The unexpected benefits of reflection: a case study in university-business collaboration
Bibliographic record
Abstract
Purpose The purpose of this paper is to present an overview of the development process and outcomes from a six-year collaboration between Halifax Bank (part of the Lloyds Banking Group) and Middlesex University between 2010 and 2016 in the UK. The collaboration involved the construction of work-integrated higher education programmes that were, from the outset, predicated on clear return on investment criteria for the Bank. One unexpected outcome from the collaboration was the emergence of critical reflection as a valued business benefit that, it is argued, has the potential for significant cultural change within the organisation. Design/methodology/approach This case study discuses how “productive reflection” can lead to an integrated approach to organisational learning. The study is located in the context of Halifax’s specific organisational objectives established following the banking crash of 2008. Quantitative and qualitative evidence is considered to illustrate the extent to which the “return on investment” criteria established by Halifax have been achieved. Findings The case study indicates that the challenging business context of the financial crash of 2008 provided the impetus for a sustained collaborative development that allowed the potential pitfalls of restricted learning opportunities to be addressed resulting in an integrated approach to organisational learning. In addition to the organisation’s return on investment criteria being met, there is evidence that the work-integrated approach has raised the prospect of productive reflection becoming part of an emerging learning culture. Originality/value The scale and sustained period of the university-business collaboration is unique and provides valuable insight into how an organisation’s learning culture can be affected by a work-integrated approach. In demonstrating the perceived business value of productive reflection, the case presented illustrates how learning can start to become considered as a normal aspect of working life.
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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 | 0.027 | 0.052 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.023 | 0.017 |
| Scholarly communication | 0.013 | 0.008 |
| Open science | 0.004 | 0.016 |
| Research integrity | 0.007 | 0.008 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".