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| Issue | Possible Resolution | Within the scope of this funding round? |
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| Many institutions will not allow faculty to upload data without IRB training and review | Institutional IRB review of database that would give a blanket green light to faculty to upload data | Unsure |
| Anonymizing student identifiers | Hashing data during upload
Return all initial queries with anonymous data
There must be the ability to link student data in one course to other courses and to demographic data | Yes |
| Mistakes or mismatches in uploaded data from Time 1 to Time 2 | Show unhashed information to uploading faculty member and allow for corrections | Unsure |
| Uploading files of student work and maintaining anonynmity | | No |
| Institutional authorization for faculty use (models of distribution) | | Yes? |
| Data Security | Federated model |
| Data access | Multiple levels of access?
Human mediated access to identifiable data | No? |
| Institution anonymity | Anonymize institutions; further access would require a third party to contact the original data submitter | No |
| Instructor anonymity | Anonymize instructur; further access would require a third party to contact the original data submitter | No |
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