Employability skills from employers' perspectives in indigenous contexts: empirical evidence
Bibliographic record
Abstract
Purpose This paper aims to analyze Northern Manitoba employers' indexes of employability skills that influence the UCN (University College of the North) students' employability in indigenous contexts. Design/methodology/approach This study constructs the employability skills into six indexes from employers' perspective: reading comprehension, numeracy, technology, soft skills, job searching skills and indigenous cultural awareness. Mixed methods have been applied to this research: survey data are used for empirical analysis of the six indexes of employability skills; secondary sources of similar studies together with functional theory in education as a framework is adopted to explore the breadth and depth of employability skills requested by employers; indexing analysis is adopted to validate the necessity of developing such skills in indigenous contexts in Northern Manitoba. Findings The correlation analyses and mean values show that employers in Northern Manitoba take the six indexes as influential factors of students' employability. As such, the study indicates that Northern Manitoba employers consider employability in indigenous contexts as a combination of basic skills, professional requirements, soft skills and cultural awareness. The employers' attested employability is in line with the concept of the technical-function theory, which requires education to meet the demand for updated job skills due to a technological change. Moreover, Northern Manitoba employers' emphasis on indigenous cultural awareness as employability skills rationalizes the necessity to integrate indigenous cultural contents into programs and curriculums in UCN and post-secondary institutes with similar attributes. It confirms that indigenous cultural awareness is required by employers in Northern Manitoba populated with indigenous communities. The research findings suggest that the functional theory of education might help UCN and similar institutions globally to offer programs that will reduce employment inequality. Research limitations/implications This research is conducted among the employers in Northern Manitoba, and the indexes and their factors are designed to evaluate UCN students' employability in general. Practical implications The outcomes of this paper can be applied as a parameter for upgrading educational strategies to integrate essential and professional employability skills such as reading comprehension, numeracy, technology, soft skills and job searching skills with indigenous cultural components into UCN curriculums and programs. It can be applied to other post-secondary institutes with similar attributes to enhance their students' employability. Furthermore, the research findings can be used as a guideline for UCN to tailor their programs for the job market locally and as references for post-secondary institutions with similar student compositions globally. Originality/value This paper provides empirical evidence from the employers' viewpoint to support the necessity of integrating essential and professional employability skills with indigenous cultural awareness into the curriculums and programs of UCN, a post-secondary institution in indigenous populated Northern Manitoba. Furthermore, it is also attested that employers consider indigenous cultural awareness as an influential factor of students' employability in indigenous contexts.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".