Screening Automation Escalation Ladder (Delivery)
A sequence with 7 steps: Map every screening decision the platform makes on a client requisition before go-live.
By InnovaAI ResearchPublished
What are the steps?
Screening Automation Escalation Ladder (Delivery)
- 01
Map every screening decision the platform makes on a client requisition before go-live
List each automated action: resume scoring, knockout questions, auto-rejection, interview invites, and reference-check triggers. Assign each one a blast radius of low, medium, or high based on how visible the outcome is to the client's hiring manager.
- 02
Set a human review gate on every high-blast-radius action
Auto-rejection and candidate-facing rejection emails stay behind a recruiter approval step. Predictive systems that trigger actions without a human in the loop can affect client outcomes before anyone notices, so the gate is the control point.
- 03
Cap automated candidate outreach at two touches per seven days
Beyond that threshold, reply rates fall and candidates report feeling processed. Log the cap in the platform's sequence settings so it survives staff turnover on the account.
- 04
Sample 20 screened candidates per requisition per week against the client's own shortlist
Compare the platform's top 20 with the hiring manager's top 20. Track overlap percentage weekly; a drop below 60% signals the scoring criteria have drifted from what the client actually wants.
- 05
Route any score-to-hire mismatch above 15% into a written client review
When the platform ranks a candidate low but the client interviews and hires them, document the case. Three such cases in a month justify re-tuning knockout questions or scoring weights.
- 06
Log every override with the reviewer name, timestamp, and reason code
Overrides are the audit trail that shows the client where human judgment corrected the machine. Keep the log exportable; procurement teams at enterprise clients ask for it during contract renewal.
- 07
Re-baseline scoring weights at each 90-day retainer checkpoint
Hiring needs shift with the client's headcount plan. A weighting tuned for a sales hiring sprint will misrank engineering candidates, so the checkpoint forces a deliberate reset rather than silent drift.