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IT Engineer

← Back to Personas0.46Below 4/5ths
Drawn from
CRM·1,414recordsHCM·886recordsHRIS·366recordsATS·1,835records
Active matches
21
5 above the must-have threshold this morning
Top-quartile cohort
9
of 355 it engineer signals lit
90-day ramp accuracy
81%
Heartland model v1.0 · validated on n=47 cohort
Diversity health
On-band
No protected-class proxy correlation flagged

Current criteria

Hard skills· 4

Evidence-based must-haves
RequiredATS · scorecards
Technical-depth signal at the level of the role's deepest expected scope. Surfaced via structured technical deep-dive rather than résumé claim.
0.14
RequiredATS · scorecards
Demonstrated 0→1 product launch experience in a comparable scope. Seven of the last eight top-quartile hires in this role family carried this signal.
0.13
PreferredATS · scorecards
Internal-mobility pattern shows the candidate has historically taken on adjacent scope. Predicts promotion-readiness at 365 days.
0.28
PreferredATS · scorecards
Consistent role-scope growth across the last three roles. Filters for trajectory rather than current title only.
0.19

Outcome bands· 1

Proven correlations against tenure / ramp / quota
PreferredHRIS · tenure + perf
Ramp-time signal in prior roles within the role family's typical 60–90-day band. Highly correlated with 90-day ramp outcome on this org.
0.26

What would change my mind

Add a sourcing alternative for "Internal-mobility pattern shows the cand…"
Accuracy -2.0%Diversity proxy +3.0%Confidence band narrows by 0.05
Add a sourcing alternative for "Ramp-time signal in prior roles within t…"
Accuracy -4.0%Diversity proxy +5.0%Confidence band narrows by 0.07
Add a sourcing alternative for "Consistent role-scope growth across the …"
Accuracy -6.0%Diversity proxy +7.0%Confidence band narrows by 0.09

Version history

VersionLive datesHires made30d90d180d365d top-perf.365d promotion
v42026-01-012026-02-11462–70%82–90%67–75%82–90%71–79%
v52026-02-112026-04-01768–76%84–92%78–86%78–86%73–81%
v62026-04-01now8pendingpendingpendingpendingpending