MétaCan
Menu
Back to cohort
Record W3134917546 · doi:10.18666/jnel-2021-10959

Mapping the Field of Nonprofit Management and Philanthropic Studies in Canada: Cross-Country Comparison of Curricular Offerings

2021· article· en· W3134917546 on OpenAlexaboutno aff
Roseanne M. Mirabella, Marty Sulek, Terence Teo

Bibliographic record

VenueJournal of Nonprofit Education and Leadership · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicNonprofit Sector and Volunteering
Canadian institutionsnot available
Fundersnot available
KeywordsCommonwealthPolitical scienceGeneral partnershipLaw

Abstract

fetched live from OpenAlex

This paper provides the most comprehensive mapping to date of the current state of nonprofit management and philanthropic studies (NMPS) education programs in Canada. One of the more significant findings of this study is both the number and types of Canadian NMPS programs offered in the historically French-speaking province of Quebec, versus the predominantly English-speaking parts of the rest of Canada. We hypothesize that differences in the structure of civil society between English- and French-speaking parts of the country may have led to a differentiation in both the number and types of NMPS programs offered in the two regions. Canada is an apparent hybrid of the “welfare partnership” model found in many “continental European” countries, such as France, and the Anglo-Saxon model predominantly found in the United States, the United Kingdom, and some other members of the British Commonwealth. Given this hybridity, we compare the course offerings of French and English-speaking Canadian NMPS programs with those of other member countries of the Organisation for Economic Co-Operation and Development (OCED) employing Esping-Anderson’s regime types as a comparative framework. This comparison reveals no strong correlations between these regime types and the nature of their NMPS curricular offerings. We follow this analysis with a more comprehensive comparison of American and Canadian NMPS education and offer a brief historical overview of the latter. We found significant differences in the NMPS education between these two countries, both qualitative and quantitative. Most significantly, a much larger proportion of Canadian post-secondary education institutions have programs that include at least some NMPS curricula, whereas there is a much larger proportion of programs in American institutions with NMPS as their primary focus. We then conclude by suggesting two potential paths of development lie ahead for Canadian NMPS programs: one follows the current status quo, dispersing programs among many programs and actors, the other sees the establishment of more centres specializing in NMPS education in a few select institutions, and also possible consolidation in programs for which it is a more peripheral concern.

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.437
Threshold uncertainty score0.913

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.166
GPT teacher head0.410
Teacher spread0.244 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations5
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Nonprofit Education and LeadershipSame topicNonprofit Sector and VolunteeringFrench-language works237,207