Reading “Canadian” management in context: development of English and French 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 paper is to explore the pluralist contours of Canadian management “knowledge” using the discourse “official” bilingualism – the English and French languages – to understand the impact of socio-historical-political differences on the development of management knowledge production. Design/methodology/approach Drawing upon an archival collection of management textbooks as historical data, the authors critically explore and analyze the development of Canadian “schools” and management theory. Using narrative analysis and critical hermeneutics, the paper considers the socio-historical-political context of the various “Canadian” scholars that sought to establish a unique business academy distinct but paradoxically akin to the management schools in the USA. Findings Mirroring the struggle of Francophones in a dominant English imperative, French management textbooks appeared decades later than English titles. When French texts began to disseminate, it remained in the shadows of American management ideologies. Research limitations/implications As only Canadian organizational behavior texts published within the previous 50 years were used as data in this study, it may be incautious to draw broader conclusions. The empirical element of this research relied upon convenience sampling of textbooks. Practical implications Management educators weld a considered level of socio-political power that they may or may not knowingly possess, especially in terms of selecting a textbook and other course materials. Regardless of background, management students are somewhat a “tabula rasa;” open to learning new content to make sense of the world. This “open state” places a great deal of responsibility on the professorate in shaping management students’ theoretical understanding of everyday life in organizations. The authors suggest practitioners be reflexive, aware of how textbooks serve as an important vehicle in education that in times past, have promoted or reified mono-cultural agendas. Originality/value The research in this paper builds on recent research that considers the role of socio-historical-political context in how management knowledge and theory is performed, as well as contributes to understanding textbooks in how they may shape a pluralist account of Canadian management “knowledge”.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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