Recruitment · EXPERIMENT · ACTIVE
Career Gap Exposure Audit
Observe whether a career gap changes the visible world when other skill conditions are held similar.
EXPERIMENT — OBSERVATIONS RECORDED · OBSERVED · NO MATERIAL DIFFERENCE OBSERVED
- Target platform
- Visible World Lab
- Target base URL
- https://visible.shiroand.io/lab/recommendation
- Comparison mode
- Persona comparison
- Purpose
- Record exposure difference across continuous, gap, return-to-work, and control profiles.
- What is observed
- Exposure difference across career-continuity conditions.
- What is not concluded
- Does not infer discriminatory intent from a gap, an omission, or a ranking change.
- Condition setup
- Configured conditions: continuous career, career gap, return-to-work, and a continuity-unspecified control. Skills, experience level, role, location, and industry are held comparable. Synthetic profiles only.
- Personas
- 4
- Observation runs
- 4 · OBSERVED
- Evidence claims
- 8
Observation chain
- SIGNAL→
- INFERENCE→
- CANDIDATE SET→
- RANKING→
- EXPOSURE→
- USER ACTION→
- NEXT EXPOSURE
Personas
Manage- Continuous careerEnabled · career-continuous
- Career gapEnabled · career-gap
- Return-to-workEnabled · career-return
- Continuity-unspecified controlEnabled · career-control
Runner observations
Individual run history is retained. Statuses are not overwritten in place.
- cmuhdclqc000COMPLETED · evidence
- cmuhdca2e000COMPLETED · evidence
- cmuhdbynr000COMPLETED · evidence
- cmuhdbn2o000COMPLETED · evidence
Condition comparison
DERIVED COMPARISON · NO MATERIAL DIFFERENCE OBSERVED
Completed observations show the same visible option set and ranks under these conditions. Ranking differences are observations of exposure, not conclusions about intent or fairness. This table is not an overall score.
Rank Exposure Distance describes how many shared options changed position relative to the control, plus Top 5 / Top 10 entry and exit, and the largest absolute rank change. It is a descriptive comparison, not a quality score.
| Condition | Visible count | Shared | Only here | Rank movement | Top 5 +/- | Top 10 +/- | Largest move | Run status |
|---|---|---|---|---|---|---|---|---|
| Continuous career | 24 | 24 | — | 0 / 24 | 0 / 0 | 0 / 0 | 0 | COMPLETEDEvidence |
| Career gap | 24 | 24 | — | 0 / 24 | 0 / 0 | 0 / 0 | 0 | COMPLETEDEvidence |
| Return-to-work | 24 | 24 | — | 0 / 24 | 0 / 0 | 0 / 0 | 0 | COMPLETEDEvidence |
| Continuity-unspecified controlControl | 24 | 24 | — | 0 / 24 | 0 / 0 | 0 / 0 | 0 | COMPLETEDEvidence |
- Rank Exposure Distance · Continuous careerChanged positions: 0 / 24 · Top 5: 0 entered, 0 exited · Top 10: 0 entered, 0 exited · Largest movement: 0
- Rank Exposure Distance · Career gapChanged positions: 0 / 24 · Top 5: 0 entered, 0 exited · Top 10: 0 entered, 0 exited · Largest movement: 0
- Rank Exposure Distance · Return-to-workChanged positions: 0 / 24 · Top 5: 0 entered, 0 exited · Top 10: 0 entered, 0 exited · Largest movement: 0
Ranking differences are observations of exposure, not conclusions about intent or fairness.
Provenance describes the source of a statement. Causal status is separate: NOT ESTABLISHED means a sequence may have been observed without demonstrated cause.