The Path to Sales Center Leadership: Key Differences Between Academic and Practitioner Leaders
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
More universities are teaching sales to meet growing employer demand, thereby increasing the prominence of university sales centers. Sales center directors tend to be a PhD or a non-PhD faculty member. While there are advantages to both backgrounds, we know little about how sales center directors view their roles and what behaviors they enact to satisfy demands. The purpose of this research is to investigate the activities of sales center directors and gain deeper insights into their thought worlds. Leveraging job demands–resources theory and a work-based identity perspective, we posit that sales center directors with versus without a PhD will emphasize different job demands. Using a web survey to examine sales center director behaviors and in-depth interviews to explore their thought worlds, we find twice as many sales center directors with a PhD spend time on research activities than their non-PhD counterparts. Sales center directors with a PhD spend twice as much time on research activities than their non-PhD counterparts. Sales center directors without a PhD spend a quarter of their time coaching individual students while those with a PhD express strong desire to impact the sales profession, suggesting that their attention is broader than coaching students.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 it