Perceived Quality Without Grade Inflation: A Six-Year Operations Management Evaluation Across Delivery Modes Using Fuzzy Logic and Text Mining (2018–2023)

Zenodo (CERN European Organization for Nuclear Research) 2026 Open access

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DOI: 10.5281/zenodo.17560636
Cited by: 0

Abstract

Longitudinal mixed-methods evaluation (2018–2023) of an undergraduate Operations Management course. Deterministic Python pipeline reproduces survey trends, prompt-aware sentiment, and a fuzzy composite effectiveness index.

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
17 February 2026