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Record W3173716895 · doi:10.1007/978-3-030-64290-7_3

The Dimensions and Uses of Comparative Education: Lessons Gleaned from a Five-Decade Journey

2021· book-chapter· en· W3173716895 on OpenAlexvenueno aff
Robert F. Arnove

Bibliographic record

VenueComparative and International Education · 2021
Typebook-chapter
Languageen
FieldSocial Sciences
TopicGlobal Educational Policies and Reforms
Canadian institutionsnot available
Fundersnot available
KeywordsSociology

Abstract

fetched live from OpenAlex

This chapter summarizes several key contributions of my comparative education research. In doing so, I discuss the interplay between my biography and scholarly engagements over a five-decade period. My most significant writings involve delineating three principal dimensions of this field of study: the scientific/theoretical, the pragmatic/ameliorative, and the global/international. I explain how these three dimensions are interrelated in my writings on world-systems analysis and how this conceptual framework contributes to understanding dominant education trends internationally. My point of view, rooted in the writings of Immanuel Wallerstein, is contrasted with neo-institutionalist/world culture theories that have tended to minimize power relationships and the actual set of actors linking countries in common education pursuits. I discuss a specific set of key institutions – the Carnegie, Ford, and Rockefeller Foundations – that have played an agenda-setting role in education reforms as well as the research paradigms for studying these reforms’ sociocultural and political economy contexts. I further discuss how theoretically grounded research can contribute to an understanding of the nature, dynamics, and outcomes of literacy campaigns and adult education. I provide a set of lessons that are derived from reviewing more than a dozen campaigns over four hundred years. To be more specific, I draw upon my case study of the 1980 Nicaraguan National Literacy Crusade and its aftermath to delineate what may be learned and expected from dramatic shifts in political regimes and the related education systems. I further discuss the prospects of a post-apartheid literacy campaign in South Africa. Finally, my most recent publications involve how research and teaching in comparative education necessarily involve both descriptive and normative dimensions. In coauthored articles with my philosopher colleague Barry Bull, we argue that empirical and ethical considerations are essential to studying and teaching about education systems. We make the case for universal but not comprehensive principles that, as a result, can be sensitive to particular sociocultural, economic, and political contexts.

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)0.061
metaresearch head score (Gemma)0.044
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: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.061
Threshold uncertainty score0.325

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0610.044
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0120.016
Science and technology studies0.0100.055
Scholarly communication0.0160.030
Open science0.0030.011
Research integrity0.0060.009
Insufficient payload (model declined to judge)0.0050.000

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 head0.130
GPT teacher head0.438
Teacher spread0.308 · 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
GenreReview

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
Published2021
Admission routes1
Has abstractyes

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