Equity, Diversity and Inclusion in Nursing Educational Institutions: A Scoping Review
Bibliographic record
Abstract
AIM: To present the current evidence on the nature and principles of Equity, Diversity and Inclusion (EDI) in Nursing Education Institutions (NEIs). METHOD: Five databases (CINAHL, Medline, Scopus, ERIC and Educational Research Complete) and websites of Canadian nursing education institutions were searched for studies and grey literature on EDI. Information was analysed using the Diversio Diversity and Inclusion Survey (DDIS) framework to highlight the nature and principles of EDI in NEIs. A content analysis guided by a deductive approach informed the data synthesis. RESULTS: Eighty-eight studies (90 papers) published between 1999 and 2025 were included from 1301 identified articles in the database search. The websites of seven nursing institutions in Alberta, Canada, were examined. The review revealed facilitators, barriers and gaps. The results illustrated the presence and need for diversity, inclusion, equal opportunity and fairness, employing the DDIS framework across participant groups, curricula and contexts. CONCLUSION: The literature on EDI in NEI is diverse and provides many facilitators, barriers, challenges and gaps. This review reveals the need for intervention and review studies to highlight specific practices that can lead to successful EDI implementation in NEIs. IMPLICATIONS FOR NURSING: These results show that further research is required to refine the definition of EDI within the nursing academy. Evidence must be advanced to develop nursing theories, frameworks and methods specific to EDI implementation. IMPACT: Promoting EDI is a vital goal for the nursing profession, and there is a need to understand how EDI behaves in NEIs. This review revealed facilitators, challenges, barriers, gaps and principles of EDI that exist within NEI in the literature. This data can support policy and practice change within NEIs and promote EDI within those organisations. REPORTING METHOD: The Preferred Reporting Items for Systematic Reviews and Meta-Analyses Extension for Scoping Reviews (PRISMA-ScR) checklist was adhered to in this review. PATIENT AND PUBLIC CONTRIBUTION: This study did not include patient or public involvement in its design, conduct, or reporting.
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 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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".