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Record W3121503264 · doi:10.32721/ctj.2020.68.4.pham

Tax Literacy: A Canadian Perspective

2021· article· en· W3121503264 on OpenAlexaffvenueabout
Anthony Pham, Antoine Genest-Grégoire, Luc Godbout, Jean-Herman Guay

Bibliographic record

VenueCanadian Tax Journal/Revue fiscale canadienne · 2021
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicTaxation and Compliance Studies
Canadian institutionsCarleton UniversityUniversité de Sherbrooke
Fundersnot available
KeywordsPublic economicsRedistribution (election)Perspective (graphical)Tax reformTax creditIndirect taxState income taxBusinessEconomicsLabour economicsPoliticsPolitical scienceLawComputer science

Abstract

fetched live from OpenAlex

Tax systems are complex structures that can be difficult for individuals to navigate. Understanding the way taxes are calculated and liabilities are assessed matters a lot when personal saving for retirement and education, and much of the government's social policy apparatus, are closely integrated with the tax system. This study uses a survey to measure individuals' knowledge about basic elements of the personal income tax, their perception of their own tax knowledge, and their tax-filing behaviour. One would hope that tax-literate Canadians would have a high level of knowledge of the way taxes work, and a realistic appreciation of the limits of their knowledge, and thus that they could make informed decisions, for example, when filing their tax returns. The survey data show that Canadians have good knowledge of basic tax facts but struggle when asked more complex questions regarding the progressivity of the income tax. Results were generally consistent across provinces with the notable exception of respondents in Quebec, who had higher marks on the authors' tax quiz but lower self-assessed tax knowledge. The measurement instrument employed in the study will allow for a refinement of research exploring the drivers of tax compliance as well as political attitudes toward taxes and redistribution.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.791
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0050.001

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 head0.025
GPT teacher head0.206
Teacher spread0.181 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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

Citations10
Published2021
Admission routes3
Has abstractyes

Explore more

Same venueCanadian Tax Journal/Revue fiscale canadienneSame topicTaxation and Compliance StudiesFrench-language works237,207