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Record W3109618302 · doi:10.1080/13636820.2020.1771107

Ontario’s graduate certificate programs: an exploration into colleges’ perspectives and students’ decision-making processes

2020· article· en· W3109618302 on OpenAlexaffabout
Arif Toor

Bibliographic record

VenueJournal of Vocational Education and Training · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicHigher Education and Employability
Canadian institutionsUniversity of TorontoInstitute for Christian Studies
Fundersnot available
KeywordsCertificateMathematics educationMedical educationGraduate studentsComputer sciencePsychologyMedicineTheoretical computer science

Abstract

fetched live from OpenAlex

This mixed methods study explored the nature and role of one of the credentials offered by the Colleges of Applied Arts and Technology (CAATs) – graduate certificates – in school to work transition of Ontarians and it explored students’ decision-making processes when enrolling in these programs. The role of education in human capital theory underpins specific ways qualifications can be used for economic progress; however, in liberal market economies where an education logic dominates, such a role is not clearly defined. The conceptual frameworks that grounded my study included Iannelli and Raffe’s (2007) concept of transition systems, differentiation (cited in Parsons Platt, 1973, Rhoades, 1983), Perna’s (2006) model of student choice, and Reverse Transfer (cited in Clark, 1960; Hossler et. al, 2012). These were used to analyze data from: 335 program websites; statistical data from the Ontario government and Colleges Ontario documents; and, interviews with six institutional leaders, five program coordinators from five selected CAATs (out of 24), four third-party professionals and 17 students. The quantitative data included all graduate certificates offered by 22 English language Ontario CAATs in fall 2017. The conclusions drawn from this study suggest that graduate certificate programs are the only post-diploma credential offered by the CAATs where degrees are one of the key entry requirements. Due to the government’s policies and market pressures, these programs are relatively homogenous which contributes to isomorphism in Ontario CAATs. These programs produce highly positive labour-market outcomes and this study’s participants considered these program curricula to be closely linked with the job market. However, the system-wide data show that more than half of the graduates get jobs outside their fields of study. Participants perceived the level of these programs to be higher than baccalaureate programs and students enrolled in these programs to gain applied skills which were not offered by their previous education. This study contributes to the existing literature on role of qualifications in liberal market economies and may inform policy, improve program design and delivery, and help increase the understanding of role of these credentials in Ontario’s transition and higher education systems.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.270
Threshold uncertainty score0.654

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.001
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 head0.300
GPT teacher head0.455
Teacher spread0.156 · 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 designQualitative
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

Citations0
Published2020
Admission routes2
Has abstractyes

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