Source connectors
Connectors for clinical, operational, and finance sources with incremental loads and scheduling.
One source of truth for hospital analytics
Rayterton Data Warehouse and BI Dashboard
A unified analytics platform that consolidates clinical, operational, financial, and claims data into a governed data model. Support ETL pipelines, data quality rules, semantic layers, KPI dashboards, and scheduled reporting. Enable role based access, audit trails, and export ready insights for management, regulators, and accreditation.
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Operational outcomes
Decision Grade
Trusted KPIs
- Faster KPI availability and reporting cycles
- Consistent definitions across departments
- Strong governance and audit readiness
- Better forecasting and capacity planning
Data foundation
Data Ingestion, ETL, and Canonical Data Model
Consolidate data from HIS, EMR, LIS, RIS, pharmacy, billing, insurance, and patient portal into a standardized model. Ensure consistent KPIs across sources with validation and reconciliation.
ETL pipeline orchestration
Job scheduling, dependencies, retries, and alerting for pipeline failures.
Canonical data model
Standard entities: patient, encounter, orders, results, inventory, billing, claims, and workforce.
Data quality rules
Validation rules, completeness checks, and anomaly detection for critical metrics.
Reconciliation workflows
Reconcile billing, payments, and claims data to reduce reporting discrepancies.
Metadata and catalog
Data catalog with dataset descriptions, owners, refresh time, and usage notes.
Dashboards
Executive BI Dashboards for Hospital Operations
KPI dashboards for clinical outcomes, utilization, revenue cycle, service quality, and patient experience. Drill down from hospital level to department and provider.
Single KPI definitions
One definition per metric across units. Avoid conflicting numbers by using a governed semantic layer.
Drilldown and segmentation
Drill down by facility, ward, clinic, specialty, doctor, payer, and time period for root cause analysis.
Clinical operations KPIs
Patient flow, length of stay, readmissions, mortality indicators, and service utilization.
Outpatient and queue KPIs
Wait time, no show rate, consultation duration, and appointment adherence.
Bed and ward KPIs
BOR, turnover interval, discharge delays, and ward throughput.
Revenue cycle KPIs
Billing, collections, A R aging, denial rates, and cash performance.
Claims KPIs
Claim submission, pending, queried, approved, paid, and rejection reasons.
Pharmacy and inventory KPIs
Stock availability, expiry risk, slow moving items, and procurement cycle time.
Governance
Security, Access Controls, Lineage, and Audit Trails
Ensure privacy and governance for clinical and financial data with role based access, row level filters, lineage tracking, and complete audit logs.
Security controls
- Role based access with least privilege policies.
- Row level and column level restrictions for sensitive attributes.
- Access reviews and approval workflows for new dataset permissions.
Audit and lineage
- Dataset lineage from source to KPI and dashboard tiles.
- Query logs and report access logs for compliance.
- Change history for KPI definitions and semantic layer versions.
Reporting
Scheduled Reports, Self Service Analytics, and Export
Provide scheduled reporting for management and compliance, while enabling self service exploration for analysts using governed datasets.
Scheduled report distribution
Daily, weekly, and monthly reports with recipients, templates, and delivery logs.
Self service datasets
Curated datasets for analysts with documented definitions and trusted joins.
Export ready outputs
Export to PDF, Excel, and CSV with watermark and access control rules.
Alerting on KPI thresholds
Alerts when metrics exceed thresholds, for example high wait time or denial spikes.
Near real time refresh
Support frequent refresh cycles for operational dashboards where needed.
Data retention policies
Retention and archival policies for clinical and finance datasets with governance.