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Software and Tools for Researchers: Data

This LibGuide brings together, in one place, software and tools for researchers for digitisation projects and research data management.

Data Analysis

Many of the tools described on this page have similar capabilities so choice is often based upon how commonly they are used within certain disciplines, how well they are documented and how readily available they are in practice.

Textual & Audiovisual Analysis

Textual or mixed method analytical programs are often grouped together under the title of ‘computer assisted qualitative data analysis software’ (CAQDAS). Further information about CAQDAS software can be found on the University of Surrey's CAQDAS page and the University of Huddersfield's Online QDA website.


NVivo is a software package created to deal with qualitative or mixed methods data such as interviews and focus groups. This may either be in the form of text transcriptions or certain types of audio and video recordings. It allows extensive annotation and segmentation of data as part of organisation, categorisation and analysis.

Access via UCD's IT services  - Nvivo is available in both Software Downloads and the Application Catalogue 




From Analysis to Writing - How to Begin Writing your Research Findings

In this video from QSR, Dr. Veronica Richard shares tips for working with qualitative data, to understand important steps in qualitative data analysis so you can write about your findings in cogent ways.

This is an alternative to Nvivo and handles a similar range of data types allowing organisation, colour coding and retrieval of data. MAXQDA is a software package for computer-assisted qualitative data analysis (CAQDAS) and mixed methods research. This software helps researchers and analysts gain insights  from written or text documents such as submissions, open text questions in a  survey, audio or video. A range of data visualisation tools are also included.

ATLAS.ti  is a computer-assisted qualitative data analysis software that facilitates analysis of qualitative data for qualitative research, quantitative research, and  mixed methods research. ATLAS.ti helps you uncover actionable insights with  intuitive and automatic research tools powered by the latest AI and machine  learning algorithms with best-in-class technology. Built for every need: from basic analysis tasks to the most in-depth research projects.

Dedoose is a qualitative data analysis application designed for mixed methods research. This allows for the analysis of research data that is both qualitative, such as text, audio, images, or video, or quantitative such as spreadsheets, test scores, or demographics. You can mix both qualitative and quantitative data in your analysis.

QDA Miner is mixed methods and qualitative data analysis software developed by Provalis Research. The program was designed to assist researchers in managing, coding and analyzing qualitative data. QDA Miner was first released in 2004 after being developed by Normand Peladeau.


Numerical Analysis

Microsoft Excel is one of the most commonly used spreadsheet packages using a grid of cells in rows and columns to organise data. It can be used to carry out arithmetic calculations and display data as graphs, histograms and charts.


SAS is statistical analysis software.

Statistical Package for the Social Sciences (SPSS) is used widely in business, marketing as well as academia. It is a starting point for most interested in analysis of statistical data and also produced tabulations and graphics. SPSS may also function as a data organisation and limited research documentation tool. It is easy to learn and is often recommended for general use.

A software package that is an alternative to SPSS and performs similar functions of analysis, modelling and tabulation. It takes longer to learn than SPSS but is more powerful and flexible. In addition it benefits from regular updates of its techniques. 

​Free alternative to SPSS


Data Cleaning

Books in UCD Library

Check out the UCD Library Catalogue for books on data analysis and specialist software.

Software Applications in UCD