Research Article

Linking high-stakes test forms without common items: The pseudo-equivalent item approach in item pool development

Number: Advanced Online Publication Early Pub Date: October 26, 2026

Linking high-stakes test forms without common items: The pseudo-equivalent item approach in item pool development

Abstract

This study evaluates pseudo-equivalent items as an alternative method for linking high-stakes test forms when common items are unavailable. The findings offer valuable insights for developing sustainable item pools, particularly within Computerized Adaptive Testing (CAT) frameworks. Data were obtained from a national foreign language test administered across six consecutive years. Separate annual IRT calibrations were compared against simultaneous calibration results under a multiple matrix sampling (MMS) design, using fourteen pseudo-equivalent items as anchor indicators. The 2PL model was determined to be the most reliable model for the data. Difficulty parameters from the separate and simultaneous calibrations correlated very highly, with no statistically significant difference between the two sets, and difficulty estimates from Classical Test Theory and IRT were consistently and strongly related, as theoretically expected. Measurement precision was concentrated around average ability levels. The findings provide empirical evidence that pseudo-equivalent items represent a promising approach for linking forms without common items, and that combining this approach with an MMS design provides a feasible strategy for building large, sustainable item pools suited to large-scale and CAT-based testing programs. These results have direct implications for testing organizations seeking to maintain form equivalence and scale stability across administrations without relying on traditional common-item designs, offering a scalable pathway for item pool expansion that preserves measurement comparability over time.

Keywords

Supporting Institution

Measurement, Selection, and Placement Center (ÖSYM)

Thanks

We would like to express our sincere thanks to Dr. Mustafa Tosun for his software development support as a member of the project team, and to Dr. Seçil Alaca for her valuable contribution through her expertise in English items.

References

  1. American Educational Research Association [AERA], American Psychological Association [APA], & National Council on Measurement in Education [NCME]. (2014). Standards for educational and psychological testing. American Educational Research Association.
  2. Ames, A.J., & Penfield, R.D. (2015). An NCME instructional module on item-fit statistics for item response theory models. Educational Measurement: Issues and Practice, 34(3), 39 48. https://doi.org/10.1111/emip.12067
  3. Aybek, E.C., Arıkan, S., & Ertaş, G. (2024). A practical guide to item bank calibration with multiple matrix sampling. International Journal of Assessment Tools in Education, 11(4), 647 659. https://doi.org/10.21449/ijate.1440316
  4. Baldwin, P., & Clauser, B.E. (2022). Historical perspectives on score comparability issues raised by innovations in testing. Journal of Educational Measurement, 59(2), 140 160. https://doi.org/10.1111/jedm.12318
  5. de Ayala, R.J. (2009). The theory and practice of item response theory. Guilford Press.
  6. Dorans, N.J., & Haberman, S.J. (2022). Recent challenges to maintaining score comparability: A commentary. Journal of Educational Measurement, 59(2), 251 264. https://doi.org/10.1111/jedm.12319
  7. Fan, X., Zhang, M., & Peng, H. (2025). Is pseudo-equivalent groups equating via minimum discriminant information adjustment effective? Evidence from simulation and real data. Frontiers in Education, 10, 1–15. https://doi.org/10.3389/feduc.2025.1667220
  8. Gonzalez, E.J., & Rutkowski, L. (2010). Principles of multiple matrix booklet designs and parameter recovery in large-scale assessments. In M. von Davier & D. Hastedt (Eds.), IERI Monograph Series: Issues and Methodologies in Large-Scale Assessments (Vol. 3, pp. 125–156). IERI.

Details

Primary Language

English

Subjects

Measurement Theories and Applications in Education and Psychology, Computer Based Exam Applications

Journal Section

Research Article

Early Pub Date

October 26, 2026

Publication Date

-

Submission Date

April 14, 2026

Acceptance Date

October 1, 2026

Published in Issue

Year 2026 Number: Advanced Online Publication

APA
Şenel, S., Gören, S., Arıkan, S., Aybek, E. C., Gündüz, T., & Bozdağ Kasap, A. (2026). Linking high-stakes test forms without common items: The pseudo-equivalent item approach in item pool development. International Journal of Assessment Tools in Education, Advanced Online Publication, 1156-1171. https://izlik.org/JA38DZ28PY
AMA
1.Şenel S, Gören S, Arıkan S, Aybek EC, Gündüz T, Bozdağ Kasap A. Linking high-stakes test forms without common items: The pseudo-equivalent item approach in item pool development. Int. J. Assess. Tools Educ. 2026;(Advanced Online Publication):1156-1171. https://izlik.org/JA38DZ28PY
Chicago
Şenel, Selma, Sebahat Gören, Serkan Arıkan, Eren Can Aybek, Tuba Gündüz, and Ayşegül Bozdağ Kasap. 2026. “Linking High-Stakes Test Forms Without Common Items: The Pseudo-Equivalent Item Approach in Item Pool Development”. International Journal of Assessment Tools in Education, no. Advanced Online Publication: 1156-71. https://izlik.org/JA38DZ28PY.
EndNote
Şenel S, Gören S, Arıkan S, Aybek EC, Gündüz T, Bozdağ Kasap A (October 1, 2026) Linking high-stakes test forms without common items: The pseudo-equivalent item approach in item pool development. International Journal of Assessment Tools in Education Advanced Online Publication 1156–1171.
IEEE
[1]S. Şenel, S. Gören, S. Arıkan, E. C. Aybek, T. Gündüz, and A. Bozdağ Kasap, “Linking high-stakes test forms without common items: The pseudo-equivalent item approach in item pool development”, Int. J. Assess. Tools Educ., no. Advanced Online Publication, pp. 1156–1171, Oct. 2026, [Online]. Available: https://izlik.org/JA38DZ28PY
ISNAD
Şenel, Selma - Gören, Sebahat - Arıkan, Serkan - Aybek, Eren Can - Gündüz, Tuba - Bozdağ Kasap, Ayşegül. “Linking High-Stakes Test Forms Without Common Items: The Pseudo-Equivalent Item Approach in Item Pool Development”. International Journal of Assessment Tools in Education. Advanced Online Publication (October 1, 2026): 1156-1171. https://izlik.org/JA38DZ28PY.
JAMA
1.Şenel S, Gören S, Arıkan S, Aybek EC, Gündüz T, Bozdağ Kasap A. Linking high-stakes test forms without common items: The pseudo-equivalent item approach in item pool development. Int. J. Assess. Tools Educ. 2026;:1156–1171.
MLA
Şenel, Selma, et al. “Linking High-Stakes Test Forms Without Common Items: The Pseudo-Equivalent Item Approach in Item Pool Development”. International Journal of Assessment Tools in Education, no. Advanced Online Publication, Oct. 2026, pp. 1156-71, https://izlik.org/JA38DZ28PY.
Vancouver
1.Selma Şenel, Sebahat Gören, Serkan Arıkan, Eren Can Aybek, Tuba Gündüz, Ayşegül Bozdağ Kasap. Linking high-stakes test forms without common items: The pseudo-equivalent item approach in item pool development. Int. J. Assess. Tools Educ. [Internet]. 2026 Oct. 1;(Advanced Online Publication):1156-71. Available from: https://izlik.org/JA38DZ28PY

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