Research in Thai universities usually involves several roles. Faculty oversee quality, graduate students conduct fieldwork, and research offices track funding and documentation. When the workflow is fragmented, work becomes hard to review.
What the workflow needs
- Shared research questions and conceptual framing
- Instrument design and quality criteria before data collection
- Decision records during analysis
- Reports that can trace back to evidence
The role of AI
AI should help organize documents, summarize themes, and check consistency. Methodological decisions and interpretation must remain with the research team.
A good outcome
A good workflow helps students see the full process, helps faculty review quality faster, and helps research offices track progress without adding paperwork.