The DOI matches its Crossref record; 42 of the 46 references it cites were found in a registry or an index.
Transformational versus servant leadership: a difference in leader focus
Abstract
This article examines transformational leadership and servant leadership to determine what similarities and differences exist between the two leadership concepts. The authors posit that the primary difference between transformational leadership and servant leadership is the focus of the leader. The transformational leader's focus is directed toward the organization, and his or her behavior builds follower commitment toward organizational objectives, while the servant leader's focus is on the followers, and the achievement of organizational objectives is a subordinate outcome. The extent to which the leader is able to shift the primary focus of leadership from the organization to the follower is the distinguishing factor in classifying leaders as either transformational or servant leaders. This article also looks at the next stage of developmental issues in servant leadership, such as the challenges facing empirical investigation and measurement, and the changes that are occurring in current thinking about the servant leadership approach. Ultimately, the case is made that although different, both transformational leadership and servant leadership offer the conceptual framework for dynamic leadership.
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“More particularly, a servant leader is genuinely concerned with serving followers (Greenleaf 1977), while transformational leaders have a greater concern for the strategic use of followers to reach organizational goals (Stone et al. 2004).”
From The Servant Leadership Survey: Development and Validation of a Multidimensional Measure (2011) · cites this paper as Stone et al. 2004
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Cites
Longshore, J. M., & Bass, B. M. (1987) · Academy of Management Review · doi:10.2307/258081 · Cited by 12,424
From transactional to transformational leadership: Learning to share the vision
Bass, B. M. (1990) · Organizational Dynamics · doi:10.1016/0090-2616(90)90061-s · Cited by 5,438
YUKL, G. A. (1981) · Cited by 5,266
Servant leadership: A journey into the nature of legitimate power and greatness
(1979) · Business Horizons · doi:10.1016/0007-6813(79)90092-2 · Cited by 4,096
Influence : science and practice
Cialdini, R. B. (1985) · Cited by 3,581
Etzioni, A. W., & Likert, R. (1962) · American Sociological Review · doi:10.2307/2089646 · Cited by 3,093
(1990) · Free Press , Collier Macmillan eBooks · Cited by 2,859
Transformational leadership: industrial, military, and educational impact
(1998) · Choice Reviews Online · doi:10.5860/choice.35-4579 · Cited by 1,855
Podsakoff, P. M., MACKENZIE, S. B., & Bommer, W. H. (1996) · Journal of Management · doi:10.1016/s0149-2063(96)90049-5 · Cited by 1,763
A Comparative Analysis of Complex Organizations, by Amitai Etzioni
Fricke, P. H. (1976) · Political Science Quarterly · doi:10.2307/2148419 · Cited by 1,619
Research works printed but not linked: 12
- Bass, B.M. (1985a), Leadership and Performance beyond Expectations, The Free Press, New York, NY.
- Bass, B.M. and Avolio, B.J. (1990), Multifactor Leadership Questionnaire, Consulting Psychologist Press, Palo Alto, CA.
- Bass, B.M. and Avolio, B.J. (1994), “Introduction”, in Bass, B.M. and Avolio, B.J. (Eds), Improving Organizational Effectiveness through Transformational Leadership, Sage Publications, Thousand Oaks, CA.
- Braham, J. (1999), “The spiritual side”, Industry Week, Vol. 248 No. 3, pp. 48‐56.
- Burns, J.M. (1998), “Transactional and transforming leadership”, in Hickman, G.R. (Ed.), Leading Organizations, Sage Publications, Thousand Oaks, CA, pp. 133‐4.
- Etzioni, A. (1961), A Comparative Analysis of Complex Organizations, Free Press, New York, NY.
- Greenleaf, R.K. (1969), “Leadership and the individual: the Dartmouth lectures”, in Frick, D.M. and Spears, L.C. (Eds), On Becoming a Servant Leader, Jossey‐Bass Publishers, San Francisco, CA, pp. 284‐338.
- Harvey, M. (2001), “The hidden force: a critique of normative approaches to business leadership”, SAM Advanced Management Journal, Vol. 66 No. 4, pp. 36‐48.
- Horsman, J.H. (2001), “Perspectives of servant leadership and spirit in organizations”, Dissertation Abstracts Online, 8936785.
- Lubin, K.A. (2001), “Visionary leader behaviors and their congruency with servant leadership characteristics”, Dissertation Abstracts Online, 3022943.
- Russell, R.F. (2000), “Exploring the values and attributes of servant leaders”, Doctoral dissertation, 5359435.
- Tice, L. (1996), “Traits of limitless leaders”, Association Management, Vol. 48, p. 16.
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Metadata
- Authors
- Gregory Stone, A., Russell, R. F., & Patterson, K.
- Affiliations
- Emory and Henry College (US)
- Regent University (US)
- Venue
- Leadership & Organization Development Journal
- Publisher
- Emerald
- Published
- 2004-06-01
- Volume
- 25
- Issue
- 4
- Pages
- 349-361
- ISSN
- 0143-7739 (ISSN-L)
- OpenAlex
- W2169205424
- Semantic Scholar
- 34bdf0f7db71489ddbef82754df7f79fe2d144d5
- Cited by
- 1,208
- References
- 46
- Citations by year
- 2026: 25 · 2025: 49 · 2024: 56 · 2023: 95 · 2022: 83 · 2021: 90 · 2020: 96 · 2019: 88 · 2018: 90 · 2017: 74 · 2016: 75 · 2015: 64 · 2014: 70 · 2013: 63 · 2012: 55
- FWCI
- 37.42
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Leadership & Organization Development Journal (publishedVersion)
- Topics
- Social Sciences › Business, Management and Accounting › Strategy and Management › Leadership and Management in Organizations
- Social Sciences › Business, Management and Accounting › Organizational Behavior and Human Resource Management › Employee Performance and Leadership
- Social Sciences › Business, Management and Accounting › Organizational Behavior and Human Resource Management › Job Satisfaction and Organizational Behavior
- Keywords
- transformational leadership, servant leadership, follower commitment, organizational goals, leader-follower relationships, dynamic leadership, leadership assessment
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