Data & Business Intelligence
The practice GWS Advisory is known for. We help organisations turn fragmented data into a foundation for confident decision-making.
What usually brings clients to us
No single source of truth. Data sits fragmented across spreadsheets, ERPs, CRMs and legacy systems, with roughly 40 percent of time spent reconciling those sources by hand.
Multi-entity reporting is slow and fragile. Fragmented multi-site portfolio data turns monthly closings into long, complex cycles. Transfer pricing structures are hard to monitor, and data integration failures after an acquisition delay the whole consolidation.
ESG and carbon reporting is still manual. Sustainability mandates require strict reporting on emissions, which requires consolidating data from across the enterprise. In most organisations that consolidation is still done by hand.
Assets fail without warning. Without real-time visibility of physical assets, maintenance is reactive. That produces unplanned operating cost spikes and capital spending a better-instrumented operation would not need.
One governed platformnot another reporting tool
Financial and operational data consolidated into a single secured platform, which becomes the only trusted data source in the enterprise.
Better decisions, because real-time dashboards let the CEO, CFO and COO see enterprise health instantly from any angle: finance, supply chain, HR or maintenance. Lower cost, because reporting cycles are automated, fines are avoided and maintenance becomes predictive. And stronger investor appeal, because professional financial reporting and ESG readiness strengthen confidence in governance.
The practice in detail
From architecture to the dashboard on the wall
Data management
- Whole lifecycle, from capture and storage to retrieval and archival
- Governance frameworks for secure, compliant, accessible data
- Built for scale, so the infrastructure adapts as requirements change
Data quality assurance
- Systematic validation, verification and cleansing
- Ongoing monitoring, so quality does not decay after go-live
- Anomaly reporting dashboards across every source
Modern data architecture
- Cloud or on-premise, whichever your obligations require
- Traditional warehouses integrated with lakes and real-time engines
- Automated pipelines feeding analytics and machine learning
Warehouse, lakehouse, ETL
- Centralised warehouses tuned for fast querying and reporting
- Lakehouses for structured and unstructured data at volume
- ETL that unifies multiple sources into one consistent format
What to expect once it is running
Web and mobile access
The same governed numbers on a control-room screen, an engineer's laptop, a phone or a tablet.
Insight without opening a report
Key metrics surfaced by keyword inside the web applications and email clients your people already use, colour-coded against thresholds.
Consolidation that maintains itself
Sensitive data from finance, HR, legal and supply chain consolidated into an automated group structure, with inter-company data highlighted and transfer pricing reports generated automatically.
Answers in plain language
Dashboards and analysis generated through natural language and AI agents, so adoption does not depend on training every user in a BI tool.
A typical implementation
Sequenced so that value arrives before the full rollout does.
Discovery and assessment
Audit current systems, identify data sources and define KPIs. This usually sets the agenda for everything that follows.
Pilot deployment
One project or department. Test the workflows and refine the analytics before committing the enterprise.
Full rollout
Enterprise-wide deployment, data migration and system integration.
Training and optimisation
User adoption, process refinement and continuous improvement. We stay on board.
Less dependency on individuals. Fewer blind spots. Faster executive decisions.
Whatever the stated objective, more professional reporting, ESG and regulatory compliance, or asset-level visibility, the underlying gain is the same. We help owners and boards regain control over performance, compliance and capital allocation, and the solution scales across subsidiaries and regions with implementation and maintenance costs that stay predictable.