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Article . 2026
License: CC BY
Data sources: Datacite
ZENODO
Article . 2026
License: CC BY
Data sources: Datacite
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ANALYZING AND FORECASTING THE DISPARITY BETWEEN BASIC AND FUNCTIONAL LITERACY IN THE PHILIPPINES: A TIME-SERIES ANALYSIS OF STRUCTURAL CHANGE

Authors: Naingue, Adrian Jhon P.; Emutan, Evelyn G.;

ANALYZING AND FORECASTING THE DISPARITY BETWEEN BASIC AND FUNCTIONAL LITERACY IN THE PHILIPPINES: A TIME-SERIES ANALYSIS OF STRUCTURAL CHANGE

Abstract

This study analyzes the longitudinal disparity Δt between Basic Literacy Rate (BLR) and Functional Literacy Rate (FLR) in the Philippines from 1989 to 2024, focusing on the impact of the 2024 methodological revision of the Functional Literacy, Education and Mass Media Survey (FLEMMS) by the Philippine Statistics Authority (PSA). A piecewise time-series approach was employed. The Old Regime (1989–2019) disparity was modeled using a linear trend analysis to determine the historical drift. The discontinuity introduced by the 2024 definition change was quantified as a structural break. The New Regime (2024 onwards) was analyzed and forecasted using a scenario-based Random Walk with Drift (ARIMA(0, 1, 0)) model. The Old Regime analysis showed that the disparity consistently closed at a statistically significant rate of 0.647 percentage points (pp) annually (R2 = 0.999). However, the 2024 FLEMMS, which required direct comprehension testing, established a new disparity of 22.3 pp, quantifying a 20.8 pp structural break in the series. This shift reveals a widespread national comprehension crisis that has been masked by less rigorous definitions. Forecasting under the "Optimistic" scenario (assuming the historical closure rate is maintained) projects that the disparity will remain high at 19.1 pp by 2029. The results necessitate a complete pivot in national education policy from ensuring basic literacy to addressing the vast comprehension gap. The study recommends accelerated, targeted interventions and a mandate for high-frequency (annual) FLEMMS data collection to enable statistically robust monitoring and effective policy response.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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