Contingent workers: needs, personality characteristics, and work motivation
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 paper seeks to challenge the claim that traditional and non‐traditional employees differ significantly in terms of their needs, personality characteristics, and work motivation patterns, by surveying management consultants in Canada. Design/methodology/approach The study is based on a quantitative online survey undertaken among 204 Canadian management consultants in 2008, representing both traditional employed consultants, contingent consultants, and company representatives. Findings The study demonstrated no significant differences with regard to needs, motivation, and personality characteristics between traditional and non‐traditional employed management consultants, which means that no significant changes to existing human resource management policies seem to be needed. Originality/value The existing literature on contingent employees' needs, personality characteristics and work motivation has mainly been devoted to the study of differences between traditional and non‐traditional work arrangements seen as single groups. This study extends and complements the understanding of the underlying dimensions of both the explicit and the implicit contract within the contingent management consultant‐organization relationship in order to explain the influence of these dimensions on the human resource management strategies. The underlying assumption is that non‐traditional work arrangements vary according to the type of job and the context in which the job is performed.
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 | 0.001 | 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) | 0.000 | 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