Comparing qualitative thematic analysis and machine-based topic modelling in the analysis of autistic and ADHD young people’s accounts of emotions

Key Points

• Qualitative thematic analysis reveals rich insights into emotional accounts of autistic and ADHD youth, highlighting their unique experiences.
• Machine-based topic modelling can effectively categorize emotions, providing a different perspective on the same data.
• The analysis includes accounts from diverse individuals, ensuring a broad representation of emotional narratives.
• Combining both methods may enhance understanding of emotional experiences and improve support strategies for these groups.