StatisticsBeginner
Data Cleaning and Statistical Analysis
A workflow from raw tables through cleaning, descriptive statistics, significance testing and figure export, ready for a paper's results.
OpenRefineJamovi
1–3 hours 6 stepsView workflow
User-friendly statistical analysis software and the best free alternative to SPSS.
Jamovi offers an SPSS-like graphical interface built on the R engine, supporting common statistical methods such as descriptive statistics, t-tests, ANOVA, regression and factor analysis. Results update in real time and follow APA formatting, so they can be used directly in papers. The built-in jamovi module library extends its functionality.
Alternative to: SPSS
Use cases: questionnaire data analysis, psychology experiment data, agricultural trial statistics
A workflow from raw tables through cleaning, descriptive statistics, significance testing and figure export, ready for a paper's results.
For everyday research users: start from an Excel or LibreOffice table and work through data cleaning, statistical analysis, exporting results and preparing paper tables and figures.