executive (HSE) management competencies—respectful and responsible (RR), managing and communicating work (MCW), reasoning and managing difficult situations (RDS), and managing the individual within the team (MIT)—and the perceived organizational impact of telework. We also tested whether telework rate and intensity moderated these relationships. Survey data were collected from 239 supervisors at two time points. Results showed …
Leadership Identity Formation As A Developmental Process Supported By Coaching: A Literature Review, Ann-Sofie Kruger
Leadership Identity Formation As A Developmental Process Supported By Coaching: A Literature Review, Ann-Sofie Kruger
Organizational Leadership and Management Department Graduate Course Papers
No abstract provided.
The Governance Crucible: Institutional Logics And The Transformation Of Corporate Governance In Slovenia, Katarina Dvorski, Domagoj Hruška
The Governance Crucible: Institutional Logics And The Transformation Of Corporate Governance In Slovenia, Katarina Dvorski, Domagoj Hruška
Economic and Business Review
This study explores how institutional logics are enacted and recalibrated within corporate governance amid legitimacy challenges and organisational change. Set in Slovenia’s posttransition banking sector, it combines a symbolic–material ontology of institutions with a dual distinction between identity-based logics, grounded in values and organisational purpose, and activity-based logics, rooted in operational practice and performance. Drawing on elite–expert interviews and governance artefacts, the analysis traces how these logics interact across three phases of governance transformation—state stewardship, privatisation, and postprivatisation resilience. The findings show that governance is not merely a technical control system but a meaning-laden crucible where legitimacy is continually constructed …
Workforce Participation In Northeast Kentucky: A Qualitative Documentary Study, Timothy A. Gibbs
Workforce Participation In Northeast Kentucky: A Qualitative Documentary Study, Timothy A. Gibbs
Morehead State Theses and Dissertations
A capstone submitted in partial fulfillment of the requirements for the degree of Doctor of Education in the Ernst and Sara Lane Volgenau College of Education at Morehead State University By Timothy A. Gibbs on March 2, 2026.
Literature Review - Orgl 547: Coaching Methods, Assessments, And Research, Jeff Bailey
Literature Review - Orgl 547: Coaching Methods, Assessments, And Research, Jeff Bailey
Organizational Leadership and Management Department Graduate Course Papers
No abstract provided.
Dyadic Trust Congruence And Asymmetry: The Mediating Role Of Psychological Needs On Trust And Performance, Hongyin Cai
Dyadic Trust Congruence And Asymmetry: The Mediating Role Of Psychological Needs On Trust And Performance, Hongyin Cai
Dissertations and Theses Collection (Open Access)
This thesis examines how trust congruence and trust asymmetry shape leader-subordinate relationships and how these dynamics influence LTS and subordinate job performance. Trust congruence and trust asymmetry are defined by the degree of alignment between STL and SFT. Drawing on Self-Determination Theory, this study investigates these processes from the subordinate’s perspective using a mixed-method design that integrates qualitative interviews and quantitative analysis.
Results show that subordinate trust in leader (STL), subordinate felt trust (SFT) and leader trust in subordinate (LTS) are three distinct constructs. Trust asymmetry is prevalent, with subordinate often trusting more than they feel trusted. Asymmetry meaningfully shapes …
Gen Z Employees’ Characteristics And Their Impacts On Work Motivation And Outcomes: A Comparative Study Of Private Firms And State-Owned Enterprises In China, Yanfang Zheng
Dissertations and Theses Collection (Open Access)
This study examines the characteristics of Generation Z (Gen Z) employees and investigates how these traits influence work motivation and job-related outcomes within the Chinese organizational context. Specifically, the research compares employees working in state-owned enterprises (SOEs) and private firms, two dominant but structurally distinct organizational forms in China. Drawing upon self-determination theory, generational cohort theory, and organizational behavior literature, the study proposes a conceptual model in which Gen Z characteristics influence job outcomes both directly and indirectly through intrinsic and extrinsic motivation, with organizational type acting as a moderating variable. A quantitative, multi-source survey design was employed. Data were …
The Impact Of Corporate Social Responsibility On Employees' Work Attitudes And Behaviors, Qian Yuan
The Impact Of Corporate Social Responsibility On Employees' Work Attitudes And Behaviors, Qian Yuan
Dissertations and Theses Collection (Open Access)
Why do some new employees voluntarily leave within a short period after joining a corporation, while others do not? Drawing on information asymmetry theory and adverse selection theory, this dissertation argues that information asymmetry and adverse selection between job seekers and firms before organizational entry, or during the job search process, are important reasons for new employees’ short-term voluntary turnover. Because corporate social responsibility (CSR) can provide people with information about a firm’s capabilities, willingness, and intentions, this dissertation proposes that firms’ CSR activities can provide job seekers with information about various aspects of the firm. In doing so, CSR …
The Impact Of Job Demands On Work And Family Outcomes Among Healthcare Workers In China: The Moderating Effect Of Gender And Professional Identity Integration (G-Pii) And Communal Orientation, Wei Zhou
Dissertations and Theses Collection (Open Access)
Long work hours, emotional strain, and stress are just a few of the high demands placed on healthcare workers in China, which have led to occupational burnout, tension between job and family, and worse health. This research investigates the relationship between job demands and burnout via the lens of the Job Demands-Resources model and social identity theory, work-family balance, subjective well-being, and career commitment among Chinese healthcare workers. We focus on the moderating roles of gender and professional identity integration (G-PII) and communal orientation. In a two-wave investigation, 317 medical professionals from different Chinese hospitals took part. Hierarchical regression studies …
How Do Monetary Incentives Affect Prosocial Behavior Among Gig Workers?—Behavioral Experiments Based On Flashex, Peng Xue
Dissertations and Theses Collection (Open Access)
The gig economy has reshaped labor markets. Motivating mobile, loosely contracted gig workers to engage in prosocial behavior is critical for platform governance. This paper uses a randomized field experiment on FlashEx in comparable Chinese cities to examine how monetary incentives affect delivery workers’ prosocial behavior and related economic outcomes.
The main findings of this study are as follows. First, monetary incentives significantly promote gig workers’ prosocial behavior, effectively increasing both the likelihood and frequency of their participation in altruistic acts. This effect is primarily driven by the “instrumental value” mechanism in the gig economy: the platform’s gold coin rewards, …
The Moderating Effects Of Executive Functions: A Multi-Level Analysis Of Daily Stress And Problematic Social Media Use, Wee Qin Ng, Hwajin Yang
The Moderating Effects Of Executive Functions: A Multi-Level Analysis Of Daily Stress And Problematic Social Media Use, Wee Qin Ng, Hwajin Yang
Research Collection School of Social Sciences
Mixed findings on the relationship between daily stress and social media use suggest the presence of moderators that buffer this link. Previous longitudinal studies, with assessment intervals from 1 month to 1 year, may not accurately capture daily fluctuations in stress and social media use. To address this gap, we conducted a fine-grained, temporally sensitive 7-day daily-diary longitudinal study investigating the dynamic within-person and between-person associations between daily stress, problematic social media use, and objective screen time. Using a theory-driven approach, we examined whether executive functions (EF)—a set of cognitive processes crucial for goal-directed behaviors—moderate the link between daily stress …
Artificial Intelligence Capabilities, Generational Involvement, And Competitive Performance: Case Of Tunisian Family Businesses, Rim Gafsi
Journal of Global Business Insights
Anchored in Dynamic Capabilities Theory, this study examines the effect of Artificial Intelligence (AI) capabilities on the competitive performance of family firms and the moderating role of generational involvement. Using survey data from 120 Tunisian family firms adopting AI between 2021 and 2024 and applying confirmatory factor analysis and structural equation modeling, the findings show that AI capabilities significantly enhance firm performance, while generational involvement has no moderating effect. This challenges the assumption that intergenerational transitions inherently drive innovation and provides novel evidence from Tunisia that performance gains stem primarily from the strategic integration of AI rather than generational dynamics. …
Does Abusive Supervision Undermine Creativity? A Buffering Role Of Absorptive Capacity, Sayma H. Shetu, Md. Sanaul Islam, Abdul G. Khan, Md. Shahed Mahmud
Does Abusive Supervision Undermine Creativity? A Buffering Role Of Absorptive Capacity, Sayma H. Shetu, Md. Sanaul Islam, Abdul G. Khan, Md. Shahed Mahmud
Journal of Global Business Insights
This study investigates the underlying processes of this relationship by examining knowledge hiding as a mediator and absorptive capacity as a moderator, within the context of the Conservation of Resources (COR) theory. 385 garment sector employees in Bangladesh were surveyed using a three-wave questionnaire, and the results were analyzed using partial least squares structural equation modeling. The study's findings demonstrate that abusive supervision negatively impacts employee creativity, in part by increasing knowledge hiding. Furthermore, higher absorptive capacity mitigates these adverse effects, reducing knowledge-hiding tendencies and enhancing creative performance. Theoretically, this study advances COR theory by identifying knowledge hiding as a …
A Closer Look At The Innovator: The Interplay Between Divergent And Convergent Processes Of Self-Regulation, Ronald Bledow, Hye Jung Eun, Lien Vossaert
A Closer Look At The Innovator: The Interplay Between Divergent And Convergent Processes Of Self-Regulation, Ronald Bledow, Hye Jung Eun, Lien Vossaert
Research Collection Lee Kong Chian School Of Business
Creativity and innovation are essential for modern organizations. While abundant research has helped to better understand creativity in everyday work life, considerably less attention has been paid to how individuals achieve creative performance during the implementation of innovation projects. We articulate a dialectical interplay between divergent and convergent processes of self-regulation that supports creative performance in innovation projects. We propose that a divergent exploration orientation contributes to creative performance by inducing a broad search for novelty and by stimulating iteration—repeated cycles of experimentation and refinement. Convergent processes of self-regulation—outcome focus and planning—strengthen the relationship between divergent processes and creative performance. …
Interest Fit Beyond The Riasec: The Comprehensive Assessment Of Basic Interests-O*Net (Cabin-Net), Chu Chu, Kevin A. Hoff, Zihan Liu, Nicholas F. Heimpel, Anthony Greco, Frederick L. Oswald, James Rounds
Interest Fit Beyond The Riasec: The Comprehensive Assessment Of Basic Interests-O*Net (Cabin-Net), Chu Chu, Kevin A. Hoff, Zihan Liu, Nicholas F. Heimpel, Anthony Greco, Frederick L. Oswald, James Rounds
Research Collection Lee Kong Chian School Of Business
Over the past half-century, Holland’s RIASEC model has dominated vocational interest research. Although the RIASEC categories effectively capture general occupational themes, their breadth obscures meaningful variability across underlying basic interests, which are more refined interest scales. In this research, we adapted the Comprehensive Assessment of Basic Interests (CABIN; Su et ., 2019) to be used alongside O*NET for assessing interest fit, resulting in the 60-item CABIN-NET that measures 20 basic interest scales organized under RIASEC domains. In Study 1, we refined items for the CABIN-NET using a nationally representative adult sample (N = 768). In Studies 2 and 3, we …
Collaborative Work Management Technologies And Managerial Intensity In U.S. Corporations: An Examination, Piyush Gulati, Arianna Marchetti, Phanish Puranam
Collaborative Work Management Technologies And Managerial Intensity In U.S. Corporations: An Examination, Piyush Gulati, Arianna Marchetti, Phanish Puranam
Research Collection Lee Kong Chian School Of Business
Do digital technologies reinforce managerial hierarchies or, instead, make them less relevant? We propose that the answer to this question depends on the nature of the technology: specifically, its relative impact on managers' capacity to supervise and on subordinates' need for supervision. Applying this framework to collaborative work management (CWM) technologies that facilitate real-time collaboration, communication, and task coordination, we predict that the adoption of such technologies should reduce managerial intensity and increase decentralization in organizations. To test this prediction, we use a difference-in-differences design on a novel data set built from over 26 million job listings (Lightcast) and over …
Can’T Get Work Off My Mind: The Effect Of Nonwork Goal Reflection On After-Work Rumination And Well-Being, Trevor A. Foulk, Min-Hsuan Tu, Michael Schaerer, Amber Johnson
Can’T Get Work Off My Mind: The Effect Of Nonwork Goal Reflection On After-Work Rumination And Well-Being, Trevor A. Foulk, Min-Hsuan Tu, Michael Schaerer, Amber Johnson
Research Collection Lee Kong Chian School Of Business
Many employees lament that their inability to stop ruminating about work during nonwork time is one of their most significant work-related challenges, yet limited research has articulated actionable strategies to address this issue on a day-to-day basis. Integrating goal shielding theory with rumination theory, our model introduces nonwork goal reflection as a deliberate behavioral intervention employees can engage in to curtail work-related rumination, in a way that facilitates well-being during nonwork time. Specifically, we argue that engaging in nonwork goal reflection—where employees intentionally reflect on nonwork goals to be completed during their nonwork time—can curtail work-related rumination and is associated …
Does Ict Use As A Strategic Response To Globalization Matter For Sme Performance In Nigeria? Mediating Roles Of Entrepreneurial Orientation, Strategic Agility, And Organizational Resilience, Uzoma H. Ononye
Journal of Global Business Insights
This study examined the effect of information and communication technology (ICT) use on small and medium-sized enterprise (SME) performance with a focus on the mediating roles of entrepreneurial orientation, strategic agility, and organizational resilience. Cross-sectional data were collected from 298 SMEs in Lagos, Nigeria, using a questionnaire based on previously validated measurement scales. Partial least squares modelling was applied to test the hypothesized five-factor model. The results demonstrate that ICT use, in response to globalization, exerts a significant and positive effect on SME performance. However, this effect is fully mediated by entrepreneurial orientation, strategic agility, and organizational resilience. The analysis …
Exploring The Impact Of Team Culture In High-Pressure Jobs, Such As Investment Banking And Consulting, And How Project Management Can Be Applied, Mayavathi Lal
Harrisburg University Dissertations and Theses
Toxic team cultures remain a pressing issue in high-pressure environments such as investment banking and consulting, where long hours, and hierarchical norms often undermine employee well-being and compromise project delivery. Previous studies have documented how workplace stress, exclusionary leadership, and cultural rigidity fuel burnout and turnover. However, limited research has explicitly examined these cultural dynamics through the lens of project management frameworks such as resource management, stakeholder engagement, and agile practices. This study employs a qualitative research approach by leveraging semi-structured interviews with analysts and associates, to capture the lived experiences of culture and its impact on team coordination and …
Designing Inclusive Planning, Collaboration, And Communication Practices For Neurodivergent Individuals In Project-Based Environments, Siddhanth Janakiraman
Designing Inclusive Planning, Collaboration, And Communication Practices For Neurodivergent Individuals In Project-Based Environments, Siddhanth Janakiraman
Harrisburg University Dissertations and Theses
In a knowledge-driven economy where project-based work structures dominate, project management methodologies have become central to how organizations plan, collaborate, and communicate. However, these frameworks are often built around neurotypical assumptions of communication fluency, executive functioning, and time perception—creating systemic barriers for neurodivergent professionals. This study, Designing Inclusive Planning, Collaboration, and Communication Practices for Neurodivergent Individuals in Project-Based Environments, investigates how project management methodologies and tools can be adapted to foster more inclusive participation and performance. Grounded in the neurodiversity paradigm and informed by principles from Project Management and Human-Computer Interaction (HCI), the research adopts a qualitative, exploratory approach. Through …
Cybersecurity In Higher Education Institutions: Awareness, Policy, And Experience On Employee Behaviour, Abdullahi Abiodun Yusuf, Adriana A. Steyn
Cybersecurity In Higher Education Institutions: Awareness, Policy, And Experience On Employee Behaviour, Abdullahi Abiodun Yusuf, Adriana A. Steyn
Journal of Cybersecurity Education, Research and Practice
The digital transformation of higher education institutions (HEIs) has introduced unprecedented connectivity and operational efficiency, but it has also heightened their exposure to cyber threats. South African HEIs, in particular, face increasing vulnerability due to their reliance on technology, openness, and diverse user communities. This study examines the influence of the institutional cybersecurity environment on employee cybersecurity-compliant behaviour (CCB), emphasising the critical roles of awareness, policy engagement, and experience. Drawing on Protection Motivation Theory and the Theory of Planned Behaviour, a conceptual model was developed to explore how cybersecurity awareness, policy familiarity, and prior experience shape employees’ attitudes, subjective norms, …
The Significance Of Risk Mitigation Strategies On Project Success In The Construction Industry, Arielle Summer Weinzweig Aweinzweig
The Significance Of Risk Mitigation Strategies On Project Success In The Construction Industry, Arielle Summer Weinzweig Aweinzweig
Harrisburg University Dissertations and Theses
The construction industry is persistently challenged by risks such as cost overruns, schedule delays, and quality failures, often arising from ineffective or reactive mitigation strategies. To bridge the gap between theoretical frameworks and real-world applications, this study investigates the impact of risk mitigation techniques on project success in the construction industry. The study employs a qualitative method approach, with qualitative interviews to examine management insights and adoption barriers. Founded on risk management theory, this study aims to analyze existing mitigation techniques, identify key risk factors, and develop an evidence-based framework to enhance risk assessment and strategy implementation. It is projected …
Job Stress, Emotional Exhaustion, And Work-Family Conflict: A Moderated Mediation Model, Sina Eslamdoust, Jeeyoon Jeong, Ji Hoon Lee, Ye Dai
Job Stress, Emotional Exhaustion, And Work-Family Conflict: A Moderated Mediation Model, Sina Eslamdoust, Jeeyoon Jeong, Ji Hoon Lee, Ye Dai
Business Analytics Faculty Publications
Despite extensive research on work-family conflict (WFC), questions remain about when and why job stress translates into family domain interference. Drawing on Conservation of Resources (COR) theory (Hobfoll, 1989), this study examines whether emotional exhaustion mediates the relationship between job stress and WFC, and whether authoritarian leadership moderates this process. Using data from 1,095 U.S. employees, we find that emotional exhaustion serves as a key mediating mechanism, consistent with resource depletion arguments. More importantly, we demonstrate that authoritarian leadership significantly amplifies the stress-exhaustion relationship through mechanisms identified in prior research: reduced autonomy, increased monitoring, and blocked recovery. These findings extend …
Lgbtqiapn+ Leadership: Barriers And Challenges In Organizational Work Relations, Luiz Henrique Gardini De Silva, Emerald Jay D. Ilac, Tatiani Schmitt
Lgbtqiapn+ Leadership: Barriers And Challenges In Organizational Work Relations, Luiz Henrique Gardini De Silva, Emerald Jay D. Ilac, Tatiani Schmitt
Leadership and Strategy Faculty Publications
To identify the main barriers and challenges faced by LGBTQIAPN+ leaders in the workplace and examine their relationships with leadership self-efficacy. Methodology: Data collection involved LGBTQIAPN+ individuals in leadership positions, resulting in responses from 1,156 participants. To test the proposed theoretical model, Structural Equation Modeling analysis was performed. Main results: The findings highlighted issues related to group composition and diversity in sexual orientation and gender identity as the main barriers and challenges. The validation of the hypotheses supported the notion that the difficulties experienced by LGBTQIAPN+ individuals at work can provide them with valuable skills that lead to leadership, making …
Female Ceos And Esg Visual Expressions, Ziming Guo, Beng Wee Goh, Dan Li, Yuan Wang
Female Ceos And Esg Visual Expressions, Ziming Guo, Beng Wee Goh, Dan Li, Yuan Wang
Research Collection School Of Accountancy
Prior studies have shown that women possess unique personality traits that cause them to communicate differently than men do. Hence, we investigate whether the presence of female CEOs affects the use of visual expressions in a firm’s ESG report (“ESG visual expressions”). Using detailed disclosure data from ESG reports in China, we find that firms with female CEOs use more ESG visual expressions. This result is stronger when the firm prioritizes ESG performance, when the female CEO is more powerful, and when there are more women on the top management team. ESG visual expressions are also positively associated with the …