| Features | IBM SPSS Statistics Standard | IBM SPSS Statistics Professional | IBM SPSS Statistics Premium |
|---|---|---|---|
| Core statistical and graphics capabilities to take standard analtyic projects from start to finish | X | X | X |
| Seamless integration with R, Python and other environments to easily and effectively expand statistical capabilities and programmability | X | X | X |
| Advanced statistical procedures, including GLM, GLMM, HLM, GENLIN & GEE, to more accurately identify and analyze complex relationships | X | X | X |
| Nonlinear regression, including MLR, Binary Logistic Regression, NLR, CNLR & Probit Analysis, to improve the accuracy of predictions | X | X | X |
| Customized tables to analyze and report on numerical and categorical data (not available in Statisitcs Standard Edition for Academia) | X | X | X |
| High-end charts, graphs and mapping capabilities to aid analysis and reporting | X | X | X |
| Missing value analysis (with imputation) to address issues of "dirty data" for more complete analysis and better decision-making | X | X | |
| Advanced data preparation to identify anomolies and the other data that can skew results | X | X | |
| Decision trees to better identify groups, discover relationships between groups, and predict future events. | X | X | |
| Forecasting to predict trends and build expert time-series forecasts quickly and easily | X | X | |
| Categories to obtain clear insight into complex categorical and numeric data, as well as high-dimensional data. | X | X | |
| Structural Equation Modeling to test hypotheses and confirm relationships among observed and latent variables | X | ||
| Bootstrapping to test the stability and reliabilty of predictive models | X | ||
| Advanced sampling assessment and testing procedures | X | ||
| High-end charts and graphs to aid analysis and reporting. | X | ||
| Direct marketing and product decision-making procedures to identify best customers and the product attributes that appeal to them | X | ||
| Add Statistics Server to this package and realize dramatically faster performance, improved productivity and powerful automation | X | X | X |