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Hospital Staff Operations

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47 tracked
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47
Staff on floor now
↑ 3 vs yesterday
81%
Zone utilisation
↑ 4% this week
14 min
Avg shift start delay
↑ 2 min over target
+1.6%
EBITDA opportunity
AI identified today
Live floor map · Staff density
Main Lobby 9 ● High density Wing A 7 Wing B 4 Emergency 11 ● High density Admin Block 8 Cafeteria 5 Operations 3 !
High
Medium
Low
Staff

AI Recommendations

+1.6% EBITDA
1
Reduce lobby staffing overlap 9–11 AM
9 staff vs optimal 6. Redeploy 3 to Wing B and Emergency.
+0.6% EBITDA+12% efficiencyHigh
2
Right-size admin block after 2 PM
60% activity drop. Reduce 8 to 5 FTEs, move 3 to evening prep.
+0.4% EBITDA+8% efficiencyHigh
3
Fix security shift start delays
14-min avg delay. Staggered briefings recover 1.1 FTE-hours/day.
+0.3% EBITDA+6% efficiencyMedium
4
Align cafeteria to patient flow
Shift 2 staff to 12–1 PM peak window for better coverage.
+0.2% EBITDA+5% efficiencyMedium
5
Cross-location float pool · Housekeeping
Block A & C inverse patterns — 4-person pool covers both sites.
+0.1% EBITDA+3% efficiencyLower
Active staff — on floor now
8 of 47 shown
NameRoleZoneFloorSinceStatus
Ravi KumarHousekeepingWing B, Rm 204207:00● On duty
Priya SharmaSecurityMain Lobby107:14● Delayed
Anand RajCafeteriaCafeteria108:00● On duty
Meena PillaiAdministrationAdmin Block108:30● On duty
Suresh NairMaintenanceOperations306:45● On duty
Lakshmi D.SecurityEmergency107:22● Delayed
Karthik M.HousekeepingMain Lobby107:00● On duty
Divya R.LogisticsWing A208:00◌ Break
Full floor plan · Density heatmap
Main Lobby 9 staff on floor Wing A 7 staff on floor Wing B 4 staff on floor Emergency 11 staff on floor Admin Block 8 Cafeteria 5 Operations 3 You
High density
Medium
Low density
Your position
Other staff
All 0 ● On duty 0 ● Delayed 0 ◌ Break 0
NameIDRoleLocationZoneCheck-inHoursStatus
+6.6%
Total EBITDA potential
Across all 4 phases
16
AI suggestions total
5 active · 11 upcoming
+1.6%
Implemented (Phase 1)
↑ Validated this month
+5.0%
Pipeline (Phases 2–4)
Unlocks with more data
AI operating constraints — minimum staffing floors locked
Emergency
Min 3 staff · Always
Wing coverage
Min 2 per wing
Headcount lock
Optimise timing, not count
Fatigue rules
Max 4 zone changes/shift
Phase 1 · Active
Phase 2 · Pattern
Phase 3 · Cross-system
Phase 4 · Autonomous
Wellbeing & Engagement
Phase 1 · Weeks 1–4 · Waste elimination
+1.6% EBITDA · Active
1
Reduce lobby staffing overlap 9–11 AM
9 staff in lobby vs optimal 6. Redeploy 3 to Wing B and Emergency which are short-staffed during this window. Minimum floor: 3 staff always maintained in lobby.
+0.6% EBITDA+12% efficiencyHigh priority● Implemented
2
Right-size admin block after 2 PM
Admin block activity drops 60% post-2 PM daily. Reduce from 8 to 5 FTEs, move 3 to evening emergency prep.
+0.4% EBITDA+8% efficiencyHigh priority● Implemented
3
Fix security shift start delays
Security averages 14 min late over 30 days. Staggered briefing schedule recovers 1.1 FTE-hours daily.
+0.3% EBITDA+6% efficiencyIn progress
4
Align cafeteria peaks to patient flow
Cafeteria fully staffed during low-visitor windows. Shift 2 staff to 12–1 PM peak inflow.
+0.2% EBITDA+5% efficiencyIn progress
5
Cross-location float pool · Housekeeping
Block A and Block C inverse utilisation patterns. Shared 4-person float pool covers both sites without adding headcount.
+0.1% EBITDA+3% efficiencyPending
EBITDA impact · Phase 1
+1.6% total
Lobby overlap
+0.6%
Admin right-sizing
+0.4%
Security delays
+0.3%
Cafeteria peaks
+0.2%
Float pool
+0.1%
Phase 1 total
+1.6%
47 staff · City General
Utilisation trend
Mon Today 81%

Shift progress — 7:00 AM to 3:00 PM
07:00Now15:00
4h 20m
On floor today
6
Zones visited
1.2 km
Distance walked
Manual zone check-in
Wing B, Room 204
38 min
11:18
Break room (Operations)
15 min
10:50
Main Lobby – sanitisation
52 min
09:30
Wing A, Rooms 101–108
75 min
07:00
My live position
Lobby Wing B Emergency Admin Block Cafeteria You · Wing B
Today's summary
Shift start07:00 AM
Expected end03:00 PM
Break taken15 min
Productivity score92 / 100
Personal efficiency insights — this week
92
Productivity score
↑ 4 pts this week
4.2h
Avg active hours
vs 4.0h target
6.2
Zones per shift
↑ above team avg
Weekly zone heatmap
Mon
Tue
Wed
Thu
Fri
Sat
Sun
Rows = zones (Lobby, Wing A, Wing B, Admin). Intensity = time spent.
● Great work this week!
You covered 6.2 zones per shift — 18% above your team average. Reduce lobby dwell time on Tuesday mornings when 3 other staff are already present there.
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GPS Survey
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Zone Properties

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Restricted access — these parameters drive every EBITDA calculation in the AI Insights page and board reports. Only the Financial Controller can edit. Changes are audit-logged.

Hospital baseline 1

Annual hospital revenue
₹ crore
Current EBITDA margin
%
Total non-medical staff (FTE count)
people
Average annual cost per FTE (salary + benefits)
₹ / year
Total non-medical staff cost
Current EBITDA

Operational cost structure 2

Overtime as % of total payroll
%
Contractor / agency staff as % of total
%
Contractor cost premium over permanent
%
Fully-loaded labour cost per hour
₹ / hour
Working hours per FTE per year
hours

AI optimisation assumptions 3

Idle / overlap reduction (Phase 1)
% of hours
Overtime reduction (Phase 2)
% of OT
Contractor → permanent conversion (Phase 3)
% converted
Productivity uplift from routing (Phase 2)
% throughput
Multi-hospital benchmark gain (Phase 4)
% EBITDA

Reporting & governance 4

EBITDA attribution lookback period
days
Forecast confidence threshold
%
Rupee per percentage point of EBITDA
Board reporting frequency
Last edited
Today · 11:42 AM

Phase rollout durations 5

Each phase needs minimum data accumulation and integration time before it can deliver projected savings. Override these values only if you have a specific rollout plan; defaults reflect industry-standard implementation timelines.
Phase 1 · Active
Idle/overlap detection from real-time GPS data. Live from day one.
to months
Phase 2 · Pattern learning
Needs 30+ days history before ML can predict; 6 months to validate.
to months
Phase 3 · Cross-system integration
HMS + payroll + HR integrations take 3-6 months of IT work plus validation.
to months
Phase 4 · Autonomous
Needs ≥1 year of validated outcomes before autonomous redeployment is enabled.
to months+
Rollout timeline Full impact by Month 24
M0M6M12M18M24M30M36
P1 · Active +1.6%
P2 · Pattern +1.7%
P3 · Cross-system +2.0%
P4 · Autonomous +2.3%

Live EBITDA projection Live

Phase 1 savings
— pp EBITDA
Phase 2 savings
— pp EBITDA
Phase 3 savings
— pp EBITDA
Phase 4 savings
— pp EBITDA
Total cumulative EBITDA improvement
✓ Saved · AI Insights page now uses these values
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Tamper-evident activity log — every meaningful action in CareTrack is recorded here with timestamp, actor, IP address, and full data diff. Logs are immutable and exportable for compliance, audits, or post-incident reviews. AI flags, EBITDA parameter changes, staff record edits, zone modifications, and login events all flow into this log automatically.
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Employee ID
Department / Role
Shift Hours
Hospital Location
PIN (4 digits)
Supervisor Name
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Assigned Zone Access
Main Lobby
Wing A
Wing B
Emergency
Admin Block
Cafeteria
Operations
Housekeeping Depot
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