SoTL in the Margins: Teaching-Focused Role Case Studies
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
The number of teaching-focused faculty (TFF) continues to increase, raising concerns about opportunities to engage in the Scholarship of Teaching and Learning (SoTL) for academics who are hired to focus on teaching rather than research. Various names for these teaching-focused positions include, but are not limited to: instructional, limited-term faculty; permanent, but not eligible for tenure; equivalent to tenure-track (eligible for tenure); and casual teaching-focused. Regardless of title, TFF face a unique challenge: hired for excellence in teaching and committed to improving teaching and learning, they are often not granted support to engage in professional development or research related to teaching and learning. These and other challenges are associated with their academically marginalized positions. The authors are members of the Advocacy Committee of the International Society for the Scholarship of Teaching and Learning (ISSOTL). This paper builds on a session we offered at the ISSOTL conference in Calgary in 2017 where we invited TFF to contribute narrative examples of institutional SoTL challenges and their strategies for overcoming them. We describe potential solutions to creating institutional cultures that are supportive of TFF engaging in SoTL. We finish by offering recommendations for creating a SoTL teaching-focused community within ISSOTL to provide social and professional support.
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 | 0.057 | 0.039 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.011 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.008 |
| 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