Learning spurious associations from mathematics textbooks: A replication and extension study [Author Accepted Manuscript]

We investigated the distribution of rational number arithmetic problems in mathematics textbooks and examined whether this distribution may lead to biased patterns and associations when working with fractions and decimals. We report findings from two complementary studies. In Study 1, we analyzed the distribution of rational number arithmetic problems (i.e., fraction and decimal problems) in the fifth- and sixth-grade volumes of two widely used mathematics textbook series in the German-speaking region of Switzerland. In Study 2, we investigated the effects of these distributions on 105 sixth-grade Swiss primary school students. Replicating prior research, the results of Study 1 revealed nonrandom and unbalanced distributions between arithmetic operations and operand features in both decimal and fraction problems. Study 2 demonstrated that sixth graders are influenced by these distributions, suggesting a development of spurious associations between operations and operand features due to the unbalanced presentation of problems in their mathematics textbooks. Exploratory cluster analyses refine the general findings of Study 2 by indicating that only some students develop spurious associations. Our findings highlight the role of textbook problem distributions in shaping students’ learning. We discuss the implications of textbook problem distributions and emphasize the need for balanced, systematic approaches in instructional materials to support accurate and comprehensive learning of rational number arithmetic.

Authors

Publication Details

Journal
Open MIND
Published
2026-04-15
DOI
https://doi.org/10.23668/psycharchives.21850
Primary Topic
Cognitive and developmental aspects of mathematical skills
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Learning spurious associations from mathematics textbooks: A replication and extension study [Author Accepted Manuscript]

Lennart Schalk, Bruno Rütsche, Parvaneh Babari
Open MIND
Cognitive and developmental aspects of mathematical skills
article

Learning spurious associations from mathematics textbooks: A replication and extension study [Author Accepted Manuscript]

Lennart Schalk, Bruno Rütsche, Parvaneh Babari
article en

Abstract

We investigated the distribution of rational number arithmetic problems in mathematics textbooks and examined whether this distribution may lead to biased patterns and associations when working with fractions and decimals. We report findings from two complementary studies. In Study 1, we analyzed the distribution of rational number arithmetic problems (i.e., fraction and decimal problems) in the fifth- and sixth-grade volumes of two widely used mathematics textbook series in the German-speaking region of Switzerland. In Study 2, we investigated the effects of these distributions on 105 sixth-grade Swiss primary school students. Replicating prior research, the results of Study 1 revealed nonrandom and unbalanced distributions between arithmetic operations and operand features in both decimal and fraction problems. Study 2 demonstrated that sixth graders are influenced by these distributions, suggesting a development of spurious associations between operations and operand features due to the unbalanced presentation of problems in their mathematics textbooks. Exploratory cluster analyses refine the general findings of Study 2 by indicating that only some students develop spurious associations. Our findings highlight the role of textbook problem distributions in shaping students’ learning. We discuss the implications of textbook problem distributions and emphasize the need for balanced, systematic approaches in instructional materials to support accurate and comprehensive learning of rational number arithmetic.

Open MIND
Quality Education
Openalex Percentile: Top 6%
Cognitive and developmental aspects of mathematical skills
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.

Learning spurious associations from mathematics textbooks: A replication and extension study [Author Accepted Manuscript] — Lennart Schalk, Bruno Rütsche, et al. · Open MIND (2026) | TGRS Research Map | TGRS