Motivational Resources of Agency in Adolescents’ Career Development in Postsecondary Transition: More than Being Self-Efficacious
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
A sense of agency is crucial for self-directed career development, particularly during the postsecondary transition, a period shaping career trajectories. This study examined autonomy and self-efficacy as pillars of agency, using longitudinal data from a sample of 637 French-Canadian adolescents (54% girls, M age = 16) before and after the transition. Participants reported on career decision-making autonomy (intrinsic, identified, introjected, and external motivations) and self-efficacy, along with career exploration and commitment. Latent profile analysis identified four subgroups of youth, including youth with high autonomous motivations and self-efficacy, displaying a fully agentic profile, and others with lop-sided agency, marked by strong controlled motivations. Relative weigh analysis indicated self-efficacy as the strongest predictor, with intrinsic motivation making a unique albeit weaker contribution to exploration. These findings highlight the importance of fostering both autonomy and competence, while also revealing the detrimental implication of reward- and punishment-driven motivation on career identity integration.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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