Game Plan Disrupted: Strategic Planning Missteps in Community Soccer
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
Harmony Soccer Club, a nonprofit youth soccer club in Summit Ridge, Ontario, has faced declining membership and organizational challenges since 2016, exacerbated by the COVID-19 pandemic. Sofia Kim, the Executive Director, had only joined the club 2 months prior and was just beginning to get comfortable in her new role. Now, Sofia must make critical recommendations after the club’s recent Annual General Meeting revealed significant discontent with a newly approved strategic plan. Members felt that the strategic plan did not adequately reflect their needs or involve sufficient stakeholder engagement. This discontent resulted in the ousting of the Board of Directors (board) and the election of a new president and directors at the Annual General Meeting. Sofia is asked to lead a comprehensive review of the strategic planning process. Imagining themselves in the role of Sofia, students will examine the implications of the board’s turnover, the failures in the strategic planning process, and the importance of incorporating member feedback. The case underscores the need for a strategic plan that resonates with diverse member perspectives to ensure the club’s future stability and success. This case study is appropriate for both upper level undergraduate and graduate sport management courses, where topics discussed include strategic management, organizational theory, and/or governance.
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 | 0.000 | 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