Theses Doctoral

Beyond the Notation: Strategy Use in Cross-Notation Magnitude Comparisons

Hahn, Yoojin

The integrated theory of numerical development posits that all real numbers can be represented on a unified mental number line. However, many adults possess only a weak integrated knowledge of rational number magnitudes—fractions, decimals, and percentages. I hypothesize that the persistent difficulty adults face when comparing across rational number notations stems from a failure to adaptively select strategies that coordinate magnitudes across these different symbolic formats.

Two experiments, a foundational investigation of spontaneous strategy use (n = 65 undergraduate students) and a larger study of strategic malleability (n = 100 adults), were conducted. These experiments utilized a process-oriented approach, grounded in the Adaptive Strategy Choice Model, to identify the mental procedures individuals use to solve cross-notation magnitude comparison problems. Experiment 1 integrated a magnitude comparison task with verbal self-reports to map the strategic landscape.

Results revealed that: (1) adults deploy a diverse repertoire of magnitude comparison strategies; (2) strategy efficacy varies significantly, with maladaptive heuristics (e.g., direct comparison) driving low accuracy and notation-based biases; (3) strategy selection is adaptive, shifting in response to problem features like notation type and benchmark saliency; and (4) distinct individual profiles of strategy use predict both cross-notation magnitude comparison accuracy and broader measures of rational number knowledge. Experiment 2 utilized a strategic instruction intervention to probe whether these strategic processes are malleable. Using a choice/no-choice paradigm, participants were explicitly taught to use translation-to-percentage and benchmarking-the-midpoint strategies. Targeted instruction significantly improved accuracy and reduced notation-based biases compared to baseline performance.

In sum, this dissertation seeks to make a scholarly contribution to the field by providing a process-level account of how individuals reason across rational number notations and by establishing that integrated rational number competence can be fostered through strategy-focused instruction.

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More About This Work

Academic Units
Science Education
Thesis Advisors
Siegler, Robert Stuart
Degree
Ph.D., Columbia University
Published Here
August 19, 2026

Notes

Cognitive Science, Psychology, Numerical Cognition, Educational Psychology, Cognitive Psychology