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Articles 541 - 570 of 9281
Full-Text Articles in Social and Behavioral Sciences
Wingspan: Taking Digital Learning To New Heights, Adam Tatarynowicz, Wee-Kiat Lim, Mahima Rao-Kachroo
Wingspan: Taking Digital Learning To New Heights, Adam Tatarynowicz, Wee-Kiat Lim, Mahima Rao-Kachroo
Asian Management Insights
How an internal learning platform became a market success. Launched in April 2018, the learning experience platform (LXP) Wingspan was the brainchild of Infosys Co-Founder and Chairman Nandan Nilekani. He had observed that several critical trends were reshaping the world economy. For instance, digital natives were increasingly expecting the learning environment at their workplace to be available 24/7. The late 2000s were also a time when Infosys’ corporate clients had just started on their digital transformation journey. Hence, capturing talent and market share was a strategic priority for the company. In contrast, the learning delivery landscape at Infosys then was …
Social Mobility: What We Haven’T Talked About, Jacinth Tan
Social Mobility: What We Haven’T Talked About, Jacinth Tan
Asian Management Insights
More balanced understanding may curb unintended negative outcomes. While social mobility provides opportunities for a better life and societal progress, it can also lead to significant challenges, including burnout from hypercompetitive environments, feelings of isolation due to cultural mismatches, and self-blame stemming from the myth of meritocracy. Strengthening social safety nets and providing supportive environments in educational institutions and workplaces can help mitigate the unintended psychological and social costs of mobility. A nuanced approach to social mobility that acknowledges external systemic and psychological barriers, and fosters inclusivity, is necessary to ensure upward mobility benefits society while lowering the risk of …
Research On The Influence Of The Quantity And Quality Of Young Talents On Regional Economic Development, Jinzhao Liu
Research On The Influence Of The Quantity And Quality Of Young Talents On Regional Economic Development, Jinzhao Liu
Dissertations and Theses Collection (Open Access)
This study focuses on the critical impact of both the quantity and quality of young talent on regional, particularly urban, economic development in terms of pace and quality. The paper examines how educated and innovative youth serve as catalysts for economic progress, driving innovation and entrepreneurship in urban areas. Through an examination of economic growth theories and innovation-driven development models, the research employs a Cobb-Douglas production function for empirical analysis, revealing the significant positive influence of high-quality young populations on regional GDP growth.
Concurrently, case studies of Zhongguancun and Suzhou's textile industry demonstrate the transformative power of young talent in …
Why Ai’S Role In Advancing Sustainability Is Underestimated, Lipika Bhattacharya
Why Ai’S Role In Advancing Sustainability Is Underestimated, Lipika Bhattacharya
CCX Research
AI has quietly, but powerfully, woven itself into the fabric of our everyday lives. Yet, AI's potential impact on creating a more sustainable world is undervalued. The author examined artificial intelligence's (AI) role in advancing sustainability. She outlined how AI can be applied in various domains such as agriculture, water management, industry, urban planning, and biodiversity conservation for transformative effects.
Celebrating 25 Years Of Meaningful Impact At Singapore Management University, Pin Pin Yeo, Salihin Mohammed Ali
Celebrating 25 Years Of Meaningful Impact At Singapore Management University, Pin Pin Yeo, Salihin Mohammed Ali
Research Collection Library
SMU Libraries has launched a digital preservation system to store, curate, and preserve the institution’s heritage and memories. This centralized repository aims to collect content from across Singapore Management University (SMU), ensuring it is properly archived, described, and maintained. Additionally, a publicly accessible website, SMUseum (https://smuseum.smu.edu.sg/), was created to showcase the rich history of SMU.
Profiles And Well-Being Of Older Adult Caregivers In Singapore, Yi Wen Tan, Rachel Wen Yi Ngu, Kenneth Choo, Lydia Ng, Wensi Lim
Profiles And Well-Being Of Older Adult Caregivers In Singapore, Yi Wen Tan, Rachel Wen Yi Ngu, Kenneth Choo, Lydia Ng, Wensi Lim
ROSA Research Briefs
In Singapore, the government espouses a “many helping hands” philosophy towards caregiving, where care for older adults is borne by three pillars: the family, the community, and the state (Mehta & Vasoo, 2000). Of these, the family is regarded as the “first line of support”, rendering family caregivers essential to the care of older adults (Ng et al., 2016). Many of these caregivers are themselves older adults, where the average age of caregivers was found to be 62 years (Tan, 2023). As Singapore’s population continues to age, alongside demographic trends of extended longevity and a shrinking population, many more will …
A Mother’S Work At Motherswork, Sharon Wong
A Mother’S Work At Motherswork, Sharon Wong
Asian Management Insights
Sharon Wong turned a desire for fashionable maternity wear into a journey with women into motherhood. Premium mother and baby products retailer Motherswork started off as a maternity fashion label that founder Sharon Wong created to dress herself professionally while pregnant with her first child. Twenty-five years on, the company hires over 160 employees in stores across China, Vietnam, and its home market of Singapore. Following Motherswork’s acquisition by parent-tech company The Parentinc, the mother of three looks back at how the business which she dubs “a hobby” became synonymous with premium mother and baby products, and how “having it …
Individual Liberty, Safety And Police Liabilities Under The Mental Health (Care And Treatment) Act, Gary Kok Yew Chan
Individual Liberty, Safety And Police Liabilities Under The Mental Health (Care And Treatment) Act, Gary Kok Yew Chan
Research Collection Yong Pung How School Of Law
How should a society strike a balance between the objective of ensuring safety from dangers that may be posed by individuals believed to have a mental disorder and the deprivation of their liberty? How should police officers discharge their duties in apprehending such individuals with a view to conveying them to a medical practitioner at a psychiatric institution? These legal issues took centrestage in the Singapore High Court decision of Mah Kiat Seng v Attorney-General in which the apprehended individual brought claims in false imprisonment against a police officer. The decision examined the underlying purposes of the Singapore Mental Health …
Skills For The Future, Soon Joo Gog
Skills For The Future, Soon Joo Gog
Asian Management Insights
How Singapore’s SkillsFuture Movement delivers skills and employment outcomes. Dr. Gog Soon Joo, Chief Skills Officer at SkillsFuture Singapore, speaks about the country’s strategy to drive upskilling and reskilling at scale amidst an environment of accelerating technological change.
The One Generates All Things: Founder Competencies And Firm Performance In Chinese Semiconductor Enterprises, Aiyang Wang
The One Generates All Things: Founder Competencies And Firm Performance In Chinese Semiconductor Enterprises, Aiyang Wang
Dissertations and Theses Collection (Open Access)
The semiconductor industry originated in the United States in the 1940s and serves as the cornerstone of the modern information technology industry. Semiconductors, hailed as the "grain of industry", are of utmost significance to China, a country that builds its foundation on manufacturing. With the escalation of China's industrial upgrading and global competition, a large number of semiconductor enterprises have been established in China in recent years.
Based on the Upper Echelons Theory, this paper commences from the literature on founder research in entrepreneurship studies, and in conjunction with small-sample interviews, proposes the "521" model for observing Chinese semiconductor enterprise …
Research On The Mechanism Of China's Stock Market And The Efficiency Of Factor-Based Stock Selection Strategies, Huaixiang Xing
Research On The Mechanism Of China's Stock Market And The Efficiency Of Factor-Based Stock Selection Strategies, Huaixiang Xing
Dissertations and Theses Collection (Open Access)
Based on the data of 4280 firms listed on China's A-share market from 2010 to 2023, this paper constructs 20 market factors and 4 financial factors to systematically study multi factor stock selection strategies in China's stock market. Furthermore, this article analyzes the impact of China's capital market mechanisms on stock selection strategies, which include margin trading and securities lending mechanism, Mainland-Hong Kong Stock Connect mechanism, analyst coverage mechanism, and information disclosure mechanism. The main conclusions are as follows:
Firstly, this paper reveals that 12 market factors, including size, price, and liquidity are all effective pricing factors, and the strategy …
The Influence Of Venture Capitalists’ Value-Added Service On Capital Financing Outcome: A Research On Chinese Biotech Startups, Hao-Yu Huang
The Influence Of Venture Capitalists’ Value-Added Service On Capital Financing Outcome: A Research On Chinese Biotech Startups, Hao-Yu Huang
Dissertations and Theses Collection (Open Access)
China’s biotechnology sector has undergone rapid evolution, driven by government policy, capital market reform, and growing global demand for pharmaceutical innovation. Venture capitalists (VCs) have played an increasingly pivotal role not only as financiers but also as strategic partners offering value-added services (VAS). These interventions include operational mentorship, regulatory navigation, talent pipeline facilitation, and strategic repositioning. However, the extent to which such non-financial support influences financing outcomes across startup development stages remains underexplored—particularly in the context of China's unique institutional and industrial environment.
This dissertation examines how VC post-investment interventions affect the financing success of biotech startups in China. Drawing …
Research On Inheritance And Innovation Of Chinese Time - Honored Brands On Brand Attachment, Jiangbo Yin
Research On Inheritance And Innovation Of Chinese Time - Honored Brands On Brand Attachment, Jiangbo Yin
Dissertations and Theses Collection (Open Access)
Balancing inheritance and innovation to achieve brand revitalization is a pressing practical issue for both academia and industry. This study adopts a dual perspective of enterprises and consumers, selecting the Cantonese cuisine time-honored brand "Tao Tao Ju" as the research subject, and employs a mixed-methods combining qualitative and quantitative research to explore the mechanism on inheritance and innovation of Chinese time-honored brands on brand attachment.
Study 1 utilizes grounded theory to construct a multidimensional structure of inheritance and innovation of Chinese time-honored brands: inheritance dimensions include product and service inheritance, brand spirit inheritance, and historical and cultural inheritance; innovation dimensions …
Research On Motivations For Corporate Voluntary Environmental Transformation: An Analysis Based On Wwf, Lunyan Lu
Dissertations and Theses Collection (Open Access)
This study investigates the multidimensional motivations driving corporate voluntary environmental transformation and its subsequent impacts, with a focus on political contexts, industry characteristics, and leadership traits. Situated within the framework of additional transformation requirements proposed by environmental non-profit organizations (e.g., WWF), the research examines how environmental transformation serves as a strategic vehicle for corporations to demonstrate social responsibility practices and enhance market competitiveness through philanthropic engagements. By integrating theoretical construction and empirical analysis, this study advances the explanatory frameworks of corporate social responsibility (CSR) theory, stakeholder theory, and resource dependence theory.
This research first identifies intrinsic motivations for corporations to …
Analysis On Factors For The Success Of China's Industrial Parks -- "Crown Model" And Its Empirical Research, Ming Qiu
Dissertations and Theses Collection (Open Access)
Since the reform and opening-up policy, China has systematically promoted the development and construction of economic and technological development zones, high-tech industrial development zones, and various types of industry-focused functional parks by drawing on successful international models and integrating them with China’s context. This has been carried out from the central government to local governments to foster the clustering of regional industries, facilitate industrial upgrading, drive large-scale employment, increase GDP, generate continuous tax revenue, and accelerate urbanization. These efforts have been pivotal in transforming local economies and enhancing China’s competitive advantage in the global market. The author, with 20 years …
A Study On Paths And Effectiveness Of Internationalization Of Chinese Apparel Enterprises, Xiaohong Gao
A Study On Paths And Effectiveness Of Internationalization Of Chinese Apparel Enterprises, Xiaohong Gao
Dissertations and Theses Collection (Open Access)
As globalization advances, international expansion has become a key strategy for firms to enhance their competitive edge. Nevertheless, current literature predominantly centers on developed countries, often overlooking the distinct obstacles and prospects encountered by companies from emerging markets. This gap is particularly evident in the apparel sector, where the impact of branding strategies on internationalization outcomes remains underexplored. This paper constructs an analytical framework of “internationalization context - internationalization pathway selection - internationalization performance”, combines case studies and empirical analysis to explore this research issue in depth, and applies the results of the research to enterprise practice.
This paper analyzes …
Research On The Economic Performance And Process Optimization Strategies In Chinese Agricultural Enterprises, Zili Xu
Dissertations and Theses Collection (Open Access)
With the booming digital economy, digital transformation has become a key strategy for global enterprises to enhance competitiveness and optimize economic performance. This dissertation takes Chinese agricultural enterprises as the research subject and deeply explores the impact of digital transformation on corporate economic performance and strategies for business process optimization.
The dissertation first reviews the research progress on the digital transformation of agricultural enterprises. Secondly, it uses qualitative text analysis and machine learning technology to assess the digital level of Chinese agricultural enterprises and analyzes their current status and characteristics. The empirical study employs a fixed-effects model and finds that …
Digital Twin Dynamics: Employee’S Willingness To Adopt Ai Digital-Twin In A Craftsmanship Environment, Seow Hoon Tee
Digital Twin Dynamics: Employee’S Willingness To Adopt Ai Digital-Twin In A Craftsmanship Environment, Seow Hoon Tee
Dissertations and Theses Collection (Open Access)
Singapore’s manufacturing sector, contributing 22% to the nation’s GDP, is undergoing a strategic transformation under the Manufacturing 2030 vision, which aims to increase sector value by 50%. However, a critical challenge emerges in the widening age gap among craftsmen, particularly between 30 and 50 years old, misaligning with succession planning efforts. As senior craftsmen approach retirement, the urgency to transfer specialized expertise significantly increases. In response, initiatives such as the National AI Strategy (NAIS) 2.0 and Industry 5.0 efforts by the Singapore Manufacturing Federation (SMF) and Advanced Remanufacturing and Technology Centre (ARTC) emphasize AI-driven solutions to enhance knowledge retention and …
Who Is Using Flexible Work Arrangements Among Couples? A Longitudinal Analysis Of The Disparities Between Gender, Parenthood, And Cccupations, Senhu Wang, Cheng Cheng
Who Is Using Flexible Work Arrangements Among Couples? A Longitudinal Analysis Of The Disparities Between Gender, Parenthood, And Cccupations, Senhu Wang, Cheng Cheng
Research Collection School of Social Sciences
The rise of flexible work arrangements (FWAs) holds promise for advancing gender equality by enabling both men and women to better manage work and family. However, this expectation hinges on the actual utilization of FWAs by both genders in response to family needs. Drawing on longitudinal dyadic data from the UK (2010–2022), this study examines the disparities in the use of FWAs among couples by gender, parenthood, and occupation. We find that wives' use of all types of FWAs significantly increases after parenthood, whereas husbands' use remains unchanged. Moreover, mothers' use of FWAs varies by occupation and the type of …
Subway, Collaborative Matching, And Innovation, Yumi Koh, Li Jing, Jianhuan Xu
Subway, Collaborative Matching, And Innovation, Yumi Koh, Li Jing, Jianhuan Xu
Research Collection School Of Economics
Using rapid expansion of the Beijing subway from 2000 to 2018, we analyze its impact on collaborative matches in innovations. We find that an hour reduction in travel time between a pair of locations in Beijing brought 14.85% to 37.69% increase in collaborated patents. Far-apart location pairs were more affected, and the local average causal response is approximately 34.92% to 82.29%. The effect is mainly driven by increased matches among highly productive innovators. The entry of new innovators, relocation of existing innovators, and collaborations among low-productive innovators also contribute to the increase in collaborative matches, especially in the long run.
On Strategy-Proofness And The Salience Of Single-Peakedness In A Private Goods Allotment Problem, Shurojit Chatterji, Jordi Masso, Shigehiro Serizawa
On Strategy-Proofness And The Salience Of Single-Peakedness In A Private Goods Allotment Problem, Shurojit Chatterji, Jordi Masso, Shigehiro Serizawa
Research Collection School Of Economics
We consider strategy-proof rules operating on a rich domain of preference profiles in a set up where multiple private goods have to be assigned to a set of agents with entitlements and where preferences display satiation. We show that if the rule is in addition tops-only, same-sided and individually rational with respect to the entitlements, then the preferences in the domain have to satisfy a variant of single-peakedness (referred to as multi-dimensional single-peakedness relative to the entitlements). We also provide a converse of this main finding. It turns out that this domain coincides with the one already identified in a …
Food Self-Sufficiency And Building-Integrated Urban Agriculture: Lessons From Singapore, Tomoki Fujii, Christoph Waibel, Xinyi Du, Zhongming Shi
Food Self-Sufficiency And Building-Integrated Urban Agriculture: Lessons From Singapore, Tomoki Fujii, Christoph Waibel, Xinyi Du, Zhongming Shi
Research Collection School Of Economics
Singapore aims to achieve 30 percent food self-sufficiency by 2030, known as the 30-by-30 target, and this paper reviews Singapore’s changing landscape for urban agriculture and its recent progress towards the 30-by-30 goal, highlighting key challenges such as land constraints, high production costs, and resource limitations. Building-integrated agriculture (BIA), which utilizes building surfaces such as rooftops, façades, and balconies for food production within urban environments, is examined as a potential way to increase self-sufficiency through a simulation. Despite the BIA’s potential, practical issues—including regulatory concerns and infrastructure limitations—must be addressed before it can be implemented at scale. Insights from Singapore’s …
Breaking Up Male-Dominated Collusive Arrangements: Women's Representation In Bureaucracy And Corruption, Beomgeun Cho, Heeun Kim
Breaking Up Male-Dominated Collusive Arrangements: Women's Representation In Bureaucracy And Corruption, Beomgeun Cho, Heeun Kim
Research Collection School of Social Sciences
We investigate the impact of women's representation in bureaucracy on corruption. In this study, we demonstrate how women bureaucrats' experiences in male-dominated workplaces contribute to curbing corruption. To do this, we investigate three dimensions of women's representation (average share, average rank, and hierarchical dispersion) in South Korean regional governments. Empirical evidence shows that the higher women bureaucrats are ranked, the more bureaucrats are disciplined against misbehaviors and the lower the corruption risks are in public procurement. The findings imply that having women bureaucrats at higher ranks reduces corruption risks because they disrupt male-dominated collusive arrangements and abide by ethical standards …
Fintech’S Rise Reshaping Asean’S Financial Future, Swee Liang Tan
Fintech’S Rise Reshaping Asean’S Financial Future, Swee Liang Tan
Research Collection School Of Economics
Fintech can offset the diminishing effects of bank lending on economic growth. By leveraging innovative technologies, fintech companies can reduce transaction costs, address information asymmetry issues and streamline processes such as customer evaluation and risk assessment. This strategic collaboration between banks and fintech firms can lead to improved efficiency and effectiveness in financial services, such as pressuring traditional banks to innovate in areas such as customer interface and processes, ultimately boosting economic growth.
Multicultural Experience And Young Chinese People’S Subjective Well-Being: An Indirect Effect Through Self-Construal, Xiaoyu Dai, Davelle Jing Yi Lee, Chi-Ying Cheng
Multicultural Experience And Young Chinese People’S Subjective Well-Being: An Indirect Effect Through Self-Construal, Xiaoyu Dai, Davelle Jing Yi Lee, Chi-Ying Cheng
Research Collection School of Social Sciences
Traditional Chinese culture promotes ingroup harmony and personal conformity, which facilitates a cultural tendency of perceived self-other similarity among Chinese people’s self-concepts. However, with increased exposure to foreign cultures due to globalization, many young Chinese may see themselves as more unique in relation to others via contrast and comparison. This shift in self-construal may facilitate the pursuit of a more positive self-view and enhanced personal happiness. Thus, it is expected that among Chinese people, multicultural experience would be positively linked to construing the self as different from others, which, in turn, would predict higher self-esteem and subjective well-being. An online …
The Impact Of Childhood Sexual, Physical And Emotional Abuse And Neglect On Suicidal Behavior And Non-Suicidal Self-Injury: A Systematic Review Of Meta-Analyses, Yuan Yu Alicia Chia, Andree Hartanto, Tse Shuen Wan, Shauna Sha Min Teo, Wei Xiang Sim, K Tennakoon Appuhamillage Sandeeshwara Kasturiratna
The Impact Of Childhood Sexual, Physical And Emotional Abuse And Neglect On Suicidal Behavior And Non-Suicidal Self-Injury: A Systematic Review Of Meta-Analyses, Yuan Yu Alicia Chia, Andree Hartanto, Tse Shuen Wan, Shauna Sha Min Teo, Wei Xiang Sim, K Tennakoon Appuhamillage Sandeeshwara Kasturiratna
Research Collection School of Social Sciences
Self-injurious thoughts and behavior, encompassing suicidal ideation, attempts and non-suicidal self-injury, represent a critical global health concern. Amidst the multifaceted nature of these behaviors and the various underlying risk factors, childhood maltreatment emerges as significant risk factor. The current umbrella review synthesizes literature across diverse geographical regions including Africa, Asia & Pacific, Europe, Middle East, North America, Latin America and Oceania incorporating findings from 24 meta-analyses that cumulatively analyze 81 effect sizes. The review reveals a consistent association between various forms of childhood maltreatment and an increased risk of self-injurious thoughts and behaviors across different populations. Importantly, our findings show …
Investigating The Effect Of Full And Partial Social Media Abstinence On Fear Of Missing Out And Well-Being Outcomes: A Daily Diary Experimental Approach, Andree Hartanto, K Tennakoon Appuhamillage Sandeeshwara Kasturiratna, Meenakshi Kothari, A. Y. H. Goh, Frosch Yi Xuan Quek, Nadyanna M. Majeed
Investigating The Effect Of Full And Partial Social Media Abstinence On Fear Of Missing Out And Well-Being Outcomes: A Daily Diary Experimental Approach, Andree Hartanto, K Tennakoon Appuhamillage Sandeeshwara Kasturiratna, Meenakshi Kothari, A. Y. H. Goh, Frosch Yi Xuan Quek, Nadyanna M. Majeed
Research Collection School of Social Sciences
With social media deeply embedded in our daily lives, there is an ongoing debate about its potential negative impact on well-being outcomes. Several lines of correlational research suggest that social media use is associated with reduced well-being. However, these findings are preliminary, heavily relying on cross-sectional data. To address this limitation, our study implemented an experimental paradigm that manipulated varying degrees of social media abstinence and assessed fear of missing out, as well as multiple well-being outcomes, including anxiety, depressive symptoms, life satisfaction, perceived stress, affective states, loneliness, sleep quality, and cognitive failures. A total of 280 regular social media …
Gender Biases Within Artificial Intelligence And Chatgpt: Evidence, Sources Of Biases, And Solutions, Qi Hui Jerlyn Ho, Andree Hartanto, Andrew Koh, Nadyanna M. Majeed
Gender Biases Within Artificial Intelligence And Chatgpt: Evidence, Sources Of Biases, And Solutions, Qi Hui Jerlyn Ho, Andree Hartanto, Andrew Koh, Nadyanna M. Majeed
Research Collection School of Social Sciences
The growing adoption of Artificial Intelligence (AI) in various sectors has introduced significant benefits, but also raised concerns over biases, particularly in relation to gender. Despite AI's potential to enhance sectors like healthcare, education, and business, it often mirrors reality and its societal prejudices and can manifest itself through unequal treatment in hiring decisions, academic recommendations, or healthcare diagnostics, systematically disadvantaging women. This paper explores how AI systems and chatbots, notably ChatGPT, can perpetuate gender biases due to inherent flaws in training data, algorithms, and user feedback loops. This problem stems from several sources, including biased training datasets, algorithmic design …
Diversities Within Diversities, Sor-Hoon Tan
Diversities Within Diversities, Sor-Hoon Tan
Research Collection School of Social Sciences
This chapter adds to the perspectives from Chinese philosophical traditions on the issues of ecological and economic inequalities by drawing attention to recent works on Daoism offering views on ecological problems that differ from Tongdong Bai’s chapter. It also highlights a common theme that is found in several chapters in this volume: the importance of relationship. Starting from Confucian relational ethics, it offers a different perspective from Bai and others who defend Confucian hierarchy by questioning the opposition between egalitarianism and hierarchy. It argues that Confucianism strongly objects to certain kinds of inequalities, which would put it in sympathy with …
Every Voice Has Its Bright And Dark Sides: Understanding Observers’ Reactions To Coworkers’ Voice Behaviors, Szu-Han Lin, Shereen Fatimah, Emily C. Poulton, Cony M. Ho, D. Lance Ferris, Russell E. Johnson
Every Voice Has Its Bright And Dark Sides: Understanding Observers’ Reactions To Coworkers’ Voice Behaviors, Szu-Han Lin, Shereen Fatimah, Emily C. Poulton, Cony M. Ho, D. Lance Ferris, Russell E. Johnson
Research Collection Lee Kong Chian School Of Business
The majority of research on voice has focused on how employee voice influences voicers and targets of voice (e.g. supervisors and organizations). We advance theory on voice by examining how third-party observers react to expressions of voice behavior by coworkers. Drawing from affective events theory (AET), we examine the potential benefits and detriments of coworker voice behaviours. Results from an experience sampling study and an experiment revealed that coworker voice was associated with an increase in third-party observers' inspiration, prompting third-party observers to engage in their own voice behaviours. Although coworker voice did not have a significant main effect on …