Retail and F&B
Sources: POS, inventory, ecommerce, supplier portals, accounting.
KPIs: sales per store and per hour, basket size, gross margin by SKU, stock cover, wastage, promo lift.
Logistics
Sources: TMS, WMS, GPS and telematics, fuel cards, dispatch sheets.
KPIs: on-time delivery, cost per shipment and per km, fleet utilization, failed delivery reasons, dwell time.
Professional services
Sources: time and billing, CRM, project management, payroll.
KPIs: utilization, realization rate, project margin, pipeline coverage, revenue per consultant.
Healthcare
Sources: HIS and EMR extracts, billing and claims, scheduling, pharmacy and lab systems.
KPIs: bed occupancy, average length of stay, throughput per clinic, claims denial rate, revenue per case.
Manufacturing
Sources: MES and SCADA exports, ERP production orders, maintenance logs, quality records.
KPIs: OEE, yield and scrap rate, unplanned downtime by cause, schedule adherence, cost per unit.
Government and public sector
Sources: programme monitoring systems, budget and disbursement records, service desk logs, field submissions.
KPIs: budget utilization, physical versus financial accomplishment, service turnaround time, beneficiary coverage.
Education
Sources: student information systems, LMS, assessment records, finance and cashiering.
KPIs: enrolment by programme, retention and dropout, pass rates, cost per student, and fee-payment completion.