Productivity of the Unproductive School An education policy designed not to work

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Dr. Cristiano De Souza Calisto
Dr. Cristiano De Souza Calisto
2
Pedro Demo
Pedro Demo
1 Universidade de Brasília

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The article examines the thesis of the “productivity of the unproductive school” in the Brazilian context, drawing on IDEB – Adequate Learning in Portuguese Language and Mathematics across the three stages of basic education (early and final years of elementary education and upper secondary education). Methodologically, it is a documentary-analytical study with a quantitative and critical approach, based on secondary analysis of public indicators. The empirical strategy combines descriptive statistics, trend analysis, and relative differences between stages and school networks, with a methodological choice to track Adequate Learning (rather than aggregate indices) and to disaggregate by subject area and stage, in order to mitigate interpretive distortions. The results indicate insufficient national levels and a sharp decline from elementary to upper secondary, more intense in Mathematics (e.g., 2023: 44% → 16% → 5%) and also present in Portuguese Language (55% → 36% → 32%), a pattern observed in the private school network and attenuated— though not overcome—in the federal network. The article argues that instructionism (lesson → test → transmission) sustains a system that fails to ensure learning, producing what we term an “unlearning effect,” a cumulative phenomenon; it also discusses the limitations of IDEB-Proficiency, justifying the focus on Adequate Learning by subject and stage. On the prescriptive side, it advocates shifting policies and practices toward public research cycles with student authorship, iterative versions, and explicit rubrics, under the principle of “the same yardstick, multiple pathways” (procedural equity). It concludes that the diagnosis is not intended to blame teachers but to inform decisions that reconfigure the school as a learning architecture, grounded in evidence and the public dissemination of results.

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The authors declare no conflict of interest.

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Dr. Cristiano De Souza Calisto. 2026. \u201cProductivity of the Unproductive School An education policy designed not to work\u201d. Global Journal of Human-Social Science - G: Linguistics & Education GJHSS-G Volume 25 (GJHSS Volume 25 Issue G7): .

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GJHSS Volume 25 Issue G7
Pg. 47- 55
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Crossref Journal DOI 10.17406/GJHSS

Print ISSN 0975-587X

e-ISSN 2249-460X

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November 1, 2025

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The article examines the thesis of the “productivity of the unproductive school” in the Brazilian context, drawing on IDEB – Adequate Learning in Portuguese Language and Mathematics across the three stages of basic education (early and final years of elementary education and upper secondary education). Methodologically, it is a documentary-analytical study with a quantitative and critical approach, based on secondary analysis of public indicators. The empirical strategy combines descriptive statistics, trend analysis, and relative differences between stages and school networks, with a methodological choice to track Adequate Learning (rather than aggregate indices) and to disaggregate by subject area and stage, in order to mitigate interpretive distortions. The results indicate insufficient national levels and a sharp decline from elementary to upper secondary, more intense in Mathematics (e.g., 2023: 44% → 16% → 5%) and also present in Portuguese Language (55% → 36% → 32%), a pattern observed in the private school network and attenuated— though not overcome—in the federal network. The article argues that instructionism (lesson → test → transmission) sustains a system that fails to ensure learning, producing what we term an “unlearning effect,” a cumulative phenomenon; it also discusses the limitations of IDEB-Proficiency, justifying the focus on Adequate Learning by subject and stage. On the prescriptive side, it advocates shifting policies and practices toward public research cycles with student authorship, iterative versions, and explicit rubrics, under the principle of “the same yardstick, multiple pathways” (procedural equity). It concludes that the diagnosis is not intended to blame teachers but to inform decisions that reconfigure the school as a learning architecture, grounded in evidence and the public dissemination of results.

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Productivity of the Unproductive School An education policy designed not to work

Dr. Cristiano De Souza Calisto
Dr. Cristiano De Souza Calisto Universidade de Brasília
Pedro Demo
Pedro Demo

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