Deployment recommendations
Read-only system view of predicted staffing across stations, roles, and shifts. Ships with a configurable HIL setting — every recommendation is reviewed and approved by a Lieutenant in the Operations Console before it reaches personnel systems.
Tuesday · Mar 11, 14:42 PT
Recommendations · open
14
5 high-impact3 shift-level · 11 mid-shift
Predicted demand satisfied
87%
▲ +6pp WoWVs. historical-average baseline 71%
Personnel hours moved
312h
−9% WoW142 of 168 units deployed today
Lt. approval rate
78%
~ 4-week avg19% edited · 3% rejected · WS-001 logs
Predicted demand & recommended placement
Composite of risk score, complaint surge signal, ridership and historical incidents. Model confidence colour-coded.
Civic Center · +3 units
Powell · +2 fare insp.
16th St. · +1 Amb.
19th St. · +2 officers
MacArthur · −2 officers
Embarcadero · −1 CIS
Net moves · next shift
+9 / −5
Critical demand
High demand
Source (over-covered)
Balanced
Coverage by role
Recommended vs. scheduled · next shift.
Sworn officers
88 / 100
88%
CIS specialists
8 / 11
72%
Transit Ambassadors
31 / 34
91%
Fare Inspectors
14 / 22
64%
CSOs
9 / 11
82%
Force multiplier under hiring freeze · model vs. historical avg.
+24% effective coverage
All recommendations
Ranked by predicted impact. Approval lives in the Operations Console (HIL · WS-001).
| Recommendation | Window | Source → Target | Role mix | Predicted impact | Confidence | Status |
|---|---|---|---|---|---|---|
Reposition 2 officers + 1 CIS to Civic Center Mitigates predicted +71% incident risk |
16:00–20:00 | MacArthur, Embarcadero → Civic Center | 2 Officer 1 CIS | High | 82% | Pending Lt. |
Add fare inspector pair · Powell Tailgating +63% at gates 14, 17, 22 |
18:00–19:00 | From standby pool → Powell | 2 Fare Insp. | Medium | 74% | Pending Lt. |
Hold 2 Ambassadors at 19th St. Oakland Active P1 incident · do not redeploy |
Now → 18:00 | — | 2 Amb. | High | 91% | Approved · auto |
Add 1 CSO at Embarcadero concourse Intercom cluster + complaint surge |
15:00–17:00 | Lake Merritt → Embarcadero | 1 CSO | Medium | 68% | Pending Lt. |
Pair CIS + officer · 16th St. Mission Mental health calls trending +38% WoW |
20:00–02:00 | From standby pool | 1 CIS 1 Officer | Medium | 71% | Edit suggested |
Reduce coverage at MacArthur Over-covered by 1.4× model threshold |
16:00–20:00 | MacArthur → redistribute | −2 Officer | Low | 62% | Approved |
Deployment Optimizer · v1.4 · DF-009 / DF-010 · HIL: Lt. approval (WS-001)
Recommendations refresh every 15 min · model retrains weekly