TY - JOUR
T1 - Constructing a Computerized Adaptive Test for Multidimensional Mathematical Competence
T2 - Development, Simulation, and Validation
AU - Sung, Yao Ting
AU - Lien, Yu Chun
AU - Chou, Yeh Tai
AU - Yang, Wei Hong
N1 - Publisher Copyright:
© The Author(s) 2026.
PY - 2026/8
Y1 - 2026/8
N2 - This study utilized Item Response Theory (IRT) and Computerized Adaptive Testing (CAT) techniques to develop and preliminarily evaluate a multidimensional Mathematics Competence Assessment and Diagnosis (MCAD). The research consisted of three studies: First, we followed a five-step process to construct the item bank, which included Item Construction, Booklet Design, Participants, Procedure, and Data Analysis. Second, we conducted a simulation study to assess measurement precision and testing efficiency. The results indicated that MCAD’s measurement precision exceeded that of unidimensional CAT and random administration of items, requiring less than 33% of the items needed by these methods to achieve equivalent reliability. Third, after developing the MCAD system, we carried out a preliminary empirical study involving 105 tenth-grade students. We used their Comprehensive Assessment Program for Junior High School Students (CAP) mathematics test as a criterion to examine the MCAD’s criterion-related evidence, which was found to be over 0.7. However, the high correlations among dimensions and the characteristics of the empirical sample suggest that dimension-specific interpretations should be made cautiously. Overall, the findings provide preliminary support for MCAD as a potentially efficient tool for assessing mathematical competence.
AB - This study utilized Item Response Theory (IRT) and Computerized Adaptive Testing (CAT) techniques to develop and preliminarily evaluate a multidimensional Mathematics Competence Assessment and Diagnosis (MCAD). The research consisted of three studies: First, we followed a five-step process to construct the item bank, which included Item Construction, Booklet Design, Participants, Procedure, and Data Analysis. Second, we conducted a simulation study to assess measurement precision and testing efficiency. The results indicated that MCAD’s measurement precision exceeded that of unidimensional CAT and random administration of items, requiring less than 33% of the items needed by these methods to achieve equivalent reliability. Third, after developing the MCAD system, we carried out a preliminary empirical study involving 105 tenth-grade students. We used their Comprehensive Assessment Program for Junior High School Students (CAP) mathematics test as a criterion to examine the MCAD’s criterion-related evidence, which was found to be over 0.7. However, the high correlations among dimensions and the characteristics of the empirical sample suggest that dimension-specific interpretations should be made cautiously. Overall, the findings provide preliminary support for MCAD as a potentially efficient tool for assessing mathematical competence.
KW - Computerized adaptive testing
KW - Item response theory
KW - Mathematical competence test
KW - Multidimensional analysis
KW - Testing efficiency
UR - https://www.scopus.com/pages/publications/105043725520
UR - https://www.scopus.com/pages/publications/105043725520#tab=citedBy
U2 - 10.1007/s10763-026-10701-y
DO - 10.1007/s10763-026-10701-y
M3 - Article
AN - SCOPUS:105043725520
SN - 1571-0068
VL - 24
JO - International Journal of Science and Mathematics Education
JF - International Journal of Science and Mathematics Education
IS - 6
M1 - 73
ER -