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Record W3124778092

Credibility on the (Bottom) Line: The Fiscal Accountability of Canada's Senior Governments, 2013

2014· article· en· W3124778092 on OpenAlexaboutno aff
William B. P. Robson, Colin Busby

Bibliographic record

VenueC.D. Howe Institute Commentary · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Policy and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsRevenueAccountabilityAusterityCredibilityLegislatureDebtAccountingGovernment (linguistics)EconomicsGovernment revenuePublic sectorGovernmental accountingBusinessFund accountingFinancePublic economicsPolitical scienceFinancial accountingAccounting information systemEconomy
DOInot available

Abstract

fetched live from OpenAlex

Each spring, Canada’s federal, provincial and territorial legislatures vote budgets that set out their spending and revenue goals for the fiscal year. Budget votes are critical for holding governments accountable to legislators, and in turn to voters and taxpayers. Over the last decade, however, Canada’s senior governments have overshot their spending targets by some $47 billion combined. More accuracy in hitting budgeted amounts would have made today’s taxes and public debt lower. A related problem is deficiencies in financial reporting. In many provinces and territories, the average citizen or legislator would have trouble simply finding and comparing the key numbers in the budget and in the end-of-year financial reports. While Ottawa and Ontario prepare their principal financial documents using the same basis of accounting, display the relevant numbers prominently, and provide informative reconciliations between budgets and results, in most of the other provinces and territories, inconsistent presentations of multiple revenue and spending figures would stump any but the most expert reader. Our 2013 fiscal accountability survey of Canada’s senior governments’ evaluates the clarity and adherence to public sector accounting standards in each government’s budgets and public accounts, and assigns letter grades to each one. It also shows the results of a straightforward attempt to overcome varied financial presentations across the country by comparing budgeted to actual changes in spending and revenue. This exercise shows a substantial overshoot of spending – and an even larger overshoot of projected revenues – over the past decade. Expressed as percentages of their budgeted expenditures in the current fiscal year to allow comparisons, Alberta and Saskatchewan showed the biggest overshoots among the provinces – averaging about 4 and 5 percent – over the period, while Yukon and Nunavut were even worse. The news is not all bad, however. Over the most recent five years, most of Canada’s senior governments came closer to both their spending and revenue targets than they had during the previous five years. Our survey concludes with several suggestions about how Canada’s senior governments can improve their financial reporting, and with it the ability of legislators and voters to hold them to account for hitting their budget targets.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.010
metaresearch head score (Gemma)0.045
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.763
Threshold uncertainty score0.885

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.045
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.006
Science and technology studies0.0240.006
Scholarly communication0.0160.004
Open science0.0020.004
Research integrity0.0020.006
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 head0.023
GPT teacher head0.271
Teacher spread0.248 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreCommentary

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

Citations1
Published2014
Admission routes1
Has abstractyes

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