Teaching corporate crisis management through business ethics education
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
Purpose – The purpose of this research was threefold, including to provide a four-point rationale for teaching corporate crisis management as a module within a course on ethical decision-making in business and organizations; to provide evaluative data supporting this approach; and to highlight the implications of this approach for human resource development and training. Design/methodology/approach – Thirty-four undergraduates in a required course on ethical decision-making in business and organizations completed pre- and post-course assignments assessing their knowledge about crisis/management, as well as their skills in crisis recognition, evaluation and action planning. Participants also completed a survey on their perceptions of the crisis management module and its placement within the ethics course. Findings – Statistical analyses demonstrated significant knowledge acquisition on crisis/management; significant skill development on crisis recognition, evaluation and action planning; and significantly greater “true positives” and significantly fewer “false negatives” in post-course identification of crisis warning signs. Perceptions of the crisis management module and its placement within the course on ethical decision-making were positive. Research limitations/implications – Although the sample size was relatively small, small samples are associated with a greater risk of failing to detect an effect that is present, rather than the greater predicament of erroneously concluding that an absent effect is actually present. This information, coupled with the fact that the results demonstrated not only statistical significance but also large effect sizes using Cohen’s d, inspires confidence. Nonetheless, additional assessment with larger samples would allow for the possibility of convergent evidence. Similarly, additional assessment within different organizational contexts, including applications in human resource training and development is warranted. Future research should also include assessment of specific underlying teaching strategies and evaluation of whether certain models are associated with greater learning on a broader range of crisis management skills. Practical implications – Programs in business ethics education and training comprise one useful context in which to teach corporate crisis management. The program specified here addresses two training needs previously specified in the human resource development (HRD) literature on crisis management, including identifying specific methods of enhancing recognition or detection of crisis warning signs and also of providing tools and enhancing skills for assessing and containing crisis. Originality/value – Despite the centrality of both ethics and HRD to crisis management, there has been a dearth of research on whether ethics education is a useful context through which to teach this topic. This research addresses this dearth and suggests new avenues for HRD in this respect.
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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 | 0.022 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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