AI Auto-Analysis

Overview

After transcription, FieldSocio’s AI pipeline automatically analyzes your interview data using Gemini 2.0 Flash. The analysis is tailored to your project’s chosen methodology.

What the AI Generates

Summary

A concise overview of the interview covering:

  • Key topics discussed
  • Main arguments or viewpoints expressed
  • Notable quotes or insights

Auto-Coding

Qualitative codes are generated based on your project’s methodology:

MethodologyCoding Approach
Grounded TheoryOpen codes → axial codes → selective codes
Thematic AnalysisInitial codes → themes → sub-themes
PhenomenologyMeaning units → textural descriptions → structural descriptions
Framework AnalysisCodes mapped to pre-defined framework categories

Entity Extraction

The AI identifies and extracts:

  • People — Names, roles, relationships mentioned
  • Places — Locations, landmarks, institutions
  • Organizations — Government bodies, NGOs, companies
  • Concepts — Key themes and abstract ideas

Sentiment Analysis

  • Overall interview sentiment
  • Per-segment sentiment tracking
  • Useful for understanding emotional tone across topics

Using AI Results

AI-generated analysis is a starting point, not a final analysis:

  • Review all auto-generated codes before accepting
  • Modify codes to match your analytical framework
  • Reject codes that don’t fit your analysis
  • Add your own codes alongside AI suggestions
  • Use summaries for quick reference, not as substitutes for close reading