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Record W1693415705

Diversity Workshops on Campus: A Survey of Current Practice at U.S. Colleges and Universities

2000· article· en· W1693415705 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueCollege student journal · 2000
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicBusiness Law and Ethics
Canadian institutionsnot available
Fundersnot available
KeywordsDiversity (politics)Higher educationEthnic groupPsychologySociologyLeaguePedagogyMedical educationPolitical scienceLibrary sciencePublic relationsMedicineLaw
DOInot available

Abstract

fetched live from OpenAlex

Telephone interviews about use of diversity workshops were conducted with 281 administrators from a random sample of 356 U.S. 4-year colleges and universities (79% return rate). Results indicate that diversity workshops have been tried by 81% of U.S. colleges and universities, and that 70% were using diversity workshops in 1996-1997. Workshops are slightly more likely at more selective institutions, and substantially less likely at institutions where minority students predominate. Diversity workshops employ a wide range of activities; most common are group activities in which participants share stories of bias and discrimination, and group exercises exploring ethnic differences. The great majority of administrators report that the workshops are positively received by students, but, surprisingly, no institution has undertaken an evaluation of the impact of diversity workshops on the beliefs, attitudes, or behaviors of participants. The growing importance of ethnic minorities in American life (Johnston & Packer, 1987) has led to concerns about improving communication and understanding between minority and majority groups. One response to this concern has been the introduction of diversity training workshops at many U. S. colleges and universities. B'nai B'rith's A World of Difference has been offered on more than 300 college campuses (Anti-Defamation League, 1996), while the National Coalition Building Institute (NCBI) model has been offered on over 80 campuses in the United States, Canada, Europe and the Middle East (Oliver & Slavin, 1989). The growth of diversity training in higher education has parallels in primary and secondary education (Schwartz & Elcik, 1994; Pate, 1995) and in the business sector (Armitage, 1993; Noe & Ford, 1992). Although use of diversity training in corporate settings has already attracted some research attention (Rynes & Rosen, 1995), little is known about the use of diversity workshops on campus. Diversity workshops (DW)--sometimes called prejudice reduction workshops, multicultural workshops, pluralism workshops or anti-bias workshops--differ from typical academic instruction in a number of ways. DW is usually shorter (duration of hours rather than weeks), more interactive (based on small-group exercises and discussion), and emphasizes affective rather than only cognitive experience. Specifically, DW participants engage in exploration and sharing of attitudes towards various groups, air negative and positive feelings, share personal experiences of injury or discrimination, roleplay, and practice managing intergroup conflict (Brown & Mazza, undated; Brown & Mazza, 1991). Some workshops are preceded by films or skits meant to spark discussion (Anti-Defamation League, 1996; Ponterotto & Pedersen, 1993). DW may be offered to incoming freshmen during orientation and/or to students, faculty, administrative and support staff during the school year (Berg-Cross, Starr & Sloan, 1993). Although use of diversity workshops on campus appears to be growing quickly, little is known about DW prevalence, the models and methods employed, the training of DW leaders, or the impact of DW on participants. The present study was designed to provide information about the adoption of this educational innovation by U.S. colleges and universities. In particular, the present survey was designed to provide information that would be helpful both to college and university administrators considering whether or how to introduce DW, and to scholars interested in educational and organizational innovation. The closest parallel to the present study is a survey of diversity training in the workplace conducted by Rynes and Rosen (1995). Surveys were mailed to 6000 members of the Society for Human Resource Management (excluding consultants and self-employed), and 785 completed surveys were received. Results indicated that DW was already widely accepted in the workplace; one third (32%) of respondents reported some form of diversity training going on at their firm. …

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.

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.085
Threshold uncertainty score0.999

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 studies0.0020.000
Scholarly communication0.0000.001
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.039
GPT teacher head0.292
Teacher spread0.253 · 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