Jitin Khanna: Architecting the Future of Financial Analytics in Life Sciences

4 min read

How one analytics leader's expertise in SAP Analytics Cloud is empowering a leading life sciences company to gain unprecedented visibility into cost, revenue, and gross margin — and make smarter decisions, faster.

When a leading life sciences company needed to transform how its finance leadership understood cost, revenue, and profitability, they turned to Jitin Khanna — a seasoned analytics professional at IBM Consulting with a rare combination of technical depth and business acumen. What followed was a comprehensive SAP Analytics Cloud (SAC) implementation that is now redefining financial decision-making at one of the industry's most complex organizations.

The Architect Behind the Analytics Transformation

Jitin Khanna brings a specialized skillset to life sciences analytics — combining mastery of SAP Analytics Cloud, HANA live connections, and advanced JavaScript-based customization with a sharp understanding of the financial metrics that drive executive decisions. His ability to translate complex business requirements into elegant, interactive dashboards has made him a trusted partner for finance teams navigating quarterly reporting, cost management, and multi-market performance analysis.

At the heart of this engagement, Jitin led the end-to-end design and development of a full suite of executive dashboards — from initial architecture through delivery — enabling the finance group to gain real-time clarity on Cost of Goods Sold (COGS), Gross Margin, and Revenue across business units, markets, and product lines.

"SAP Analytics Cloud has matured enough that we were able to develop various critical executive dashboards to support Cost of Goods Sold, Revenue and Gross Margin analysis for the Finance group — turning complex data into actionable insight."

— Jitin Khanna, Data & Analytics Architect, IBM Consulting

Pioneering Waterfall Analytics for Cost Transparency

One of Jitin's most impactful contributions was the design and development of a series of waterfall dashboards that broke down COGS by business-defined product categories. This required deep collaboration with finance stakeholders to understand their cost categorization frameworks and translate them into a dynamic, interactive visual model.

Jitin further engineered a dedicated FX waterfall dashboard to isolate and quantify the impact of foreign exchange rate movements on COGS across global markets. For a life sciences firm operating across multiple currencies and geographies, this capability gave finance leaders a tool they previously lacked — the ability to distinguish operational cost changes from currency-driven variances. This level of insight directly supports more accurate forecasting and pricing strategies.

Delivering 360-Degree Revenue and Margin Visibility

Jitin designed and built a suite of Tree Map visualizations that mapped revenue spread across product lines, markets, and business units — transforming how finance leaders consume and interpret quarterly revenue data. These were complemented by Numeric Point and Bar charts that delivered precise Gross Margin views by Division, Business Unit, Market, and Product for each quarter, enabling faster and more confident reporting decisions.

Perhaps most impressively, Jitin conceived and delivered Bubble Chart dashboards that simultaneously surfaced Net Sales, Gross Margin, and Revenue by brand, BU, Market, and Product on a single interactive canvas — a true 360-degree financial lens. This multi-dimensional view empowered executives to instantly identify the key contributors to margin performance, accelerating the company's quarterly decision-making process.

Advanced Scripting and Custom Interactivity — A Differentiating Skill

What sets Jitin apart is his ability to push SAC beyond its out-of-the-box capabilities through JavaScript-based event scripting — a rare and highly valued skill in enterprise analytics. He leveraged this expertise to deliver complex custom interactions, including dynamic product filtering within waterfall categories that responds to user selections in real time, and toggle buttons enabling seamless switching between reported and operational numbers.

Jitin also implemented Box Plot-based outlier analysis to identify products contributing disproportionately to Gross Margin within specific markets. He enhanced these with custom JavaScript pop-ups that surface detailed contextual information when an outlier is selected — bringing an interactive, investigative quality to financial dashboards that is rarely achieved at this level of sophistication.

Seamless User Experience Through Linkage and Global Filters

Jitin applied Linkage Analysis and Input Parameters to synchronize all user selections across every widget within a dashboard — ensuring a consistent, cohesive experience throughout. He also engineered Global Filters across SAC stories that share the same backend data structure but have different front-end layouts, allowing the finance team to work across multiple views without losing context or consistency.

Enabling Self-Service Analytics for the Finance Team

Recognizing the importance of business-user autonomy, Jitin enabled SAC's Data Discovery feature for key finance stakeholders — giving them the ability to independently query data and build ad hoc tabular reports without IT involvement. This capability has materially reduced analytical bottlenecks and empowered the finance team to pursue their own insights on demand, a direct contribution to organizational agility.

"I would recommend customers to start their journey with SAP Analytics Cloud to understand the real value it can bring to their business."

— Jitin Khanna, Data and Analytics Architect, IBM Consulting

Why Jitin Khanna is the Analytics Leader Life Sciences Organizations Need

This engagement demonstrates Jitin Khanna's ability to deliver end-to-end analytics solutions that go far beyond dashboard creation. His work spans business consulting, solution architecture, technical development, and user enablement — making him a rare full-spectrum analytics professional. He has proven that SAP Analytics Cloud, in the right hands, can serve as an enterprise-grade platform for the most demanding financial reporting and analysis needs in the life sciences sector.

For life sciences organizations exploring SAP Analytics Cloud or looking to unlock deeper value from their existing investments, Jitin Khanna and IBM Consulting represent a proven, high-impact partnership.

Jitin Khanna — Core Capabilities