Neural Networks and Rules-based Systems used to Find Rational and Scientific Correlations between being Here and Now with Afterlife Conditions
Neural Networks and Rules-based Systems used to Find Rational and
Article Fingerprint
ReserarchID
1T1A2
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.
Article file ID not found.
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): .
Crossref Journal DOI 10.17406/GJHSS
Print ISSN 0975-587X
e-ISSN 2249-460X
The methods for personal identification and authentication are no exception.
Total Score: 107
Country: Brazil
Subject: Global Journal of Human-Social Science - G: Linguistics & Education
Authors: Dr. Cristiano De Souza Calisto, Pedro Demo (PhD/Dr. count: 1)
View Count (all-time): 73
Total Views (Real + Logic): 112
Total Downloads (simulated): 20
Publish Date: 2026 01, Fri
Monthly Totals (Real + Logic):
Neural Networks and Rules-based Systems used to Find Rational and
A Comparative Study of the Effeect of Promotion on Employee
The Problem Managing Bicycling Mobility in Latin American Cities: Ciclovias
Impact of Capillarity-Induced Rising Damp on the Energy Performance of
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.
We are currently updating this article page for a better experience.
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo.