Built to show business analysis thinking beyond headline sales reporting.
Commercial Analytics / Pricing / Margin
Commercial Margin Protection & Pricing Analytics
A business-facing analytics case built to show how discounts, returns, and weak price realization erode net revenue and gross margin — and how management can identify where to act first.
Combines pricing leakage, return leakage, and margin pressure into one management view.
Designed to help leadership see where value is leaking and where intervention should start.
Project overview
Sales were coming in. Margin was slipping underneath.
This project was built around a common commercial problem: headline sales can look acceptable while the economics underneath are much weaker than they appear.
In this case, value was being eroded across multiple points in the commercial cycle — discounts, returns, weak price realization, and margin pressure — but without a clear analytical view linking those effects together, it was difficult to see which drivers mattered most and where management should intervene first.
The objective was to build a management-facing Power BI case that connects gross sales, discounts, returns, net revenue, gross margin, leakage drivers, and action priorities into one structured decision-support story.
The goal was not just to report performance, but to show where commercial value is leaking, why it is happening, and where corrective action is likely to protect the most value.
What this project is meant to signal
- Ability to frame a real commercial performance problem
- Comfort connecting pricing, returns, and margin into one business logic
- Structured thinking around diagnosis, prioritisation, and management action
- Business-facing communication rather than KPI reporting for its own sake
Analytical framework
From gross sales to protected margin.
The analysis was structured around one core question: not how much the business sells, but how much value survives the journey from transaction volume to protected gross margin.
Pricing Leakage
Captures the value lost when realised selling prices underperform the expected commercial price level.
Return Leakage
Measures how post-sale erosion weakens retained net revenue and commercial value.
Margin Floor Exposure
Shows the gap between actual gross margin and the minimum acceptable margin threshold defined by policy.
Action Priority Value
Combines the main leakage drivers into a prioritisation lens to highlight where management attention should go first.
Dashboard suite
Five pages, one management story.
The suite moves from executive visibility to driver diagnosis and finally to prioritised action, so each page answers a different business question rather than repeating the previous one.
Page 1
Executive Overview
A high-level management view connecting net revenue, gross margin, discount rate, return rate, pricing leakage, and the main areas where commercial value is being lost.
Page 2
Leakage Drivers
A diagnostic view focused on how pricing leakage, return leakage, and margin floor exposure vary across sources and categories, revealing where the problem is actually concentrated.
Page 3
Discount & Price Realization
A pricing-focused page designed to assess discount discipline, realised pricing quality, and where commercial concessions appear to be destroying more value than they create.
Page 4
Returns & Margin Pressure
A performance pressure view showing how returns and low-margin selling combine to weaken value retention across categories and channels.
Page 5
Action Priorities
A decision-support layer that turns multiple leakage signals into prioritised management actions, helping leadership focus on the areas with the greatest potential value protection.
Key findings & management takeaways
Where the analysis points management first.
The value of the case is not only in surfacing leakage, but in showing that the problem is concentrated, structurally different by driver, and better solved through prioritised intervention than broad commercial reaction.
What the analysis found
Key findings
Finding 1
The problem is not broad-based. It is concentrated.
Commercial value leakage is not evenly spread across the business. The largest exposure is concentrated in a relatively small number of categories, which means blanket action would be less effective than targeted intervention.
Finding 2
Store is carrying more return-related pressure.
Return leakage is more heavily concentrated in store-driven performance, making post-sale erosion one of the clearest drivers of lost retained value on the commercial side.
Finding 3
Online shows weaker pricing discipline.
Online performance reveals clearer pricing leakage and margin-floor weakness, suggesting that discount governance and realised price discipline need tighter control in that channel.
What management should do with it
Management takeaways
Action 1
Treat returns as a value-protection priority, not just an operational issue.
Where return leakage is highest, management should review product, fulfilment, and category-level drivers before assuming the issue is purely commercial.
Action 2
Tighten pricing discipline where leakage is structurally visible.
Where realised price underperforms expected value, the response should focus on discount control, pricing guardrails, and closer monitoring of margin-floor exposure.
Action 3
Prioritise the categories that combine multiple leakage signals.
The most relevant action areas are not the ones with only one weakness, but the ones where pricing leakage, return pressure, and margin exposure overlap and destroy value together.
What this demonstrates
Why this project matters professionally.
The case is designed to show that my work goes beyond building dashboards and into framing business problems, prioritising drivers, and translating analysis into decision support.
Commercial framing
Analysis built around a real management problem
The project starts from a business tension: sales do not automatically translate into protected margin.
Decision support
Diagnosis tied to prioritisation
The work goes beyond descriptive reporting by showing where value leakage is concentrated and where action should start first.
Stakeholder focus
Built for management interpretation
The reporting structure is designed around pricing discipline, return pressure, category exposure, and intervention priorities.
Tools and concepts
Power BICommercial AnalyticsPricing AnalyticsMargin ProtectionDiscount GovernanceReturn LeakagePrice RealizationGross MarginManagement ReportingAction Prioritization
Next step
Interested in the commercial case study?
This project is part of a broader portfolio focused on applied analytics, business visibility, and decision-support work built around real management questions.
Executive Overview
A high-level management view connecting net revenue, gross margin, discount rate, return rate, pricing leakage, and the main areas where commercial value is being lost.