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Understanding the Determinants of K-12 Academic Success in the United States: OLS Regression

2023· article· en· 0 citations· W4382237844 on OpenAlex· 10.23977/aetp.2023.070305

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A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

Canadian venueIt was published in a Canadian venue.

No Canadian affiliation. An affiliation-only frame — the usual design — would never have seen this work. It is one of the works that make the case for inverting the frame.

The three-model screen

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All three models called this out of scope.

stratum: venue_new · design weight: 2684.25 (the sample is stratified; any rate computed without the weight is wrong)
Claude Opus 4.8OUT
genre: empirical
about Canada: no
confidence: high

Regression analysis of parental involvement and K-12 academic performance; the object is educational achievement.

GPT-5.6 (high)OUT
genre: empirical
about Canada: no
confidence: high

This study models determinants of K-12 academic performance, not the practice of research.

Grok 4.5OUT
genre: empirical
about Canada: no
confidence: high

Education research on parental involvement and K-12 grades; schooling outcomes, not research systems.

Abstract

This paper investigates the critical factors that influence K-12 students' academic performance in the United States. Utilizing the 2019 Parent and Family Involvement (PFI) in Education Survey data collected by the National Center for Education Statistics (NCES), three new indices are constructed that summarize parental involvement in school and family events, parental satisfaction with schools, and students' extracurricular learning time. Initially, data visualization is employed to examine the data characteristics, followed by Ordinary Least Squares (OLS) regression to analyze the relationship between students' grades and these three indices. The findings reveal a significant positive correlation between students' grades and the extent of parental involvement in activities, parents' satisfaction with school work, and students' studying time outside the classroom. These results can provide valuable and actionable insights for future educational practices and policies while guiding parental involvement to support their children's academic achievement.

Stored with the screening record, where it is evidence for the labels above.

The record

Venue
Advances in Educational Technology and Psychology
Topic
Parental Involvement in Education
Field
Social Sciences
Canadian institutions
Funders
Keywords
Ordinary least squaresRegression analysisPsychologyAcademic achievementStatistics educationMathematics educationDevelopmental psychologyMedical educationStatisticsMedicineMathematics
Has abstract in OpenAlex
yes