Development idiosyncratic deals and career success
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 – The purpose of this paper is to rely on the sponsored-mobility perspective of career success (Turner, 1960) to explore the antecedents and consequences of development idiosyncratic deals (i-deals). The authors position career planning as an antecedent of development i-deals, and subjective and objective measures of career success as an outcome. Design/methodology/approach – The authors led a two-wave study among a sample of 325 engineers to test the research hypotheses. Findings – Results support the hypotheses. Development i-deals are positively related to three objective measures of career success (e.g. promotions, hierarchical level, and salary) and one subjective measure of career success (e.g. career satisfaction). Practical implications – The results offer new perspectives to practitioners who want to better manage the careers of their talented employees by highlighting the positive effects of development i-deals on career success. Originality/value – This paper relates i-deals to the field of careers.
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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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