Published: Jul. 2, 2025

Any student, academic researcher, or analyst in a research organization knows how stressful it can be to sift through vast amounts of data to identify themes, patterns, and relationships. In fact, an article by Pragmatic Institute shows that researchers spend 80% of their time finding, cleaning, and organizing data.

Without the right tools, just getting your data organized can feel overwhelming—let alone analyzing it. That's where Computer-Assisted Qualitative Data Analysis Software (CAQDAS) comes in. These tools are designed to help you manage and make sense of the data you collect.

However, with many options in the market, choosing the best tool may be challenging. In this article, we'll explore how to use CAQDAS software and take a closer look at some of the top solutions to help you pick the right choice for your research.

How to use CAQDAS

CAQDAS software simplifies the complex process of organizing, coding, and analyzing qualitative data for research. You can use it for various purposes, such as:

  • Data management
  • Coding and identifying themes
  • Advanced data analysis
  • Visualization
  • Collaboration

A capable CAQDAS package will help you fulfill these tasks when working with unstructured data like interview transcripts, focus group recordings, and survey responses. Robust CAQDAS platforms also support various data types beyond text including audio, video, and social media content.

CAQDAS facilitates the categorizing of information to assist researchers in identifying recurring themes, patterns, or keywords. You can use it to identify trends without having to manually review data line by line, page by page.

Once you have organized your data, CAQDAS tools allow you to query your data and gain deeper insights into relationships between different themes and variables. Advanced qualitative analysis tools provide visualizations of your data through illustrations including:

  • Mind maps
  • Word clouds
  • Charts

If you're working with a team, you should also choose a CAQDAS platform that provides real-time collaboration. Collaborative tools ensure everyone contributes to the analysis process simultaneously, regardless of their location.

Tips for choosing the best CAQDAS tool for your research

The qualitative data analysis software you choose will determine the success of your research project. The best CAQDAS tools for your research depends on a number of key factors to make an informed decision. These include:

  • The type of data you will handle
  • The complexity of your research project
  • Your budget

If your research includes text, audio, video, or social media content, tools like NVivo and ATLAS.ti are built to handle it all. These CAQDAS platforms support a wide range of data types, making it easier to manage complex, multimedia research in one place. With intuitive interfaces and robust analytical features, they help you dig deeper without getting lost in the chaos.

Large-scale projects like those of research organizations entail in-depth analysis. Researchers often require advanced tools to review information in a few clicks and generate easy-to-understand findings. Consider an option with advanced querying capabilities when you have such a project.

If you need a cost-effective, robust tool for qualitative data analysis, go for an option like NVivo or ATLAS.ti. Each platform has capabilities to streamline your research and let you review your findings more efficiently. Advanced features in both ATLAS.ti and NVivo can improve your analysis and ensure you draw meaningful conclusions from your data.

Making NVivo and ATLAS.ti your CAQDAS solution

Explore some of the top CAQDAS tools to discover the right fit for your research.

NVivo

NVivo stands out as one of the top qualitative research tools thanks to its powerful features and growing AI capabilities. Researchers can manually code data or speed up the process using the built-in AI Assistant. This tool can suggest refined codes based on your manually applied ones, helping uncover deeper patterns in the data. You remain in full control, with the ability to accept or reject suggestions for complete transparency in your analysis.

You can also use NVivo to surface key insights from your data, including:

  • Themes to illustrate the main aspects of the data
  • Patterns to highlight the dynamics inherent in qualitative research
  • Theoretical frameworks for making predictions about the world

Another standout feature is NVivo’s ability to summarize text using AI. The AI Assistant can generate summaries for any type of document within NVivo—making it easier to get a quick read on large datasets and accelerate your early-stage analysis.

When you're working with a team of researchers or analysts, collaboration isn’t just helpful—it’s essential. Efficient teamwork can significantly boost productivity, especially during time-intensive tasks like coding, analysis, and reporting. CAQDAS tools like NVivo make this easier by offering secure, cloud-based collaboration that’s both GDPR and HIPAA compliant. Team members can work in real time, track task progress, and assign roles with customized permissions—ensuring the right people have access to the right parts of the project, without compromising data security.

In terms of handling data, NVivo supports different structured and unstructured data types so that you can import text documents in various formats. Its flexibility allows you to analyze voice recordings, PDF files, transcribed audio files, survey records from platforms like Qualtrics and Survey Monkey, all within one platform. And with the ability to import files from EndNote, Microsoft Office, and SPSS, you can tailor your research approach to the software you rely on the most.

To make your findings more accessible, NVivo offers a range of data visualization tools. Create word clouds to spot frequently used terms, or generate bar charts, pie charts, and mind maps to represent trends and concepts visually. These visuals are especially helpful when sharing results with stakeholders or presenting your analysis.

For documenting your thought process, NVivo makes it easy to annotate data, add comments, and create memos. These memos can be linked to specific data, giving you a detailed and integrated record of the research.

NVivo also integrates seamlessly with Citavi, Lumivero’s all-in-one knowledge and reference management software. This integration makes it easy to pull in literature, notes, and outlines directly into your NVivo project, streamlining your workflow from the initial literature review to final analysis. By connecting your sources and structured outlines from Citavi, you can quickly ground your qualitative findings in existing research.

ATLAS.ti

ATLAS.ti is a powerful and versatile CAQDAS software for qualitative and mixed method research. It has extensive capabilities packaged in an intuitive interface that makes research accessible for users of all levels of expertise in data analysis.

  • Key features that make ATLAS.ti stand out include:
  • Flexible data organization and project structure
  • Seamless integration with survey data
  • Intuitive manual and AI-powered coding tools
  • Broad support for diverse data formats
  • Advanced search, query, and visualization tools

Coding is central to ATLAS.ti's data analysis capabilities. You can apply codes manually for full control or use AI to build an initial code hierarchy —saving time for more meaningful analytical tasks. Smart codes also take advantage of the coding structure, dynamically updating analyses of patterns and combinations of codes as more data is incorporated and coded.

ATLAS.ti also offers robust AI-enhanced tools that automate time-consuming tasks. The Sentiment Analysis feature categorizes text by emotional tone—positive, negative, or neutral—while Named Entity Recognition tags people, places, and organizations to anchor codes to key real-world references.

A standout feature in ATLAS.ti's AI toolkit is its ability to chat directly with your documents. Instead of digging through data manually, you can use natural language to ask questions, seek clarifications, or extract key points—making analysis faster and more interactive. This conversational AI functionality dramatically improves accessibility and speeds up the discovery of meaningful insights.

To explore your data further, ATLAS.ti has advanced tools that allow you to search for recurring patterns in codes or specific words or phrases in text, helping narrow large data sets to the most relevant information you're looking for. When you need to make sense of specific insights in the data, features such as Query Tool and Text Search can help separate the important data from the noise to make data analysis as efficient as possible.

ATLAS.ti also supports real-time collaboration through its web-based platform, allowing you and your team to work from anywhere. You can assign roles, code together, and visualize data across devices—all while ensuring compliance with GDPR, HIPAA, CCPA, and LGPD standards.

The software also comes with transcription tools to help convert audio and video files into written text. With this feature, you can synchronize transcripts with the original media and simplify cross-referencing. Automatic transcription is also available in multiple languages, making it easy to analyze multilingual data collected through interviews and focus group discussions.

MAXQDA

MAXQDA is a CAQDAS package with key data management features such as:

  • Support for different data formats
  • Survey data integration
  • Smart coding tools

It includes a text analysis feature that can help researchers find phrases, detect patterns, paraphrase content, and summarize text. This function is commonly used in interview analysis, literature reviews, and other large textual datasets.

You can also create memos tied to specific data segments or codes, allowing annotations and reflections to be embedded directly into the analysis process. Other available features include:

  • Customizable reports
  • A coding framework for literature reviews
  • Geographical data support

MAXQDA allows exporting of reports and data in formats like PDF, Excel, and Word.

For team-based research, MAXQDA TeamCloud provides a cloud-based environment where files are shared securely, and collaborative workflows are integrated directly into the platform.

One limitation of MAXQDA is its narrow range of data visualization tools compared to other CAQDAS options. While it offers basic visual outputs, the platform does not emphasize advanced visual analytics.

QDA Miner

QDA Miner is another CAQDAS option with a focus on text mining and pattern detection. It supports qualitative analysis for:

It includes automated classification and text categorization, along with text-based query tools to help locate and analyze patterns.

QDA Miner provides several visualization options, including:

  • Word clouds
  • Heat maps
  • Proximity plots

Word clouds will highlight the most-used phrases in your data, while heat maps show the prevalence of various themes. Proximity plots display relationships between key phrases to help assess how different ideas connect with each other. These visualizations support communicating key insights from qualitative data.

Dedoose

Dedoose is a cloud-based tool designed for mixed-methods research, allowing users to analyze both qualitative and quantitative data in one platform. Its cloud infrastructure supports collaboration among researchers, with real-time updates across the project when new data is added.

Key features include:

  • Support for various data formats
  • Built-in data visualization tools
  • Real-time syncing of data and project changes

Dedoose has intuitive features that make it easy to organize and code data right away.

While Dedoose does not offer direct integration with reference management software, which can create extra steps when working with sources from tools like Zotero, Mendeley, or EndNote, it can be a useful option for mixed-methods research or for research within teams of researchers.

Making NVivo and ATLAS.ti your CAQDAS software solutions

NVivo and ATLAS.ti are two of the most widely used CAQDAS platforms for organizing and analyzing qualitative data. Both offer:

  • Comprehensive data management
  • User-friendly interface
  • Advanced analysis tools
  • Real-time and cloud-based collaboration
  • Persuasive data visualization tools

NVivo has a robust and intuitive platform that can handle various data formats, allowing for coding of all kinds of research. Powerful analysis tools, along with AI Assistant, ensure you can identify patterns and themes in data, and the advanced querying capabilities help you ask detailed questions to get insights you could easily overlook with other CAQDAS tools. Plus, various visualization options make research findings more engaging and easy to understand in papers or presentations.

ATLAS.ti provides powerful manual and AI-powered coding capabilities to accommodate researchers of all levels of expertise and contexts. With ATLAS.ti, emerging researchers can enjoy an intuitive coding experience that removes the headaches often involved with qualitative research. Experienced researchers can also take advantage of artificial intelligence that reads and codes the data quickly and easily to make the data analysis process easier than ever.

The merits of NVivo and ATLAS.ti don't stop at its advanced CAQDAS features. Both platforms also offer access to learning resources such as tutorials, community forums, and customer support to help users get the most out of the software.

Choosing NVivo and ATLAS.ti will take your research to the next level, ensuring greater insights and productivity. While each tool has its own strengths, both NVivo and ATLAS.ti are designed to support rigorous, efficient qualitative and mixed-methods research

FAQ about CAQDAS

What is CAQDAS?
CAQDAS is any software package that allows researchers to manage, code, and analyze qualitative data efficiently. It automates time-consuming processes like coding data, identifying patterns, and visualizing insights.

How does CAQDAS help with coding?
CAQDAS tools can help you categorize and code your data based on recurring themes and patterns. They make it easier to identify key findings and themes in your research.

Can CAQDAS handle different types of data?
Yes, most CAQDAS tools like NVivo and ATLAS.ti support various data formats including text, audio, video, survey data, and even social media content.

What are the main benefits of using CAQDAS software?
CAQDAS helps you save time by automating data organization and coding. It also provides deeper insights through advanced querying and analysis tools. You can rely on effective CAQDAS solutions for easier collaboration through real-time and cloud-based collaboration features.

Streamline qualitative research with the top CAQDAS software

No single CAQDAS platform fits every research need. The best choice depends on your data type, analysis goals, and collaboration requirements. Start by identifying your core needs, then compare features and read CAQDAS software reviews to gain more confidence in your choice.

At Lumivero, we support rigorous qualitative and quantitative data analyses with our powerful research solutions—designed to help you and your team work smarter and uncover deeper insights.

Request a demo to learn more about how Lumivero’s research solutions can help you streamline your research.