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Solution: Download StatPlus:mac LE for free from AnalystSoft, and then use StatPlus:mac LE with Excel 2011. That last link used to include loads of comments from disgruntled Office for Mac users, but Microsoft seems to have removed comment functionality from that help center article.

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Click Tools - Select Add-Ins. Click to select the check box for Solver.Xlam. The Data Analysis Toolpak was removed in Mac:Office for Mac 2008. However, you can download a free third-party tool that offers similar functionality: StatPlus:mac LE.
How to Add Analysis ToolPak in Excel 2016 for Mac? To install Analysis toolpak in Excel for Mac, follow below steps. Goto tools or Insert menu. Locate Add-Ins and Click on it. You’ll be prompted to choose from available add-ins. Select Analysis Toolpak. Analysis Toolpak is added.