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Thanks for posting at the Community Forums
It would be awesome if You could provide us with the packed Tableau file (.twbx) so we can provide you with more 'tailored' solution.
For now it looks like all you need is to select fields in your filter menu. I can see that you are using 'Use as a filter' option in the bar chart.
Note the bottom part - Target filters. I assume that you have 'All fields' selected. Switch to the 'Selected Fields' and add only College and Cohort fields. This solution is only true if Cohort type and year are filters and not indeed parameters. For Parameters it might be necessary to provide us with .twbx.
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I can filter on college if I add the college field as a selected field filter on the action like you suggested.
The cohort type is a convoluted parameter that actually changes the field that is being selected and not just the value. I'm not able to add it in and have it return records. We plan to rethink this, so this dashboard may have a fixed cohort type in the short term.
The data is confidential or I would post the workbook.