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Thematic analysis is a cornerstone of qualitative research, yet it is oftenmarked by labor-intensive procedures. Recent advances in artificialintelligence (AI), especially with large-scale language models (LLMs) such asChatGPT, present potential avenues to enhance qualitative data analysis. Thisresearch delves into the effectiveness of ChatGPT in refining the thematicanalysis process. We conducted semi-structured interviews with 17 participants,inclusive of a 4-participant pilot study, to identify the challenges andreservations concerning the incorporation of ChatGPT in qualitative analysis.In partnership with 13 qualitative analysts, we crafted cueing frameworks tobolster ChatGPT's contribution to thematic analysis. The results indicate thatthese frameworks not only amplify the quality of thematic analysis but alsobridge a significant connection between AI and qualitative research. Theseinsights carry pivotal implications for academics and professionals keen onharnessing AI for qualitative data exploration.

Redefining Qualitative Analysis in the AI Era: Utilizing ChatGPT for Efficient Thematic Analysis