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Cora Whitfield
Staff Engineer · Engineering · IC5 · reports to Bilal Toma
Useful score · Week ending Jul 7
69Solid
vs Engineering · IC5 (n=6)
Driving value
- ▴ Value delivered: top of cohort (75th pct)
- ▴ Engagement (raw activity): top of cohort (75th pct)
Watch-outs
- —
Outcomes
2
docs, PRs, features, decisions
Value delivered
0.6
impact × credit
Days worked
1
no time off
Follow-through
100%
1/1 kept · 0 dropped
Activity flow
ClaudeGitHub
2026-07-012026-07-01
Why this score
weighted sum of cohort percentilesValue delivered0.6 pts/day · weight 45%75th pct → +33.8
Collaboration2 peers+threads · weight 20%66.7th pct → +13.3
Consistency0.5 0–1 · weight 15%50th pct → +7.5
Tool leverage2 tools · weight 10%66.7th pct → +6.7
Engagement (raw activity)3 signals/day · weight 10%75th pct → +7.5
Useful score68.8
Evidence vs level rubric
Staff IC · IC5Evidence tracks at level
Evidence broadly supports the current-level expectations.
- ✓Strong evidenceImpact & scopeOwns multi-quarter technical direction.
- · Value delivered in the 93th percentile of their track · 2 outcomes
- ✓Strong evidenceCollaboration & influenceDrives alignment across teams; influences beyond their own group.
- · Collaboration signal in the 81th percentile of track
- ○Human-assessedExecution & reliabilityReliably delivers what they commit to; unblocks others.
- · Too few decided commitments this period to judge
- ✗No evidenceDirection & judgmentMakes sound technical/product decisions others build on.
- · No decisions or project leadership observed this period
- ~Some evidenceCraft & qualitySustains high quality and a steady, dependable cadence.
- · Cadence in the 50th percentile of track
- ✗No evidenceGrowing othersCoaches and levels up the people around them (mentoring, thoughtful review).
- · No enablement actions toward more-junior teammates observed
Signals: PR reviews, doc comments, pairing, and public-channel help directed at more-junior teammates.
Evidence mapped to your imported rubric. A human makes the leveling call — this is the receipts, not the verdict. Evidence found for 5 of 6 expectations.
Follow-through
did they do what they committed to?100%1/1 commitments kept
100% on time
- ReviewReview PR: the lint configfrom Bilal Toma · due 2026-07-01On time
AI leverage & augmentation
what agents can take on · what’s above an agent0%of observed activity is routine enough to offload to an agent
Human-differentiated · 33%AI-assisted · 67%
Above an agent
- ▴ Little human-differentiated output observed this period
Task-level augmentation analysis — where agents can help and where human work must be kept. Not a person-level replaceability score.
Value chains & cost
signal → meeting → doc → shipped · with a cost ledgerNo reconstructed value chains in this period.
Outcomes this period
- PRShipped: the slow test suite(reviewer, 30% credit)2026-07-01
- PRShipped: the lint config(reviewer, 30% credit)2026-07-01