MétaCan
Menu
Back to cohort
Record W2809946829

Status of Consumer Education and Financial Education in Canada (2016)

2018· article· en· W2809946829 on OpenAlexvenueaboutno aff
Sue L. T. McGregor

Bibliographic record

VenueCanadian Journal of Education / Revue canadienne de l éducation · 2018
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHousing, Finance, and Neoliberalism
Canadian institutionsnot available
Fundersnot available
KeywordsConsumer educationCurriculumFinancial literacyEconomics educationSubject (documents)Consumer economicsHigher educationPolitical scienceSociologyPublic relationsBusinessEconomicsMarketingEconomic growthPedagogyFinanceLibrary science
DOInot available

Abstract

fetched live from OpenAlex

This article reports on the status of consumer education in Canada in 2016 (junior and senior high), relative to the 2015-initiated federal national financial education/literacy strategy. Questions addressed: (1) Is it necessary to have separate financial education curricula when consumer education is available? and (2) Are the existing consumer education curricula adequate? After conceptualizing consumer education and literacy relative to financial education and literacy, a content analysis of provincial and territorial education documents identified 64 courses containing consumer-related content in seven subject areas. The majority (73%) of the 216 instances of consumer-related content—mostly (68%) found in home economics/family studies, social studies, mathematics, and business—pertained to resource management, with equal coverage for each of citizen participation (14%) and decision making (13%). Most (73%) of the courses were not offered until senior high. Results confirmed a fragmented and inconsistent approach to consumer education across subject areas, grade levels, provinces/territories, and regions. To stimulate dialogue, the national financial education strategy is framed as a stop-gap measure until there is political will for a pan-Canadian consumer education curriculum, predicated on the assumption that consumer education (not financial education) better prepares citizens for any future global depression. Appendix: McGregor Appendix

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)0.000
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.470
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
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 head0.026
GPT teacher head0.230
Teacher spread0.203 · 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

Citations13
Published2018
Admission routes2
Has abstractyes

Explore more

Same venueCanadian Journal of Education / Revue canadienne de l éducationSame topicHousing, Finance, and NeoliberalismFrench-language works237,207