How long should a training program be? A field study of “rules‐of‐thumb”
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
Purpose This study aims to examine the question of how long a behavioral skills training program should be in order to result in measurable behavioral change. Design/methodology/approach An empirical field study was conducted to compare two different lengths of time for a managerial skills training program aimed at achieving behavioral change. The training time for the first training condition was based on “rules‐of‐thumb” found in the literature. The training time was increased in an “extended” training condition that covered the same material but permitted more time for lecture, role‐playing and discussion. Findings Results showed that, relative to a control group, participants in the “extended” training condition exhibited behavioral change, but those in the “rules‐of‐thumb” training condition did not. Self‐efficacy increased significantly for trainees in both training conditions. Practical implications More attention is required to the length of training programs as they are being designed, especially if behavioral change is a goal of the training. Using rules‐of‐thumb regarding training length may be insufficient for bringing about behavioral change. More importantly, the need for more effective management skills will not be met, and organizational performance outcomes may be jeopardized. Originality/value The results of this research have the potential to be broadly applicable to management training and may possibly generalize to training in other disciplines where the training is intended to effect behavioral change.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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