A hiring manager complains that your team is slow. Your data shows time-to-fill for the role is 62 days (department average: 40) but time-to-hire is only 9 days. Stage conversion is healthy at every step except that the requisition sat 21 days between approval and the first sourced candidate. What is the most accurate diagnosis?
- A. Recruiters are screening too slowly; coach them on faster resume review
- B. The bottleneck is at the top of the funnel/requisition activation, not candidate processing speed ✓
- C. Interviewers are the problem and interview scheduling must be automated
- D. Offer-accept rate is low, dragging out the overall timeline
Correct answer: B. Short time-to-hire (first contact to accept) with long time-to-fill points to a delay before sourcing began, so the fix is requisition activation, not downstream processing.
A candidate accepts your offer, then ghosts on the joining date after not answering calls for a week. Aside from immediate backfill, which action most durably reduces future no-shows for this role?
- A. Send a legal notice demanding the candidate join or pay damages
- B. Institute engagement touchpoints and a shorter offer-to-join window, and track joining-ratio by source to find where reneges cluster ✓
- C. Extend offer validity so candidates have more time to decide
- D. Only make offers to candidates serving notice period, regardless of fit
Correct answer: B. Reducing the offer-to-join gap, staying engaged during notice, and tracking joining-ratio by source is the systemic fix; legal notices rarely recover a hire and don't prevent recurrence.
You have exhausted LinkedIn for a Rust-based distributed-systems engineer. Which sourcing move is most likely to surface genuinely qualified, hard-to-find candidates for this specific stack?
- A. Post the JD on more generic job boards and boost the budget
- B. Run GitHub/X-ray searches for contributors to relevant open-source repos and read their commit history and issue discussions ✓
- C. Increase the referral bonus and wait for inbound applications
- D. Re-run the same LinkedIn search weekly hoping new profiles appear
Correct answer: B. Proof-of-work sourcing on GitHub—reading actual contributions to relevant projects—reaches passive niche talent that keyword-based board postings miss.
India's four Labour Codes take effect and enforce that basic pay be at least 50% of CTC. For an existing employee whose basic was structured well below 50%, what is the most likely immediate effect on take-home pay, assuming CTC is unchanged?
- A. Take-home rises because allowances increase
- B. Take-home typically falls because higher basic raises PF and gratuity contributions/provisions ✓
- C. No change, since only the label 'basic' changes
- D. Take-home rises because TDS is eliminated on higher basic
Correct answer: B. A higher basic increases statutory deductions like PF (12% of basic) and gratuity provisioning, which reduces net take-home even when total CTC stays flat.
During a POSH investigation, the respondent (a senior hire you recently placed) demands to know the identity of every ICC member's deliberation and asks for the complaint to be dropped quietly to avoid 'reputational damage.' What is the correct handling?
- A. Drop the matter informally since the respondent is senior and valuable
- B. Maintain confidentiality, let the constituted Internal Complaints Committee conduct the inquiry independently, and not interfere based on seniority ✓
- C. Ask HR to mediate privately and skip the ICC to move faster
- D. Immediately terminate the respondent to protect the company
Correct answer: B. POSH mandates that a properly constituted ICC handle the inquiry with confidentiality, and seniority or business value cannot override due process.
Your automated resume screener consistently rank-orders candidates from two specific engineering colleges at the top. On audit, those colleges correlate with a demographic majority, and the tool was trained on your past hires. A strong candidate from outside that pool was auto-rejected. What is the defensible response?
- A. Trust the model since it was trained on your own successful hires
- B. Override the rejection, audit the tool for proxy bias from historical-hire training data, and recalibrate on job-relevant criteria ✓
- C. Disable all AI screening permanently as it is inherently illegal
- D. Keep the tool but only apply it to junior roles
Correct answer: B. Training on past hires can encode and scale historical bias via proxies like college; the fix is to override, audit for proxies, and recalibrate on job-relevant signals.
A hiring manager insists on a candidate with 10 years and a niche skill at a budget that market data shows fits 4-5 years of experience, with a 3-week deadline. What is the most consultative response?
- A. Accept the mandate and simply source harder until someone cheap appears
- B. Present benchmarking data, and negotiate a lever: raise budget, extend timeline, reduce the must-have list, or restructure the role/level ✓
- C. Quietly lower the bar and forward under-qualified profiles to buy time
- D. Tell the manager the role is impossible and close the requisition
Correct answer: B. Acting as an advisor means bringing market data and offering concrete trade-off levers, rather than silently capitulating or refusing outright.
To prove quality-of-hire rather than recruiting activity, which single metric set is most defensible?
- A. Number of profiles sourced and interviews scheduled per week
- B. New-hire performance ratings and retention at 6-12 months, segmented by source-of-hire ✓
- C. Time-to-fill and cost-per-hire alone
- D. Total offers extended per recruiter
Correct answer: B. Quality-of-hire is measured by downstream outcomes—performance and retention tied back to source—whereas sourcing volume and offers are activity/vanity metrics.
A top candidate in final rounds tells you their current employer just made a strong counter-offer matching your salary. What is the most effective retention move?
- A. Immediately increase your offer above the counter to win on money
- B. Reframe around the reasons they started looking—growth, role scope, manager, trajectory—since counter-offers rarely fix those and often precede later attrition ✓
- C. Withdraw the offer to avoid a bidding war
- D. Ask them to decide within one hour to force commitment
Correct answer: B. Counter-offers typically address pay but not the underlying reasons for leaving, so re-anchoring on those motivators is more durable than escalating money.
You need to persuade a passive senior ML engineer who is not job-hunting and ignores generic InMails. Which first-touch approach is most likely to earn a reply?
- A. A templated message listing salary, perks, and 'exciting opportunity'
- B. A specific, researched message referencing their published work or a technical problem your team is solving that maps to their expertise ✓
- C. A LinkedIn connection request with no message, then a follow-up spam
- D. An urgent message claiming the role closes today
Correct answer: B. Passive senior talent responds to relevance and genuine engagement with their work, not to generic perks-led or false-urgency outreach.