Priya Raman
B.E. Computer Science, Kaveri Institute of Technology (tier 2) · Chennai, Tamil Nadu · Class of 2027
Rated a high attrition risk because of an engagement announcement.
How the vendor tool moved the score
What the review found
Her own account is private. The tool found an engagement post by a family member and predicted she would relocate and leave. The vendor's attrition model learned this pattern from women's past exits. Marital status is not a basis for hiring, and gender discrimination in recruitment is barred by the Code on Wages, 2019. The review removes the signal.
- FindingA Facebook post that triggered Engagement and wedding posts was published by someone else who tagged the candidate. The DPDP public-data exemption covers only what a person makes public themselves.
- FindingThe candidate's account is private. The tool scored what it could not see as a risk.
- RemoveEngagement and wedding posts moved the score by -12. Review outcome: Remove (R1).
- RemoveLittle or no social media moved the score by -11.2. Review outcome: Remove (R1).
- KeepProfessional profile consistency moved the score by +6. Review outcome: Keep, with conditions (R7).
- RemoveNetwork overlap with employees moved the score by +2. Review outcome: Remove (R1).
Is it the right person?
Linked by the candidate| Application | Matched profile | |
|---|---|---|
| City | Chennai | Chennai |
| College | Kaveri Institute of Technology | Kaveri Institute of Technology |
| Graduation | 2027 | 2027 |
The profile was linked by the candidate in the application.
From the application
Two open-source contributions to a Python data library.
Links supplied: github.com/priyaraman-dev
Social media presence: private
Posts the tool read
- Facebook·12 Jul 2026, 12:30 pm·EnglishPosted by someone else
“So happy to announce our daughter Priya's engagement! Wedding next spring. 💐”