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+-------------------------------------------------------------+ | TOP SPSS ALTERNATIVES | +----------------------+--------------------------------------+ | SOFTWARE | BEST FOR | +----------------------+--------------------------------------+ | Jamovi / JASP | SPSS-like clean graphical interface | +----------------------+--------------------------------------+ | R / RStudio | Advanced programming and flexibility | +----------------------+--------------------------------------+ | Python (Pandas/SciPy)| Data science and machine learning | +----------------------+--------------------------------------+ JASP and Jamovi