Academic Library Department Experience Fosters the Development of Leadership Skills Relevant to Academic Library Directorship
Bibliographic record
Abstract
A Review of: Harris-Keith, Colleen S. (2015). The Relationship Between Academic Library Department Experience and Perceptions of Leadership Skill Development Relevant to Academic Library Directorship. The Journal of Academic Librarianship, 41(3), 246-263. doi:10.1016/j.acalib.2015.03.017 Abstract Objective – This study sought to identify if the perception of library leadership skill and quality development is equal across departmental experience, and what are the leadership skills and qualities most commonly perceived to be used in each department. Design – Quantitative online survey instrument. Setting – Master’s colleges and universities from 728 institutions in the United States of America, as classified by the Carnegie Foundation. Subjects – 666 academic library directors. Methods – Selected participants, representing academic library administrative leadership, were contacted by email a maximum of four times and were invited to complete an online survey instrument composed of six sections. The first three sections contained the purpose and confidentiality statements, demographic information, and data on the past five positions held by respondents prior to their current directorship. The next two sections each had 25 statements on a 5-point Likert scale, to collect data on perceived leadership skills and qualities exercised by respondents in their most recent three positions. The final section had four open-ended questions to help explain the academic library directors’ responses and provide context for the ratings in previous sections of the instrument. Main results – A total of 296 responses were received, for a 40.66% response rate, which was representative of the institution type demographics, including private non-profit, public, and private for-profit. The first research question asked: is the perception of library leadership skill and quality development equal across departmental experience? The data used for this question involved all library departments: Access Services, Administration, Collection Development, Digital Library Services, Information Technology, Reference and Instruction, and Technical Services. When departments were compared pairwise on composite leadership skill scores, Administration was significantly higher than another department. Results showed that perceptions of leadership quality development appeared to be equal across departments, but leadership skill development was not, and in fact, there was a significant difference between the variances of the composite scores in the population. The second research question asked: what are the leadership skills and qualities most commonly perceived to be used in each department? Results revealed that every leadership skill score except for time management was significant, indicating a difference among library departments based on individual leadership skill scores. Respondents perceived that there was a difference in leadership skill (but not leadership quality) development opportunity by department. Departments were also compared pairwise on offering a greater opportunity to develop leadership skills, and overall, academic library directors perceived that there were significant differences in skill development by department. Furthermore, respondents overwhelmingly indicated that Administration was where they perceived the most leadership skill development opportunities. There was no perceived difference in leadership quality development by department. As well, some departments were reported to provide targeted, department-specific leadership skills, such as resource allocation and budget management. Conclusion – This study offers strong evidence that development of many of the leadership skills necessary for success as an academic library director only present themselves to professionals once they enter the Administration department, the library director position, or the assistant director position.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.019 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 0.002 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".