The DOI matches its Crossref record; 90 of the 92 references it cites were found in a registry or an index.
I warn you because I like you: Voice behavior, employee identifications, and transformational leadership
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Baron, R. M., & Kenny, D. A. (1986) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.51.6.1173 · Cited by 91,532
Structural equation modeling in practice: A review and recommended two-step approach
Anderson, J. C., & Gerbing, D. W. (1988) · Psychological Bulletin · doi:10.1037/0033-2909.103.3.411 · Cited by 41,941
Culture and the self: Implications for cognition, emotion, and motivation.
Markus, H. R., & Kitayama, S. (1991) · Psychological Review · doi:10.1037/0033-295x.98.2.224 · Cited by 21,995
Culture's Consequences: International Differences in Work-Related Values
Gladwin, T. N., & Hofstede, G. (1981) · Academy of Management Review · doi:10.2307/257651 · Cited by 20,550
Convergent and discriminant validation by the multitrait-multimethod matrix.
Campbell, D. T., & Fiske, D. W. (1959) · Psychological Bulletin · doi:10.1037/h0046016 · Cited by 17,116
Exchange and Power in Social Life
Blau, P. M. (2017) · doi:10.4324/9780203792643 · Cited by 15,923
Culture's Consequences: International Differences in Work-Related Values.
Sorge, A. M., & Hofstede, G. (1983) · Administrative Science Quarterly · doi:10.2307/2393017 · Cited by 15,195
Exchange and Power in Social Life.
Bierstedt, R., & Blau, P. M. (1965) · American Sociological Review · doi:10.2307/2091154 · Cited by 13,625
The Social Identity Theory of Intergroup Behavior
Tajfel, H., & Turner, J. C. (2004) · Political Psychology · doi:10.4324/9780203505984-16 · Cited by 13,467
Longshore, J. M., & Bass, B. M. (1987) · Academy of Management Review · doi:10.2307/258081 · Cited by 12,424
Research works printed but not linked: 1
- Van Dyne, 1995, Extra-role behaviors: In pursuit of construct and definitional clarity, vol. 17, 215
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“Furthermore, W. Liu et al. (2010) proposed two types of voice behavior: speaking out, which is directed toward peers, and speaking up, which is directed toward leaders.”
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“Thus, LMX similarity may enhance the salience of collective identity and motivate voice out of a desire to contribute to team success (Liu et al., 2010; cf. van Knippenberg, 2000).”
KATITAŞ, S. (2026) · SAGE Open · doi:10.1177/21582440251414812 · Cited by 2
“Specifically, reluctance to share information, provide feed-back, or speak up negatively impacts employees’ self-confidence and motivation, posing a serious barrier to organizational development and innovation (W. Liu et al., 2010).”
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“Research literature highlights that leadership styles of leaders may have a direct influence over employee’s response behaviour (Liu et al., 2010).”
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“We chose to modify this specific measure because it reflects a general or broad view of voice without emphasizing the constructive or prosocial stem (Liu et al., 2010; 2017).”
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“Items were rated on a 7-point Likert scale (1 = strongly disagree to 7 = strongly agree ), and instructions were adapted to include leader as recipient (e.g., W. Liu et al., 2010).”
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“Although voice is risky in the work-place (Morrison, 2011), employees who have deeper interactions with their leaders feel more comfortable speaking to leaders about problems (Liu et al., 2010; Zhu et al., 2015).”
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“Apart from the influence of empowering leadership on UPSB, the cognitive and psychological changes in the way employees perceive their leaders play a crucial role in how employees act to repay the leaders [42].”
Turning Tensions Into Performance: The Role of Promotive Voice and Paradoxical Mindset
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“While research has primarily examined voice frequency (Liu et al., 2010), our results suggest paradoxical mindset enhances voice quality rather than quantity.”
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Direct or Polite? Antecedents and Consequences of How Employees Express Voice.
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“Liu et al. (2010) found that different leaders or leadership styles have different effects on voice behavior, and this leads subordinates to choose different strategies to achieve different goals.”
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“Some researchers considered voice as an opportunity to express opinions and explain them to the decision-makers, and some others defined voice as an opportunity to express job dissatisfaction (Liu et al., 2010).”
BackgroundUnderstanding the Antecedents of Employee Voice: A Review of the Literature
Yang, Y. (2021) · 日本労務学会誌 · doi:10.24592/jshrm.21.2_58 · Cited by 2
Self-citationHARMANCI, Y., Doğan, S., & Demirtaş, Ö. (2021) · Pamukkale University Journal of Social Sciences Institute · doi:10.30794/pausbed.923775 · Cited by 2
Willemsma, T. A. (2014) · Cited by 2
Wu, C. (2013) · UWA Profiles and Research Repository (UWA) · Cited by 2
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ÇALIŞAN SES DAVRANIŞI ÇALIŞMALARI ÜZERİNE BİBLİYOMETRİK BİR ARAŞTIRMA
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Li, C.-J., Li, H., Dong, J., Li, K., & Tao, H. (2024) · Journal of Business Research · doi:10.1016/j.jbusres.2024.115130 · Cited by 1
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“…for by the original self-concept model, scholars have focused on the notion of identi fi cation in relation to that of the leader or organization (Liu et al., 2010; Qu et al., 2015; Tse & Chiu, 2014; Walumbwa et al., 2008; Walumbwa & Hartnell, 2011), and also on the congruence between the…”
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“There are also some scholars divide the object of voice into two groups: executive director and direct chief executive (Ioannis et al. , 2008);or voice to colleagues and voice to superiors (Liu et al. , 2010).”
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Awan, U., Suleman, N., Huiskonen, J., & Kraslawski, A. (2020) · Routledge eBooks · doi:10.4324/9780429424151 · Cited by 1
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“They adjust their inspirational motivation and idealized influence behavior to individual followers' specific goals and interests [17] and ensure that each follower can voice concerns through intellectually stimulating behavior [18].”
Chen, L., Unsworth, K. L., & Zhang, L. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1119596 · Cited by 1
“As voice behavior is pro-social (Van Dyne and LePine, 1998), one stream of research views voice behavior as a form of reciprocation and suggests that employees who perceive their organizational environments as positive are likely to reciprocate through voice behavior (e.g., Choi, 2007; Liu et al., 2010; Zhang et al.,…”
BackgroundKhan, S. A., Ajmal, M., & Islam, A. (2023) · International Journal of Management Research and Emerging Sciences · doi:10.56536/ijmres.v13i1.284 · Cited by 2
The Impact of Social Media on Employees’ Voice in Egypt
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Qi, M., Feng, B., Liu, F., & Qian, T. (2024) · Business Ethics the Environment & Responsibility · doi:10.1111/beer.12685 · Cited by 1
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YILDIRIM, Y., & Durmaz, V. (2025) · Journal of Aviation Research · doi:10.51785/jar.1594991 · Cited by 1
Lin, L. (2025) · International Journal of Occupational Safety and Ergonomics · doi:10.1080/10803548.2025.2472504 · Cited by 1
“Participants hence tend to weigh the pros and cons before they decide to comment [54].”
InfluentialTian, Z., & Huang, P.-L. (2013) · Springer eBooks · doi:10.1007/978-3-642-40063-6_75 · Cited by 1
Servant Leadership and Voice Behavior: Self-efficacy as a Mediator
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“, 2010) ([4]); and Walumbwa and Schaubroeck (2009) ([5])found a positive relationship between ethical leadership and employee voice.”
BackgroundJaved, M., Niazi, A., Hoshino, Y., Hassan, H., & Hussain, M. (2021) · Sustainability · doi:10.3390/su132111733 · Cited by 4
“(2013) argued that followers’ trust and respect are the key components that appear as a result of a high BI of leaders [21].”
BackgroundKashi, Z. M., & Kabir, Z. M. (2019) · Iranian journal of Value and Behavioral Accounting · doi:10.29252/aapc.4.7.135 · Cited by 1
Ceribeli, H. B., Isidoro, B. S., Inácio, R. D. O., & Maciel, G. N. (2023) · Gestão org · doi:10.51359/1679-1827.2023.244138 · Cited by 1
Li, R. (2015) · Brock University Digital Repository (Brock University) · Cited by 1
Isaakyan, S. (2018) · doi:10.26481/dis.20180601si · Cited by 1
In search of ‘honest opponents' : a narrative study exploring employees’ decisions to speak up
Lewis, C. (2020) · doi:10.17760/d20382040 · Cited by 1
Rothstein, E. G. (2021) · CUNY Academic Works (City University of New York) · Cited by 1
Harewood, E. A. (2013) · University of Minnesota Digital Conservancy (University of Minnesota)
Jung, T.-C. (2012) · Journal of the Korea Academia-Industrial cooperation Society · doi:10.5762/kais.2012.13.2.583
“또한 변혁적 리더십은 동일시와 정적인 관계가 있으며[10, 16] 사회적 동일시와 개인적 동일시를 통해 관계적 역할외적 행동에 영향을 준다는 연구 결과[11]와도 일치하였다.”
Influential"The Joint Effects of Issue Importance, Managerial Openness, and Positive Mood on Voice and Tactics"
Xu, E., & Liu, W. (2013) · Academy of Management Proceedings · doi:10.5465/ambpp.2013.100
Self-citationLeadership Justice and Negative Organizational Behaviors: Mediated by Affective Commitment
Duan, J., & Zhong, J. (2010) · International Conference on Management and Service Science (MASS) · doi:10.1109/icmss.2010.5577429
Antecedents, Mechanisms, and Outcomes in the Social Services
Tafvelin, S. (2013)
Alyusef, M. I. G., & Zhang, P. C. (2015) · European Scientific Journal ESJ
心理学进展 (Advances in Psychology)Preprint
Xia, S. (2012) · SSRN Electronic Journal · doi:10.2139/ssrn.2139207
Voice Game Between Coworkers with Low Relative Leader-member Exchange
Ran, X., & Ji-chao, X. (2013) · Journal of Applied Sciences · doi:10.3923/jas.2013.3182.3188
The Relationship between Participative Decision-Making and VoicingPreprint
Bao, E. (2015) · SSRN Electronic Journal · doi:10.2139/ssrn.2719265
Employee Voice Voice Flows to and around Leaders: Understanding When Units Are Helped or Hurt by
Detert, J. R., Burris, E. R., Harrison, D. A., & Martín, S. (2013)
Galicia-Dechavez, S. D., Caballero, R. T., & Castaño, M. C. N. (2015)
How Mentoring Can Impact Women’s Use of Voice
Whitehead, L., & Falkenberg, J. S. (2015) · Palgrave Macmillan UK eBooks · doi:10.1057/9781137432155_7
Voice – Die Bereitschaft zum kritischen Diskurs als wichtiger Beitrag zur Organisationsentwicklung
Metz, A. (2017) · Springer eBooks · doi:10.1007/978-3-658-17651-8_18
A Systems and Behavioural Perspective of Managing Employee Voice
Mowbray, P. K. (2016) · Griffith Research Online · doi:10.25904/1912/353
Kennedy, B., & Jury, T. (2016) · Nursing Management · doi:10.1097/01.numa.0000484477.29478.f9
Dong, C. (2017) · ANU Open Research (Australian National University) · doi:10.25911/5d66641e423d1
Hartmann, M. (2018) · Springer eBooks · doi:10.1007/978-3-658-21390-9_3
Colton, B. (2018) · SSRN Electronic Journal · doi:10.2139/ssrn.3178382
“Leaders are perceived as being more transformational and ethical when employee input is solicited and taken seriously (Detert & Burris, 2007; Liu et al., 2010).”
BackgroundSihombing, R. P., Murniati, M. P., & Susilowati, C. (2018) · Journal of Business & Finance in Emerging Markets · doi:10.32770/jbfem.vol1175-188
Mousavi, Z., & Kabir, Z. M. (2019) · Iranian journal of Value and Behavioral Accounting · doi:10.18869/acadpub.aapc.4.7.135
Linking ethical leadership and employee performance in the Australian banking industry
Kia, N. (2020) · RMIT Research Repository (RMIT University Library) · doi:10.25439/rmt.27596409
Three essays on examining abusive supervision from the third party perspective
Feng, Z. (2020) · DR-NTU (Nanyang Technological University) · doi:10.32657/10356/137228
Gustiawan, W., Phung, M.-T., & Le, S.-T. (2020) · International Conference on Applied Social Sciences, Business, and Humanity (ICo-ASCNITY) · doi:10.4108/eai.1-11-2019.2294015
“The former pays more attention to leaders management kennel that the influence whether employees are willing to voice [32]; [28]; [33], the latter concerns personalities and the difference of demographic variables that are related to voice behavior, because in certain organization, some are more willing to pay extra e…”
Background
Metadata
- Authors
- Liu, W., Zhu, R., & Yang, Y.
- Affiliations
- Hong Kong Polytechnic University (HK)
- Sun Yat-sen University (CN)
- Fudan University (CN)
- Corresponding author
- Liu, Wu
- Venue
- The Leadership Quarterly
- Publisher
- Elsevier BV
- Published
- 2010-02
- Volume
- 21
- Issue
- 1
- Pages
- 189-202
- ISSN
- 1048-9843 (ISSN-L)
- OpenAlex
- W2150872720
- Cited by
- 555
- References
- 92
- Citations by year
- 2026: 22 · 2025: 31 · 2024: 43 · 2023: 42 · 2022: 46 · 2021: 57 · 2020: 54 · 2019: 53 · 2018: 44 · 2017: 32 · 2016: 33 · 2015: 27 · 2014: 19 · 2013: 21 · 2012: 20
- FWCI
- 17.24
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- The Leadership Quarterly (publishedVersion)
- PolyU Institutional Research Archive (Hong Kong Polytechnic University) (submittedVersion)
- Topics
- Social Sciences › Business, Management and Accounting › Organizational Behavior and Human Resource Management › Job Satisfaction and Organizational Behavior
- Social Sciences › Business, Management and Accounting › Industrial relations › Labor Movements and Unions
- Social Sciences › Business, Management and Accounting › Organizational Behavior and Human Resource Management › Employee Performance and Leadership
- Keywords
- voice behavior, transformational leadership, employee identification, social identification, personal identification, speaking out, speaking up, supervisor-employee relations
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