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Psychology

Qualitative Methods: Content Anasysis

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ES

Evgeny Smirnov

13 papers · 2 Must Read · 1993–2019

Last updated Mar 28, 2026

All papers in the expert’s recommended reading order. The full collection as the expert intended it.

Introduction

Essential methodological works on qualitative content analysis: procedural frameworks, coding approaches (inductive, deductive, conventional, directed, summative), reference handbooks, practical guides, and papers distinguishing QCA from thematic analysis and grounded theory.

1
Must Read
beginner
★ Essential

Three Approaches to Qualitative Content Analysis(pdf)

Hsiu-Fang Hsieh, Sarah E. Shannon · 2005 · Qualitative Health Research

At a GlanceAI

Clarifies three distinct qualitative content analysis approaches—conventional, directed, and summative—and how they differ in coding and trustworthiness.

SummaryAI

The article synthesizes how “qualitative content analysis” is actually practiced in three recognizable approaches: conventional, directed, and summative. It distinguishes them by where codes come from (data-derived vs theory-guided vs counts leading to interpretation), how coding schemes are built, and what trustworthiness threats each approach raises. By laying out analytic procedures and trustworthiness techniques with illustrative examples, it helps researchers choose and justify a content analysis strategy aligned with their research aims.

A key work for understanding different types of content analysis.

— ES

Method:AI
Conceptual/methodological overview that delineates procedures for three qualitative content analysis approaches.
Background:AI
Basic qualitative research methods knowledge, especially coding and trustworthiness in content analysis.
2
Worth Reading
beginner
★ Essential

Qualitative content analysis in nursing research: concepts, procedures and measures to achieve trustworthiness

U.H Graneheim, B Lundman · 2004 · Nurse Education Today

At a GlanceAI

Practical guide to qualitative content analysis in nursing, clarifying concepts and steps to strengthen trustworthiness.

SummaryAI

This article lays out key concepts and a workable procedure for doing qualitative content analysis in nursing research. It clarifies how researchers can move from raw text to categories and themes, while keeping interpretations transparent and grounded in the data. A central contribution is its focus on “trustworthiness” as a set of quality criteria for qualitative analysis, offering measures to strengthen credibility and rigor. It is widely useful as a reference for planning, teaching, and reporting qualitative content analysis in health research.

One of the best guide articles on practical content analysis

— ES

Method:AI
Conceptual and methodological guidance on conducting qualitative content analysis with an emphasis on ensuring trustworthiness.
Background:AI
Basic familiarity with qualitative research and text-based data (e.g., interview transcripts) in health or social science contexts.
3
Must Read
beginner
★ Essential

How to plan and perform a qualitative study using content analysis

Mariette Bengtsson · 2016 · NursingPlus Open

At a GlanceAI

Practical guide to planning and conducting qualitative content analysis, with clear steps to support rigorous reporting.

SummaryAI

This article provides a structured, practice-oriented overview of how to plan and carry out a qualitative study using content analysis. It helps readers translate qualitative material into systematically derived categories and themes while emphasizing transparency and rigor across the research process. As a methods-focused piece in nursing research, it is useful for designing studies, documenting analytic decisions, and improving the credibility of findings. Its main value is as a concise roadmap for researchers learning or standardizing content analysis workflows.

Key work on conducting a qualitative study using content analysis

— ES

Method:AI
Methodological guidance article outlining a step-by-step workflow for qualitative content analysis.
Background:AI
Basic familiarity with qualitative research design and collecting textual data (e.g., interviews or documents).
4
Niche
beginner

Content analysis and thematic analysis: Implications for conducting a qualitative descriptive study

Mojtaba Vaismoradi, Hannele Turunen, Terese Bondas · 2013 · Nursing & Health Sciences

At a GlanceAI

Clarifies boundaries between qualitative content analysis and thematic analysis, highlighting quantification as a key differentiator.

SummaryAI

This discussion paper addresses persistent confusion in nursing qualitative research where content analysis and thematic analysis are often used interchangeably. It compares the two approaches across definitions, aims, philosophical background, data gathering, and analytic procedures to improve alignment between study purpose and analysis choice. The authors argue that while both search for patterns and themes across data, a central distinction is that content analysis can cautiously incorporate quantification (e.g., category/theme frequencies) as a proxy for significance. The takeaway is practical guidance for selecting and reporting these methods more consistently in qualitative descriptive studies.

When to choose content analysis, and when — thematic analysis.

— ES

Method:AI
Analytical overview and methodological comparison (discussion paper) of qualitative content analysis versus thematic analysis.
Background:AI
Basic qualitative research methods knowledge, especially qualitative descriptive studies and common analytic approaches in nursing/health research.