OBE Framework

• 2022 MMSyeed IEEEAccess OBE study with four stage OBE implementation
• 2025 MDerouich DiscEdu Feedback loop model for OBE quality assurance

Bloom's & NLP

• 2021 ASImran IEEEAccess Uses deep learning for Bloom classification of CLOs
• 2025 RKumar Arxiv Important paper
  • Compared different models for 600 sentences labeled with cognitive tags
• 2021 AWaheed Arxiv BloomNet to align CLO and question statements with Bloom's Taxonomy

Curriculum mapping

• 2021 FZablith IEEETransLearnTech Tries to reconcile the view of students and faculty on cross course concept overlap

  • Courses have topics that cover concepts
  • Mapping of concepts to help design course content better
  • Made a visualization tool to help see overlap between courses

• 2024 MJacquinet AppSysInnov uses the term “Knowledge Concepts”

• 2025 AChristou Arxiv - Curriculum Knowledge Graph (KG) Ontology

• 2024 BLopez ASEE - Paper about chemical engineering knowledge graphs

  • Great resource for topics and their connections![[Topics in Core Courses.html]]
  • This work further published as 2025 BLopez CompChemEngg

• 2015 AJouhri IEEE - CS course analysis paper

• 2007 SLToral IntJofTechDesEdu - electronic engineering paper with concept mapping techniques

  • detailed methodology of now to do CMT with 14 members for brainstorming and clustering

• 2021 CSimon PLOSONE - network analysis paper for mathematics degree

• 2021 MZouri IEEE - suggests an ontology based approach to curriculum

  • 2017 MBussemaker CompChemEngg ontological approach to chem engg curriculum development.

• 2024 NDitcharoen SmartLearnEnv - alternative to ontology based approach for curriculum development

• 2025 SAminah IEEE - curriculum ontology paper with OBE