Future of work – apprehensions and excitement of management graduates
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 study explores the perceptions of graduates on their employability and future of work, in light of the challenges thrown upon by new vicissitudes in the work environment. The study intends to assess the preparedness of management graduates in facing the challenges and uncertainties of the actual job market. Design/methodology/approach Semi-structured and informal interviews with 65 management graduates from UK, Canada, Italy and India. The thematic analysis uncovered the concerns and areas to develop for management graduates regarding their future employability perceptions. Findings The authors benefited from a unique opportunity to capture the views and experience of graduates who are undergoing management education during this ambiguous period. Three major themes were developed on how to develop oneself for an ambiguous future of work which includes Psychological strengths, Skill enhancement and Future mindset. The study also unearthed the major focus areas for better employability from a graduate perspective. Practical implications Practical contribution comes from strategies to prepare university graduates for sustainable careers. Study hints at the importance of work experience, adaptability and skill enhancement in meeting the challenges of the future. Originality/value From a global approach this is one among the first studies to look into the graduate perspective of their preparedness for future work.
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 | 0.001 |
| 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) | 0.000 | 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