Talent Systems — Science Team
Your Immediate Workflow

Dependency Map

Which features depend on which science deliverables, and in what order.

This map shows the dependency chain between science deliverables and platform features. Features cannot ship to employers until the science input they depend on is complete.

Dependency Chain

┌──────────────────────────────────────────────────────────────┐
│                    READY TO SHIP TODAY                         │
│  (engineering complete, science defaults seeded)               │
│                                                                │
│  ✅ Structured interviews (spine mode)                         │
│  ✅ Competency-based scoring (8 behavioral competencies)       │
│  ✅ Scorecard dashboard + comparison + heatmap                 │
│  ✅ Multi-user employer accounts with permissions              │
│  ✅ Talent pool with vector relevancy                          │
│  ✅ CSV/PDF export                                             │
│  ✅ Rubric versioning with rollback                            │
│  ✅ Text + voice interview modes                               │
│  ✅ Draft postings                                             │
│                                                                │
│  ⚠️ BUT: defaults need YOUR review before real employers       │
└──────────────────────────────────────────────────────────────┘

┌──────────────────────────────────────────────────────────────┐
│              BLOCKED ON SCIENCE (by priority)                  │
│                                                                │
│  1. Review existing defaults (~1 week)                         │
│     → Scorer rubric fields                                     │
│     → Interviewer rubric fields                                │
│     → Competency anchors                                       │
│     → Integrity weights                                        │
│     UNBLOCKS: First real employer onboarding                   │
│                                                                │
│  2. Adaptive rubric design (~1 week)          [Phase 9]        │
│     → Question generation rules                                │
│     → Probing strategy                                         │
│     → Coverage requirements                                    │
│     → Fairness guard rails                                     │
│     → Complete JSON config                                     │
│     UNBLOCKS: Adaptive interview mode for employers            │
│                                                                │
│  3. Posting-level rubric overrides (~2 days)  [Dr. Rigos]      │
│     → Which fields can be overridden per posting               │
│     → Which admin fields employers should NOT see              │
│     UNBLOCKS: Two-screen posting experience                    │
│                                                                │
│  4. Validity schema review (~3 hours)         [Phase 13]       │
│     → Outcome categories                                       │
│     → Follow-up intervals                                      │
│     → Additional metadata to capture                           │
│     UNBLOCKS: Validity data collection infrastructure          │
│                                                                │
│  5. Situational rubric design (~1-2 weeks)    [Phase 10]       │
│     → What makes a good hypothetical answer                    │
│     → Scoring anchors for hypotheticals                        │
│     → Prompt instructions for situational technique            │
│     UNBLOCKS: Situational interview type                       │
│                                                                │
│  6. Technical rubric design (~2-4 weeks)      [Phase 11]       │
│     → System-wide rubric scoping (DECIDED: global)             │
│     → Practical scoring via competency framework               │
│     → Discipline system design (organizational, not scoring)   │
│     UNBLOCKS: Technical interview type                         │
│                                                                │
│  7. Adverse impact methodology (~1-2 weeks)   [Phase 14]       │
│     → EEOC demographic categories                              │
│     → Statistical tests (SMD, confidence intervals)            │
│     → Minimum sample sizes                                     │
│     → DIF analysis design                                      │
│     DEPENDS ON: Phase 13 (validity data)                       │
│     UNBLOCKS: Adverse impact reporting                         │
│                                                                │
│  8. Psychometric computation spec (~2-4 weeks)[Phase 15]       │
│     → Reliability coefficients                                 │
│     → Validity coefficients                                    │
│     → Norming methods                                          │
│     DEPENDS ON: Phase 13 (data to compute against)             │
│     UNBLOCKS: Assessment infrastructure                        │
│                                                                │
│  9. SJT items + piloting (~2-3 MONTHS)        [Phase 16]       │
│     → Write/source items                                       │
│     → Expert keying                                            │
│     → Scoring algorithm                                        │
│     → Pilot study                                              │
│     DEPENDS ON: Phase 15 (computation service)                 │
│     UNBLOCKS: Situational Judgment Tests                       │
│                                                                │
│  10. Cognitive tests + norming (~3-6 MONTHS)  [Phase 17]       │
│      → Item design                                             │
│      → Formal norming study (requires budget)                  │
│      → Adverse impact analysis per instrument                  │
│      DEPENDS ON: Phases 14, 15, 16                             │
│      UNBLOCKS: Cognitive ability assessments                   │
└──────────────────────────────────────────────────────────────┘

Key Takeaway

Items 1-4 are the critical path to onboarding. Everything else can happen in parallel with employer usage. The sooner items 1-4 are complete, the sooner the platform can generate revenue.

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