Cost & Income Analytics Model

For organisations managing diverse portfolios of initiatives, visibility is everything. When an agency operates multiple programs across departments, understanding how resources are allocated and what value is delivered becomes critical to performance, governance, and public accountability. A such agency faced this very challenge.

The Problem: Fragmented Data and Fading Insight

The public organisation was responsible for overseeing a range of regulatory programs, each with distinct goals, funding mechanisms, and delivery teams. However, there was no unified view of how operational efforts, income, or costs aligned across these programs. Reporting processes were fragmented. Senior executives were working with delayed or inconsistent insights, which made strategic planning and performance reviews reactive rather than data-led.

The result? Difficulty assessing program effectiveness, challenges in engaging with Treasury, and growing uncertainty around whether limited resources were being directed toward the highest-impact areas.

The Solution: A Unified Analytics Model Embedded in Business Operations

To enable data-driven decision-making, I led the design and implementation of an integrated cost and income analytics model tailored to the agency’s regulatory operations. This wasn’t just a financial model. It was a full operational intelligence solution.

Key components included:

• Granular Cost Attribution: Breakdowns by funding source, business division, function, headcount (FTE), and delivery output.

• Income Mapping: Clear allocation of internal and external funding, including cost recovery streams.

• KPI Design: Custom metrics to assess program contribution, risk exposure, and financial efficiency.

• System Integration: The model was embedded directly into SAP for seamless use within existing finance workflows.

• Interactive Dashboards: A suite of Power BI visuals enabled tracking of cost-to-serve, program performance, and funding gaps at multiple levels of granularity.

The Result: From Fragmented Reporting to Strategic Clarity

The model was adopted as a central tool for program oversight. Executives could use it to:

• See clearly which programs delivered the most value relative to cost

• Identify underperforming or high-risk initiatives for review

• Support evidence-based conversations with Treasury and internal stakeholders

• Bring monthly reporting into a single, visual format trusted across the agency

Importantly, the analytics solution was not limited to short-term needs. It became the backbone for long-term funding model reform and supported improved financial governance.

Skills & Tools Applied

• SAP system integration

• Excel (advanced cost & income modelling)

• Power BI (dashboard development & interactivity)

• KPI framework development

• Stakeholder facilitation & executive communication

• Public sector finance strategy

Conclusion

With the right tools and models, even the most complex public operations can become clearer and more agile. This engagement shows how a well-structured data and analytics solution can translate into not just better reporting. It can also enable better decisions and stronger outcomes for the community.