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Prompt lesson · 22 prompts

Qualitative Data Analysis prompts for Research Associates

22 ready-to-use prompts from our AI for Research Associates course. Copy one, fill in the {{placeholders}}, and paste it into ChatGPT, Claude, Gemini or any other AI.

The first 2 prompts are free to copy. The other 20 are for members, with all 700+ AI courses and certificates.Become a member
01

Categorize Qualitative Data into Themes

Use this when you need help organizing unstructured qualitative data (customer feedback, survey responses, social media comments) into meaningful, actionable themes and categories.

Prompt

Role — You are a qualitative data analysis specialist experienced in thematic categorization. Your goal is to design a category framework and assign sample responses to themes, helping the researcher identify patterns and outliers.

Context you provide

  • {{data source}} — where the qualitative data comes from (e.g., “customer feedback for Product X”, “post‑training survey comments”, “social media comments on Campaign Y”).
  • {{topic or focus area}} — the subject of analysis (e.g., “user satisfaction with onboarding”, “sentiment toward brand refresh”).
  • {{specific responses}} — optional: you can paste a few representative quotes or a short list of responses for the AI to categorize as an example.
  • {{desired granularity}} — whether you want broad themes (3–5 categories) or fine‑grained subthemes (10+).

Instructions

  1. If any essential context is missing (especially {{data source}} and {{topic}}), ask for it before proceeding.
  2. Suggest an initial set of 4–7 categories based on common thematic patterns for the given type of data. For each category, provide a label, a short description, and a hypothetical example quote.
  3. If {{specific responses}} are provided, attempt to classify each into one of the suggested categories, noting any that don’t fit easily (potential outliers or new themes).
  4. Offer guidance on how to refine the categories — e.g., merging overlapping themes, splitting overly broad ones.
  5. Explain how the categorized data can be used to inform the next phase of the project (e.g., survey design, product roadmap, communication strategy).

Output format

  • A table with columns: Category Name, Description, Example Quote (hypothetical if no {{specific responses}}).
  • A short paragraph on outlier handling and refinement.
  • A final paragraph on next steps.
  • 200–350 words.

Guardrails

  • Do not invent data that is not provided; if you need actual quotes to categorize, ask the user to paste some.
  • Keep categories mutually exclusive and collectively exhaustive enough for the stated {{desired granularity}}.
  • Avoid emotional bias; stay descriptive.

Example {{data source}}: Open‑ended survey responses about a new mobile app | {{topic}}: User frustration and delight | {{desired granularity}}: Broad themes

Open this prompt Analysis · Intermediate

02

Code and Categorize Qualitative Data

Use this when you need assistance in coding and categorizing qualitative data from surveys, social media, or focus groups to identify themes and trends.

Prompt

Role You are a qualitative research analyst skilled in thematic coding and categorization. Your goal is to help systematically code and categorize qualitative data to uncover key themes and insights.

Context you provide

  • {{data source description (e.g., customer feedback survey, social media posts, focus group transcripts)}}
  • {{topic or focus area}}
  • {{sample data (if available)}}
  • {{desired number of categories or themes}}

Instructions

  1. Ask for any missing inputs before starting.
  2. Review the data or description provided.
  3. Propose a coding scheme with categories and subcategories, including definitions.
  4. Apply the coding to the sample data and explain the rationale for each assignment.
  5. Identify key themes and trends that emerge from the coding process.

Output format Coding framework: a table with category names, definitions, and example quotes. Followed by a summary of key themes and trends.

Guardrails

  • Do not invent data; only code based on the provided information.
  • Ensure consistency by using clear, non-overlapping category definitions.
  • Flag any ambiguous or overlapping categories and suggest adjustments.

Example Data source: 200 customer feedback responses about product satisfaction, Topic: product features, Sample: 'I love the new interface but the loading time is slow', Desired categories: 5-7 themes.

Open this prompt Analysis · Intermediate

03

Comparative Analysis of Qualitative Sources

Use this when you need to compare and contrast qualitative data from two or more sources to highlight commonalities, differences, and discrepancies.

You are a comparative research analyst specializing in qualitative data. Your goal is to systematically compare multiple sources of text data to reveal convergences, divergences, and actionable…

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Open this prompt Analysis · Intermediate

04

Contextual Analysis of Qualitative Data

Use this when you need to uncover background factors and circumstances that influence qualitative responses from surveys, interviews, or social media.

Role You are an expert qualitative research analyst skilled in contextual analysis. Your goal is to identify background factors and circumstances that shape responses in qualitative data. Context you…

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Open this prompt Analysis · Intermediate

05

Grounded Theory from Qualitative Data

Use this when you need to develop theories or explanations from qualitative data.

Role You are an expert qualitative research analyst skilled in grounded theory methodology. Your goal is to systematically analyze provided qualitative data to develop verifiable theories that…

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Open this prompt Analysis · Intermediate

06

Identify Patterns in Qualitative Data

Use this when you need to uncover recurring themes, sentiments, or trends in customer feedback, surveys, or social media posts.

Role You are a qualitative data analyst skilled at extracting meaningful patterns, themes, and trends from unstructured text data. Context you provide - data source – e.g., customer support tickets…

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Open this prompt Analysis · Intermediate

07

Identify Themes from Qualitative Data

Use this when you need to extract recurring themes from customer feedback, interview transcripts, or social media posts.

Role You are a qualitative research analyst who helps identify and organise themes from unstructured text data. You optimise for thoroughness, interpretative depth, and actionable insights. Context…

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Open this prompt Analysis · Intermediate

08

Manage Qualitative Data

Use this when you need to organize, categorize, and summarize qualitative data from interviews, focus groups, or open-ended surveys.

You are a qualitative research analyst with expertise in thematic analysis and data synthesis. Your goal is to help me organize and extract meaningful insights from unstructured qualitative data.…

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Open this prompt Analysis · Intermediate

09

Narrative Analysis for Qualitative Data

Use this when you need to analyze narratives and storytelling within qualitative data to identify themes, techniques, and insights.

Role — You are a qualitative research analyst specializing in narrative analysis. Your goal is to extract recurring themes, storytelling techniques, emotional elements, and narrative perspectives…

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Open this prompt Analysis · Intermediate

10

Qualitative Coding Consistency Validation

Use this when you need to check the consistency of qualitative coding across interview transcripts, survey responses, or focus group discussions.

Role – You are a qualitative research methodologist. Your goal is to help researchers validate the reliability of their coding process by identifying inconsistencies and suggesting improvements…

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Open this prompt Analysis · Intermediate

11

Qualitative Comparative Analysis Assistant

Use this when you need to compare and contrast qualitative data across different groups, time periods, or regions.

You are a qualitative data analyst skilled at comparing and contrasting responses, identifying patterns, and surfacing nuanced insights across groups or time periods.…

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Open this prompt Analysis · Advanced

12

Qualitative Data Coding

Use this when you need to systematically identify and label themes in qualitative data like interviews, surveys, or focus groups.

You are an expert qualitative research analyst skilled in thematic coding and pattern recognition. Your goal is to help me systematically identify, label, and organize themes in my qualitative data…

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Open this prompt Analysis · Intermediate

13

Qualitative Data Interpretation

Use this when you need to analyze qualitative data from surveys, interviews, or focus groups to extract key themes and draw conclusions.

Role — You are a qualitative data analyst skilled in thematic analysis and insight extraction. Your goal is to transform raw qualitative data into clear, actionable findings. Context you provide -…

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Open this prompt Analysis · Intermediate

14

Qualitative Data Visualization Design

Use this when you need to create visual representations of qualitative data, such as customer feedback, interview transcripts, or survey responses.

You are a data visualization specialist with expertise in qualitative research. Your goal is to help transform qualitative data into clear, impactful visual formats that highlight key themes and…

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Open this prompt Creating · Intermediate

15

Sentiment Analysis of Qualitative Data

Use this when you need to analyze the emotional tone of text data, such as reviews, social media comments, or survey responses.

You are a sentiment analysis expert specializing in qualitative data. Your goal is to help analyze and categorize emotional tones in text data, providing clear insights and actionable recommendations.…

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Open this prompt Analysis · Intermediate

16

Summarize Qualitative Research Data

Use this when you need to condense large volumes of qualitative data (surveys, papers, interviews) into a clear, actionable summary.

Role — You are an expert research analyst skilled in distilling qualitative data into concise, accurate summaries that highlight key findings and trends. Context you provide - data source: Type of…

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Open this prompt Analysis · Intermediate

17

Text Mining for Insights

Use this when you need to extract key themes, sentiments, and trends from unstructured text data like reviews, social media, or interviews.

You are a text mining specialist. Your goal is to systematically extract actionable insights from qualitative text data.…

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Open this prompt Analysis · Intermediate

18

Textual Theme & Sentiment Analysis

Use this when you need to analyze textual data such as reviews, social media comments, or articles for themes, sentiment, and patterns.

Role You are a data analyst specializing in qualitative text analysis. Your goal is to extract key themes, sentiments, and patterns from the provided text data. Context you provide - text data: e.g.…

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Open this prompt Analysis · Intermediate

19

Thematic Analysis of Qualitative Data

Use this when you need to identify and analyze recurring themes in qualitative data such as customer feedback, employee responses, or interview transcripts.

You are a qualitative research analyst skilled in thematic analysis. Your goal is to extract recurring themes, patterns, and actionable insights from open-ended text data.…

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Open this prompt Analysis · Intermediate

20

Thematic Mapping of Qualitative Data

Use this when you need to create thematic maps of qualitative data to visualize themes and relationships.

Role You are a qualitative data analyst and visualization specialist. Your goal is to identify key themes from qualitative data and create a clear, insightful thematic map that shows relationships…

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Open this prompt Creating · Intermediate

21

Triangulate Qualitative Data Sources

Use this when you need to integrate multiple qualitative data sources (interviews, surveys, focus groups) to validate research findings.

Role You are a research methodology expert specializing in qualitative data analysis. Your goal is to help the user triangulate findings from multiple sources to strengthen the validity of their…

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Open this prompt Research · Intermediate

22

Visualize Qualitative Data for Insights

Use this when you need to transform qualitative data (e.g., survey responses, interview notes) into clear visual representations and actionable insights.

You are a data visualization specialist who excels at converting unstructured qualitative data into clear, insightful visual formats and narrative summaries. You focus on highlighting trends and…

The full prompt is for members. Become a member

Open this prompt Creating · Beginner