AI · Predictive risk

Shift risk scores

Each shift scored 0–100 from weighted factors: worker baseline, route, weather, permits, recent incidents, cohort patterns. Model: lwp-shift-risk-v0.3.

Active shifts scored
5
High risk
1
Interventions suggested
4
Avg score
54
Contributing factors
Lone-night-visit included
+28
Visit scheduled 22:30 with elderly client; lone-night protocol applies.
Hostile-client flag on route
+22
Sean Doherty (cl-074) — recent verbal-abuse flag from son.
Worker just back from leave
+12
Hannah was off for 7 days; re-acclimation risk.
Forecast rain after 19:00
+8
Reduced lighting/visibility on later visits.
Cohort baseline (E15 night care)
+12
Postcode E15 night care visits trend 1.6× incident rate vs daytime.
Suggested intervention: Pair with buddy Priya for hostile-client visit. Auto-call before and after.
Contributing factors
Working at height (permit active)
+25
Level 12 east elevation, twin-lanyard required.
Forecast wind gusts to 30mph
+18
Stops work threshold approaching. Watch anemometer.
Abrasive-wheels cert expires < 30d
+6
Renewal required for grinder use this week.
Recent solo lifting incident on site
+8
Site had a near-miss yesterday — heightened alertness recommended.
Worker baseline excellent
-10
Zero incidents in 1,420 logged hours this year.
Suggested intervention: Confirm watchman present. Re-check wind speed at start of shift.