Practices and Challenges of the Validity of Exploratory Factor Analysis (EFA)-Based Assessment Instruments: A Systematic Literature Review 2020–2025

The validity of assessment instruments is the basis for ensuring the quality of learning assessment. A valid instrument allows the results of the evaluation to be used appropriately in educational decision-making. This study aims to examine the practice of using Exploratory Factor Analysis (EFA) and identify common weaknesses in the validation of assessment instruments through Systematic Literature Review (SLR) based on the PRISMA guidelines. Articles were searched from the Scopus database of 2020–2025, with 30 selected articles out of 746 analyzed. The results show that EFA is widely used to explore the validity of constructs in cognitive, affective, and psychomotor assessments in the fields of education, psychology, social, and Islamic Religious Education. The EFA is effective in identifying the structure of latent factors in instruments that do not yet have a standard theoretical model. Some common challenges include difficulty determining the number of factors, confusion between EFA and PCA, and limitations in dealing with residual correlations. Recommended solutions include parallel analysis, fit indices, the use of ESEM, as well as improved methodological training. This study concludes that the appropriate use of EFA supports the development of instruments that are more valid and adaptive to the needs of today's educational assessments.

Institutions

Publication Details

Journal
EDUKASIA Jurnal Pendidikan dan Pembelajaran
Published
2025-07-18
DOI
https://doi.org/10.62775/edukasia.v6i1.1463
Primary Topic
Clinical Laboratory Practices and Quality Control
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Practices and Challenges of the Validity of Exploratory Factor Analysis (EFA)-Based Assessment Instruments: A Systematic Literature Review 2020–2025

EDUKASIA Jurnal Pendidikan dan Pembelajaran
Clinical Laboratory Practices and Quality Control
article

Practices and Challenges of the Validity of Exploratory Factor Analysis (EFA)-Based Assessment Instruments: A Systematic Literature Review 2020–2025

article en

Abstract

The validity of assessment instruments is the basis for ensuring the quality of learning assessment. A valid instrument allows the results of the evaluation to be used appropriately in educational decision-making. This study aims to examine the practice of using Exploratory Factor Analysis (EFA) and identify common weaknesses in the validation of assessment instruments through Systematic Literature Review (SLR) based on the PRISMA guidelines. Articles were searched from the Scopus database of 2020–2025, with 30 selected articles out of 746 analyzed. The results show that EFA is widely used to explore the validity of constructs in cognitive, affective, and psychomotor assessments in the fields of education, psychology, social, and Islamic Religious Education. The EFA is effective in identifying the structure of latent factors in instruments that do not yet have a standard theoretical model. Some common challenges include difficulty determining the number of factors, confusion between EFA and PCA, and limitations in dealing with residual correlations. Recommended solutions include parallel analysis, fit indices, the use of ESEM, as well as improved methodological training. This study concludes that the appropriate use of EFA supports the development of instruments that are more valid and adaptive to the needs of today's educational assessments.

EDUKASIA Jurnal Pendidikan dan PembelajaranVol. 6(1)
UIN Sunan Ampel Surabaya (ID), Institut Agama Islam Negeri Bengkulu (ID)
Peace, Justice and strong institutions, Quality Education
Openalex Percentile: Top 41%
Clinical Laboratory Practices and Quality Control
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.