Assessing the Utility of, and Measuring Learning from, Canada's IMF Article IV Consultations
Bibliographic record
Abstract
Abstract.The International Monetary Fund's (IMF) annual Article IV consultation meetings and ensuing reports are external assessments of member states' economies by highly regarded international economists, designed to ensure that member states conform to IMF-prescribed liberal economic standards. For non-borrowing advanced industrialized countries, like Canada, what is the perceived utility of these annual Article IV consultations? Constructivists suggest that the adept staff of international organizations (IO) teach state civil servants and officials how to better formulate sound policies. However, constructivists need to engage in further empirical study to back up their theoretical assumptions about IO teaching and state learning. Based on personal interviews with Department of Finance staff involved in Article IV consultations and on content analysis of IMF reports on Canada, this paper contributes an empirical study on whether the Fund staff “teaches” and Canada's finance department staff “learns” from the annual surveillance exercises. The findings of this paper suggest that although involved Canadian Finance personnel appreciate meeting with the Fund staff as an academic and intellectual exchange, the policy advice they receive in the Article IV consultations rarely, if ever, changes their economic analyses, because the Fund's advice tends to not be practical. Based on suggestions from Department of Finance staff, as well as IMF evaluations of its bilateral surveillance, this paper concludes with recommendations from the finance staff on how to improve on the utility of Article IV consultations. Résumé.Les réunions annuelles de consultation au titre de l'article IV du Fonds monétaire international (FMI) et les rapports suivant sont des évaluations externes pour les économies des états membre, par des économistes internationaux tres reconnu, conçu pour assurer que ces états membre conforme aux normes économiques libérales prescrit par le FMI. Pour les pays industrialisés avancés non-empruntant, comme le Canada, quel est l'utilité perçue de ces Consultations annuelles au titre de l'article IV? Les constructivists suggère que fonctionnaires habile des organisations internationales (OI) enseigne des fonctionnaires de l'état pour qu'ils puissant mieux forumler leur politique. Cependant, les suppositions théoriques des constructivists a propos de l'enseignement des OI et l'érudition des états ont besoins d'étude empirique plus ample pour expliquer leurs arguments. Basé sur des entretiens personnels avec les personnel du Département de Finance impliqué dans les consultations au titre de l'article IV et sur l'analyse des contenu des rapports de l'FMI sur le Canada, cette article contribue une étude empirique pour determiné si le personnel des Fonds ‘enseigne’ et le personnel du département de finance du Canada ‘apprend’ a travers les exercices de surveillance annuels. Les conclusions de cette article suggèrent que bien que le personnel de Finance Canadien impliqué apprécie la réunion avec les équipe du FMI au tant q'échange intellectuel et dialogue, les conseils de politique dans les consultations au titre de l'article IV donnet rarement, si jamais, un changement dans leur analyse économique parce que les conseils ont tendance à ne pas être pratique. Ce papier conclut, basé sur les suggestions du personnel au Département Canadien de Finance, et par les évaluations du FMI de sa surveillance bilatérale, avec des recommandations au personnel de finance pour améliorer sur l'utilité des consultations au titre de l'article IV.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.009 | 0.100 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.007 | 0.003 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".