Rishi Sapra
Rishi Sapra

Migrating Financial Models from Excel to Fabric – Full Guide! – Credit Risk Modelling In Power BI/Fabric

For decades, the entire business world has been built on the flexibility and power of spreadsheets. From rocket science to credit derivatives, a mind that could imagine it could implement it with nothing more than Excel formulas and cell references. But over time this has resulted in siloed, manual processes in “Shadow IT” where some of the most valuable data and logic in an organisation is locked away in these files.
But it doesn’t need to be like that! The promise of Microsoft Fabric is to bring all your organisational data into a single place, in a single format where it can be extracted, shaped, enriched and secured once for use in any tool. So, from an organizational perspective, there are many benefits of such a unified data platform.
However, it’s not obvious how you would take an Excel-based process (or financial model) and bring it into a Power BI and Fabric environment. Perhaps it’s overkill to even consider such a move, and it’s potentially a significant business risk if those analysts used to working in Excel haven’t yet developed the different skillsets required for Fabric.
In this session we will take a financial credit risk model in Excel and go through the thought process and workflow for bringing this into Power BI/Fabric including:

  • Considering how and why to use Power Query to combine and structure the data inputs into a star schema (which can be done in Excel!)
  • Implementing the business logic with DAX, field parameters for increased flexibility and Translytical writeback to model scenarios directly from Power BI.
  • Using visuals such as maps and dynamic scatter plots to tell a story with the data
  • Breaking down the stages of data transformation/shaping into a medallion lakehouse structure in Fabric , with Row/Column level security at each layer
  • Bringing the data at various layers back into Excel with this security model applies
  • Querying the data model with Copilot and Data Agents to get AI powered insights

Attendees will come away with a view of how to drive “on the ground” business process transformation using Microsoft Fabric and ideas on how analysts used to Excel can think differently about the structure and re-usability of data, in order to take advantage of an enterprise level BI/Data platform.

Latest Solutions

FP&A Unlocked – Podcast Episode with Paul Barnhurst

FP&A Unlocked – Podcast Episode with Paul Barnhurst

Power BI and a Creator Mindset Are Essential for FP&A Teams to Replace Excel with Rishi Sapra n this episode…
ICAEW Data Analytics Community Webinar: Analytics Powered by Agentic AI

ICAEW Data Analytics Community Webinar: Analytics Powered by Agentic AI

2025 has been the year of ‘agentic AI’, but what does this mean for those working with data? Is it…
Migrating Financial Models from Excel to Fabric – Full Guide! – Credit Risk Modelling In Power BI/Fabric

Migrating Financial Models from Excel to Fabric – Full Guide! – Credit Risk Modelling In Power BI/Fabric

For decades, the entire business world has been built on the flexibility and power of spreadsheets. From rocket science to…
Top tips for financial reporting with Power BI and MS Fabric (Plum Solutions)

Top tips for financial reporting with Power BI and MS Fabric (Plum Solutions)

If you’ve come across Power BI/Fabric, you might be wondering whether the Copilot-driven storytelling and automation capabilities are what you…
Power BI MCP Server – Context Engineering Blog Post

Power BI MCP Server – Context Engineering Blog Post

After attending (and presenting!) at Fabcon Europe 2025, I was inspired by a session on the Power BI MCP Server…
PPF Blog Article – Financial Reporting with Power BI: Tips and Tricks

PPF Blog Article – Financial Reporting with Power BI: Tips and Tricks

I published a blog article on the PPF site with an interactive e-learning video and a series of 3 tips…
Fabcon Europe 2025: 45 Microsoft Executives/Product Leads and Community Experts Introduce Themselves

Fabcon Europe 2025: 45 Microsoft Executives/Product Leads and Community Experts Introduce Themselves

At FabCon Europe 2025 in Vienna, I asked 40+ attendees to do quick 10-15 second introductions of themselves! This unique…
ICAEW Power BI Tips & Tricks Live: your questions answered

ICAEW Power BI Tips & Tricks Live: your questions answered

In this webinar, Rishi and Gary Watson ( Digital Skills Lead at Forvis Mazars UK) were on hand for over…
Storytelling with Data (Power BI and Fabric Manchester)

Storytelling with Data (Power BI and Fabric Manchester)

Communicating through telling stories is an innate part of what it means to be human. It’s what allows us to…
Rishi Sapra