Assessment Strategies in Higher Education: A Case Study of Conestoga College’s Fitness and Health Promotion Program
Bibliographic record
Abstract
The Fitness and Health Promotion (FHP) program is a relatively new program in the faculty of Health and Life Sciences and Community Services at Conestoga College in Ontario. The FHP program is designed to train and prepare individuals as qualified fitness and health consultants working in the fitness and lifestyle industry. Graduating students have the skills to complete standardized exams for accreditation. Although assessment is an essential component in higher education, the educators who are required to do it may not always understand it well. This single case study investigated the development and use of assessment tools and strategies in this higher education context through interviews with thirteen participants from three different stakeholder groups. In addition, this case study describes the perceptions around assessment of these stakeholders: educators, administrator and students. Professional development and training should be implemented for all stakeholder groups to resolve misunderstandings around assessment tools and strategies and to optimize feedback activities.
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How this classification was reachedexpand
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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".