Language of posts
RemoveThe vendor says: “Posting in English indicates client-ready communication.”
The six questions
- Concern1. Is it related to the job?
English matters for client work, but the language someone uses with friends is not a test of their English.
- Fail2. Does it stand in for who someone is?
Tracks home region (strong), language (direct), family income and background (weak). The signal is language.
- Pass3. Is it the right person?
Language belongs to the account.
- Concern4. Did the candidate publish it, and would they expect an employer to use it this way?
Candidates write to friends in the language they share.
- Concern5. Does it work equally for everyone?
Penalises candidates from non-Hindi, non-English-speaking regions most.
- Fail6. Is there a less intrusive way?
A less intrusive method answers the same question: Test English directly in the written exercise and interview.
If a signal stands in strongly or directly for a personal characteristic (question 2 fails), remove it.
None. A removed signal is not used under any condition.
Evidence
- US Uniform Guidelines: the four-fifths ruleReference only
A selection rate for any group that is less than four-fifths (80%) of the rate for the group with the highest rate is generally regarded as evidence of adverse impact.
- New York City Local Law 144: bias audits of hiring toolsReference only
Employers using automated employment decision tools must commission an annual independent bias audit reporting selection rates and impact ratios by group, publish a summary, and notify candidates in advance.
The Supreme Court held privacy to be a fundamental right and applied a proportionality test to intrusions: a legitimate aim, a rational connection to it, no less restrictive means that would work, and a fair balance between the aim and the intrusion.
Where it fired in the sample
- Aditya Malhotra · LinkedIn · English
“Grateful to the Kestrel alumni who mentored me through placement season.”