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September 3, 2026International Journal of Assessment Tools in EducationOpen Access

Evaluating an education model via Pythagorean fuzzy AHP and decision tree

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Authors

SÇSema ÇİFTÇİSÖSerpil Özer

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Overview

Multi-criteria decision analysis identifies key career planning drivers in university students, highlighting the need to align industry collaboration with skill building.

Key Points

  • To evaluate an applied higher education model at an industrial university by integrating student perceptions with academic and industry expert evaluations.
  • Gathered evaluation data from 76 students and 13 academic and industry experts.
  • Applied a hybrid framework using the Pythagorean Fuzzy Analytic Hierarchy Process to weight criteria, a decision tree algorithm to model predictive relationships, and correlation analysis to assess inter-criteria associations.
  • Identified foreign language development, professional networking, high academic average, and software/programming skills as significant determinants of students' five-year career planning.
  • Showed that academic guidance, industry collaboration, and practical skills development function as an interdependent, complementary structure.

Cite This Study

ÇİFTÇİ et al. (2026) studied this question.

synapsesocial.com/papers/6a99355b636c6408cfa7d89fhttps://doi.org/10.21449/ijate.1767701
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