Signal & Noise blog

Skimle's blog dedicated to high quality analysis using modern methods

Cover Image for AI text analysis - Don't use 'motorised Swiss knives' for serious qualitative analysis

AI text analysis - Don't use 'motorised Swiss knives' for serious qualitative analysis

AI can help in analysis, but the rush to replace rigorous methods with wrong tools risks more harm than good. One head of AI remarked 'big AI' is trying to sell the same tool for all use cases.

Cover Image for End-to-end workflows - Importing and exporting data with Skimle

End-to-end workflows - Importing and exporting data with Skimle

We're big believers in building a tool that integrates with the day to day work of knowledge professionals. In this post we explain what is possible with Skimle and what is coming next!

Cover Image for Analysing interviews and other documents in multiple languages with Skimle

Analysing interviews and other documents in multiple languages with Skimle

You interviewed people in French, German, English and Swedish, and need to analyse also some Finnish text and Spanish emails as well. How to cope with multiple languages?

Cover Image for Practical end-to-end setup for interviews using audio recording, transcription and AI-assisted analysis

Practical end-to-end setup for interviews using audio recording, transcription and AI-assisted analysis

A step-by-step guide to recording, transcribing, and analysing interviews efficiently using your iPhone, cloud storage, and AI tools. Stop taking frantic notes and start capturing better insights.

Cover Image for How does ChatGPT actually work? And how do LLMs analyse data?

How does ChatGPT actually work? And how do LLMs analyse data?

Most people have serious misconceptions about how ChatGPT and other AI systems work. Understanding what's actually happening under the hood helps you use these tools better and avoid their biggest pit...

Cover Image for Skimlecast is back: Episodes 6 to 8

Skimlecast is back: Episodes 6 to 8

This time we went into a professional podcast studio and spent some quality time discussing how Skimle works, our learnings from start-up life, and the big 'Is AI good or bad?'-debate

Cover Image for Synthetic respondents in research - promise, pitfalls and when to use in 2026

Synthetic respondents in research - promise, pitfalls and when to use in 2026

AI-generated personas that answer surveys and interviews are becoming mainstream in market research. But can synthetic respondents replace real humans? Here's what works, what doesn't, and when to use...

Cover Image for Self-serving qualitative data - How AI enables democratisation of insights

Self-serving qualitative data - How AI enables democratisation of insights

During the past ten years, dashboards have unleashed a wave of self-serve quantitative analyses. LLMs are now enabling that for qualitative data. What will this mean in practice & how to benefit?

Cover Image for Is AI destroying our ability to think? Using technology to augment, not replace expertise in qualitative research

Is AI destroying our ability to think? Using technology to augment, not replace expertise in qualitative research

Copy a question and paste it to a chat bot, press enter and mindlessly copy the answer back... Will poor use of AI reduce rigour of qualitative analysis and make us dumber?

Cover Image for How to analyse open text responses at scale - without losing your mind

How to analyse open text responses at scale - without losing your mind

The dreaded open text answer box on the last page. Researchers fear the cumbersome data it will create, and respondents worry if anybody is listening. Is there a smart way to turn answers to insights?

Cover Image for What if? Reanalyzing our Qualitative Study with Skimle AI

What if? Reanalyzing our Qualitative Study with Skimle AI

To get a real sense of what AI can and cannot do, the best approach is to reanalyze a dataset you know. In this blog we reanalyze our qualitative study published in Organization Science with Skimle AI...

Cover Image for How to win with AI in 2026: pointers for senior executives

How to win with AI in 2026: pointers for senior executives

The AI landscape is constantly evolving. Here's what CEOs and senior executives need to focus on in 2026 to prepare their organizations for the years ahead.

Cover Image for Qualitative Data Analysis Software - a 2026 comparison of tools

Qualitative Data Analysis Software - a 2026 comparison of tools

How to pick the right tool for analysing your interview transcript or other qualitative data? How do older manual tools like NVivo, ATLAS.ti, Dedoose and MAXQDA compare with specialist tools like Dove...

Cover Image for How to Use AI in Qualitative Research -  A Guide for Academic Researchers 2026

How to Use AI in Qualitative Research - A Guide for Academic Researchers 2026

Reflections on the use of AI tools for qualitative interview analysis in academic research. This comprehensive guide covers coding, thematic analysis, GDPR compliance, ethical AI use, and how to avoid...

Cover Image for Skimlecast: Episodes 2 to 5 are out!

Skimlecast: Episodes 2 to 5 are out!

We've been busy recording Skimecast, and have published four new episodes in December 2025. In these episode we share why we built Skimle, discuss how to run qualitative interviews, reveal our secret ...

Cover Image for Using ChatGPT and other LLMs to analyse interviews and qualitative data - what works and what doesn't

Using ChatGPT and other LLMs to analyse interviews and qualitative data - what works and what doesn't

Simple LLM tools like ChatGPT, Gemini, Claude, Grok or Copilot seem like the perfect solution for qualitative analysis: fast, easy, and impressive in demos. But practical experience and research revea...

Cover Image for How to write the perfect interview guide - 10 practical tips for preparing your questions

How to write the perfect interview guide - 10 practical tips for preparing your questions

A well-crafted interview guide is the foundation of successful qualitative research. Learn how to structure questions, iterate as you learn, mix question types strategically, and use AI to test your g...

Cover Image for How many interviews do you need for qualitative research? A practical guide to sample size.

How many interviews do you need for qualitative research? A practical guide to sample size.

You're planning to do a series of interviews to gather information to solve a business problem, write an academic paper or perform due diligence. Many researchers and business people strugle to identi...

Cover Image for Skimlecast 1: Welcome to Skimlecast

Skimlecast 1: Welcome to Skimlecast

Get to know Henri and Olli from Skimle in our inaugral episode of Skimlecast. In this series we discuss high quality thematic analysis, articial intelligence, knowledge work while making low-quality F...

Cover Image for Complete guide to thematic analysis - from raw data to actionable insights across academic and business settings

Complete guide to thematic analysis - from raw data to actionable insights across academic and business settings

Master thematic analysis with this comprehensive guide covering academic research, business consulting, policy analysis, and market research. Learn systematic methods for identifying patterns in inter...

Cover Image for Two-way transparency: creating confidence in AI to make it useful for real work

Two-way transparency: creating confidence in AI to make it useful for real work

When using AI solutions for advanced analytical work, experts need to be able to trust the systems. In this blog we explain the concept of two-way transparency as a key enabler for trust.

Cover Image for Skimle in action: Insights from 500+ EU Digital Omnibus consultation feedback documents

Skimle in action: Insights from 500+ EU Digital Omnibus consultation feedback documents

We analyzed 500+ responses to the EU Digital Omnibus consultation using Skimle. Discover the surprising consensus, sharp disagreements, and what this reveals about the future of EU digital policy—and ...

Cover Image for How to do thematic analysis - A practical step-by-step guide for business people

How to do thematic analysis - A practical step-by-step guide for business people

Learn how to analyse reports, interviews and other qualitative data by borrowing the best bits of academic thematic analysis methods. This practical guide shows you how to find patterns in customer in...

Cover Image for How to summarize interviews - 5 steps from expert call notes to client-ready insights

How to summarize interviews - 5 steps from expert call notes to client-ready insights

A practical guide to synthesizing expert, client or customer interviews for consultants and analysts. Learn how to extract key insights, identify themes, and create client-ready deliverables from inte...