Signal & Noise

Skimle's resource centre dedicated to high quality analysis using modern methods

Cover Image for Qualitative data examples: types, sources and real-world applications

Qualitative data examples: types, sources and real-world applications

Qualitative data examples across 8 types — interview transcripts, field notes, surveys, documents, and more — with academic and business applications for each.

Cover Image for Open-ended questions in research: how to write and analyse them

Open-ended questions in research: how to write and analyse them

Open-ended questions let respondents answer in their own words, generating rich qualitative data. Learn when to use them, 7 principles for writing good ones, and how to analyse the responses.

Cover Image for Qualitative coding: what it is and 5 approaches explained

Qualitative coding: what it is and 5 approaches explained

Qualitative coding labels segments of text so you can find patterns across interviews and documents. Learn the 5 main coding approaches and when to use each.

Cover Image for Qualitative content analysis: method overview, steps and examples

Qualitative content analysis: method overview, steps and examples

Qualitative content analysis is a systematic method for interpreting meaning in text, audio and video data. This guide covers the 3 main approaches, steps, examples, and how AI is expanding what's pos...

Cover Image for Good interview questions to ask: how to get the most out of any interview

Good interview questions to ask: how to get the most out of any interview

The quality of your interview findings depends almost entirely on the quality of your questions. This guide covers question types, what good and bad examples look like, rapport building, and how to go...

Cover Image for Inductive vs deductive research: what's the difference and how to choose

Inductive vs deductive research: what's the difference and how to choose

Inductive research builds theory from data; deductive research tests existing theory against data. Learn the key differences, when to use each, and how abductive reasoning fits in.

Cover Image for Qualitative research examples: 16 studies from academic and business settings

Qualitative research examples: 16 studies from academic and business settings

Real qualitative research examples across sociology, health, education, management, and business — with the method used, the key finding, and what made each study qualitative.

Cover Image for Qualitative evidence synthesis: a practical guide to thematic synthesis and meta-ethnography

Qualitative evidence synthesis: a practical guide to thematic synthesis and meta-ethnography

Qualitative evidence synthesis combines findings across published studies. This guide covers meta-ethnography, thematic synthesis, and CASP appraisal.

Cover Image for How to do descriptive coding in qualitative research: a step-by-step guide

How to do descriptive coding in qualitative research: a step-by-step guide

Descriptive coding assigns short labels summarising what a data segment is about, not what it means. The 4 steps, how to build and size a codebook, and how descriptive coding differs from thematic and...

Cover Image for Interview guide: what it is, how to write one, and a ready template

Interview guide: what it is, how to write one, and a ready template

An interview guide is a structured set of questions and topic areas used to run qualitative interviews consistently. Here is how to write one, what to include, and a template you can use.

Cover Image for How to write a thematic analysis results section: structure, examples, and common mistakes

How to write a thematic analysis results section: structure, examples, and common mistakes

A thematic analysis results section presents each theme as a heading, supported by 2-4 verbatim quotes with analytical commentary. This guide shows the structure, worked examples, and what reviewers l...

Cover Image for Content analysis vs thematic analysis: which method fits your research?

Content analysis vs thematic analysis: which method fits your research?

Content analysis counts and categorises text systematically; thematic analysis interprets patterns of meaning. Learn the 5 key differences and when to choose each method.

Cover Image for Interpretive phenomenological analysis (IPA): a guide for psychology and health researchers

Interpretive phenomenological analysis (IPA): a guide for psychology and health researchers

IPA explores lived experience through small, purposive samples and deep individual case analysis. Learn when to use IPA, how the 6-step process works, and how it differs from thematic analysis.

Cover Image for Grounded theory methodology: a practical guide for qualitative researchers

Grounded theory methodology: a practical guide for qualitative researchers

Grounded theory generates theory from data through iterative coding and constant comparison. This guide covers the 3 main variants, the full coding process, and when to choose GT over thematic analysi...

Cover Image for Inductive, deductive, and abductive coding in qualitative research: when to use each

Inductive, deductive, and abductive coding in qualitative research: when to use each

Inductive coding builds categories from data up. Deductive coding applies existing frameworks down. Abductive coding iterates between both. This guide explains when to use each — with examples.

Cover Image for Reflexive thematic analysis: what changed with Braun and Clarke's updated approach

Reflexive thematic analysis: what changed with Braun and Clarke's updated approach

Braun and Clarke updated their thematic analysis framework 3 times (2006, 2019, 2021). Most researchers are still using the wrong version. Here's what changed and what it means for your analysis.

Cover Image for Interview transcript analysis: a practical guide

Interview transcript analysis: a practical guide

How to analyse interview transcripts systematically — preparing data, coding approaches, building themes, and writing up. Covers manual and AI-assisted methods.

Cover Image for How to anonymise and pseudonymise qualitative research data: IRB-compliant de-identification of interview transcripts

How to anonymise and pseudonymise qualitative research data: IRB-compliant de-identification of interview transcripts

Step-by-step guide to anonymising and pseudonymising qualitative interview data for IRB, GDPR, and HIPAA compliance with Skimle Anonymise. Covers identifiers, audit trails, and methods documentation.

Cover Image for How many qualitative interviews are enough? Guest, Bunce & Johnson (2006), saturation, and what the evidence says

How many qualitative interviews are enough? Guest, Bunce & Johnson (2006), saturation, and what the evidence says

Guest, Bunce & Johnson (2006) found code saturation at 12 interviews. Here is what that finding actually means, its limitations, and how to set your qualitative sample size.

Cover Image for How to do qualitative research on a PhD budget: tools and methods that won't break the bank

How to do qualitative research on a PhD budget: tools and methods that won't break the bank

NVivo costs over EUR 1000 per year and is rarely worth it for individual researchers. Here are the best free and affordable alternatives for PhD students doing qualitative analysis.

Cover Image for How to code qualitative data: inductive, deductive and abductive approaches explained

How to code qualitative data: inductive, deductive and abductive approaches explained

A practical guide to qualitative coding: what inductive, deductive, and abductive coding are, when to use each, and how AI tools are changing the process.

Cover Image for AI qualitative data analysis checklist: 20 questions before you publish

AI qualitative data analysis checklist: 20 questions before you publish

A practical pre-publication checklist for qualitative research that used AI tools — covering documentation, traceability, transparency, and peer reviewer expectations.

Cover Image for How to write up a thematic analysis: a step-by-step guide with examples

How to write up a thematic analysis: a step-by-step guide with examples

Step-by-step guide to writing up a thematic analysis: how to structure the methods, results and discussion sections, with worked examples and a final submission checklist.

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...