The Candidate Experience Playbook

The four CX metrics that predict offer-acceptance

Candidate Net Promoter Score gets the attention, but four narrower metrics correlate more tightly with the outcome you actually care about — accepted offers — and they're cheaper to instrument.

• Application completion rate. Of candidates who start the form, what percentage submit? Below 60% means the form is your problem, not your sourcing.
• Time-to-first-response. Hours from application to a human reply. Below 48 hours correlates with a 2x bump in offer-acceptance.
• Stage-to-stage NPS. Sent after every loop stage, not just at the end. You'll learn which interviewer is the leak before they cost you three offers.
• Rejection NPS. Yes, you measure how well candidates feel about being rejected. The score predicts re-application rate and Glassdoor sentiment more than any other single metric we've found.

The application form patterns that predict 40% drop-off

Every percentage point of drop-off here is a candidate you already won and threw away. The high-leverage offenders:

1. Resume parsing that asks the candidate to re-type what's in the resume. If your form is going to ask for employer + role + dates after extracting them, don't extract them.
2. Salary expectations as a required field. Illegal in fifteen US states, off-putting in the rest. Make it optional, surface a posted range, and trust the conversation.
3. Demographic questions in the apply flow. EEO data goes in a separate, isolated, post-apply survey. Period.
4. Cover letter requirement on every role. 73% drop-off on roles where it's mandatory vs optional. If you think you need them, you don't.

A 12-week rebuild plan you can ship without re-platforming

• Weeks 1-2: Instrument. Add the four CX metrics to your existing ATS. Most of them are a query against your application table; the rest are a one-click survey integration.
• Weeks 3-4: Audit the apply form. Eliminate the resume-then-retype pattern. Make cover letters optional everywhere. Move EEO to post-apply.
• Weeks 5-6: SLA the first response. Build a standing rule: every applicant gets a human reply within 48 hours. Hold the SLA, even if the reply is “not this time, here's why, please re-apply.”
• Weeks 7-9: Rebuild the rejection template. Specific, honest, useful. Offer the candidate a debrief if they want one. Most won't; the ones who do will tell ten friends.
• Weeks 10-12: Calibrate. Pull the funnel again. Compare to baseline. Triage the bottom 10% of interviewer NPS scores.

The hardest thing to fix

Ghosting after the onsite is the single most damaging CX failure and the hardest one to root-cause. It's almost always a hiring-manager process failure, not a TA failure. The fix is a 24-hour SLA on debrief and a TA-level escalation if the SLA is missed twice in a quarter. Not a polite reminder — an escalation. The candidate experience flows downhill from whatever decision-making latency the hiring manager tolerates.