FLUX (Fluid Intelligence Luxembourg): Development and Validation of a Fair Tablet-Based Test of Cognitive Ability in Multicultural and Multilingual Children

Nonverbal tests assess cognitive ability in multicultural and multilingual children, but language-based instructions disadvantage non-proficient children. This is a growing concern worldwide due to the increasing number of multilingual classrooms. The tablet-based FLUX (Fluid Intelligence Luxembourg) test was developed within a highly multicultural and multilingual educational context to offer not only nonverbal test content but also language-fair animated video instructions. A total of 703 third graders (<i>M<sub>age</sub></i> = 8.85, <i>SD</i> = 0.66; 48.8% females, 51.1% males, 0.1% with no gender specified) were included in the standardisation sample and were assessed with tasks measuring figural fluid intelligence, quantitative fluid intelligence, visual processing and short-term memory. The test proved sufficiently reliable (FLUX Full-scale: McDonald's Omega = 0.94; split-half = 0.95). Test fairness was ensured by analysing each item for Differential Item Functioning (DIF) on children's background characteristics (language spoken at home, socioeconomic status, gender). Its factorial structure was confirmed using Confirmatory Factor Analysis (CFA). Further validity evidence was provided by determining its concurrent and criterion-related validity (correlations with a test of cognitive ability and educational achievement scores). Research implications and future prospects in promoting equal opportunities in a heterogeneous multilingual educational context are discussed.

Authors

Institutions

Publication Details

Journal
Journal of Intelligence
Published
2025-11-03
DOI
https://doi.org/10.3390/jintelligence13110139
Primary Topic
Educational and Psychological Assessments
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

FLUX (Fluid Intelligence Luxembourg): Development and Validation of a Fair Tablet-Based Test of Cognitive Ability in Multicultural and Multilingual Children

Sonja Ugen, Rachel Wollschläger, Dzenita Kijamet, Ulrich Keller
Journal of Intelligence
Educational and Psychological Assessments
article

FLUX (Fluid Intelligence Luxembourg): Development and Validation of a Fair Tablet-Based Test of Cognitive Ability in Multicultural and Multilingual Children

Sonja Ugen, Rachel Wollschläger, Dzenita Kijamet, Ulrich Keller
article en

Abstract

Nonverbal tests assess cognitive ability in multicultural and multilingual children, but language-based instructions disadvantage non-proficient children. This is a growing concern worldwide due to the increasing number of multilingual classrooms. The tablet-based FLUX (Fluid Intelligence Luxembourg) test was developed within a highly multicultural and multilingual educational context to offer not only nonverbal test content but also language-fair animated video instructions. A total of 703 third graders (<i>M<sub>age</sub></i> = 8.85, <i>SD</i> = 0.66; 48.8% females, 51.1% males, 0.1% with no gender specified) were included in the standardisation sample and were assessed with tasks measuring figural fluid intelligence, quantitative fluid intelligence, visual processing and short-term memory. The test proved sufficiently reliable (FLUX Full-scale: McDonald's Omega = 0.94; split-half = 0.95). Test fairness was ensured by analysing each item for Differential Item Functioning (DIF) on children's background characteristics (language spoken at home, socioeconomic status, gender). Its factorial structure was confirmed using Confirmatory Factor Analysis (CFA). Further validity evidence was provided by determining its concurrent and criterion-related validity (correlations with a test of cognitive ability and educational achievement scores). Research implications and future prospects in promoting equal opportunities in a heterogeneous multilingual educational context are discussed.

Journal of IntelligenceVol. 13(11)
University of Luxembourg (LU)
Université du Luxembourg
Openalex Percentile: Top 65%
Educational and Psychological Assessments
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.

FLUX (Fluid Intelligence Luxembourg): Development and Validation of a Fair Tablet-Based Test of Cognitive Ability in Multicultural and Multilingual Children — Sonja Ugen, Rachel Wollschläger, et al. · Journal of Intelligence (2025) | TGRS Research Map | TGRS