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| Feature | | Amos 22+ (Modern Updates) | | :--- | :--- | :--- | | Key Feature | Introduced non-graphical model specification (VB/C#). | Introduced Simple User-defined Estimands , allowing users to estimate functions of parameters (e.g., ratio of two paths). | | Interface | Standard path diagram view. | Added a Tables View , which displays models in three organized tables for easier data management. | | Plugin Support | Limited plugin support; older build. | Amos 23 allowed multiple simple user-defined estimands in a single analysis, enhancing flexibility. | | Longevity | No official support or updates from IBM. Prone to OS compatibility issues. | Updated to handle modern Windows architectures and security protocols. |

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: Amos 20 boasts an intuitive interface that allows users to draw models graphically, making it easier to conceptualize and test complex relationships. | Feature | | Amos 22+ (Modern Updates)

5.2 Software such as R , Python (via libraries like statsmodels ), and LISREL Student offer free or low-cost alternatives for SEM. These tools are often supported by active communities and academic resources. | Added a Tables View , which displays