Data Storytelling in Power BI: From Reports to Narratives
Proposed session for SQLBits 2026TL; DR
Transform Power BI reports into compelling narratives. Learn storytelling structure, pre-attentive attributes, argumentative data presentation, and persona-based design. Includes real-world examples and frameworks for reports that drive action, not just present data.
Session Details
BI developers often hesitate to use data visualization as storytelling. Common questions arise: "How can I tell a story for another part of the business when I don't have domain expertise?", "How do I create narratives when the data changes daily?", "Isn't my job just to present facts, not opinions?"
These are excuses for not building the best visualizations we're capable of. Data storytelling isn't about making judgements - it's about understanding your user personas, making them the central characters, and presenting data as arguments (not just statements) that resolve the tension (around business performance!) that every good story needs.
This session demonstrates how to transform standard Power BI reports into compelling data narratives that drive action.
In live demos, we'll deconstruct real-world Power BI reports built for the community, showing how storytelling techniques transform them from data dumps into narratives. You'll see practical application of pre-attentive attributes (colour, size, position), argumentative data presentation structures, and "so what" conclusions that drive user action.
You will learn:
- The core structure of compelling stories and how this translates directly to Power BI report design and information architecture
- Using pre-attentive attributes strategically to guide viewers through your narrative without overwhelming them with visual noise
-Framing data as arguments rather than statements -presenting insights that lead viewers to conclusions instead of leaving interpretation ambiguous
-Building report structures around user personas to make them the "central characters" and their business challenges the "tension" to be resolved
-Creating "so what" conclusions in reports that provide clear calls-to-action based on the data story presented
Perfect for Power BI developers, report designers, and BI professionals who want their reports to drive action rather than just present information.
These are excuses for not building the best visualizations we're capable of. Data storytelling isn't about making judgements - it's about understanding your user personas, making them the central characters, and presenting data as arguments (not just statements) that resolve the tension (around business performance!) that every good story needs.
This session demonstrates how to transform standard Power BI reports into compelling data narratives that drive action.
In live demos, we'll deconstruct real-world Power BI reports built for the community, showing how storytelling techniques transform them from data dumps into narratives. You'll see practical application of pre-attentive attributes (colour, size, position), argumentative data presentation structures, and "so what" conclusions that drive user action.
You will learn:
- The core structure of compelling stories and how this translates directly to Power BI report design and information architecture
- Using pre-attentive attributes strategically to guide viewers through your narrative without overwhelming them with visual noise
-Framing data as arguments rather than statements -presenting insights that lead viewers to conclusions instead of leaving interpretation ambiguous
-Building report structures around user personas to make them the "central characters" and their business challenges the "tension" to be resolved
-Creating "so what" conclusions in reports that provide clear calls-to-action based on the data story presented
Perfect for Power BI developers, report designers, and BI professionals who want their reports to drive action rather than just present information.
3 things you'll get out of this session
Apply storytelling structure principles to Power BI report design to create narratives that guide users to actionable insights.
Use pre-attentive attributes and argumentative data presentation to eliminate ambiguity and drive decision-making.
Design reports around user personas to ensure data stories resonate with specific audiences and business contexts.
Speakers
Rishi Sapra's other proposed sessions for 2026
From Excel to Fabric with AI Agents: Automating Migration with MCP Servers - 2026
From Manual Month-End to AI-Powered Finance: Building Self-Service Analytics in Fabric - 2026
From SAP Extracts to AI-Powered Insights with Business Process Solutions - 2026
From Strategy to Execution: Building AI-Ready Data Products with Microsoft Fabric - 2026
Taming the Firehose: Technical Acceleration and ADHD - 2026
Rishi Sapra's previous sessions
What does Microsoft Fabric mean for a Finance/Business Analyst?
For a business team such as Finance, Microsoft Fabric allows you to go from being “IT reliant” to “IT enabled” and this session shows you how!
Whether you’re a data explorer, data analyst, data engineer – or perhaps a newly coined analytics engineer – we will explore what Microsoft Fabric means for you. We will look at the need for the data platform components in Fabric, applied for a finance data use case, and consider the benefits of this being in a SaaS lakehouse architecture. We will also consider how you need to organise your Finance and IT teams to work best with Fabric so that you have the right capabilities to deliver meaningful financial insights at scale.
How to learn fast-changing tech in a post pandemic, Attention-starved world
Struggling to figure out how to learn about new features and pick up new skills in a technology environment that is moving so fast? In this session, Rishi will highlight some key principles of instructional design and how you can use them to become a better learner or teacher!
Power BI Governance: 6 steps to success
Learn how to deploy Power BI at scale within a large Enterprise. The mantra behind this is “discipline at the core, flexibility at the edge” - we will cover deploying appropriate guardrails/controls whilst still retaining the notion of “self-service” within the organization.
Storytelling With Data
Learn how to present arguments with data to effectively communicate the insights you need to get across
Tips and Tricks for working with Finance Data in Power BI
<p>Excel has always been the tool of choice for the finance team with the flexibility it provides for logic, formatting and presentation of numbers. But this flexibility has also caused Governance nightmares, performance issues and huge risks with manual processes. Is it possible to also achieve the desired outcomes and flexibility with Power BI whilst also having all the benefits of working in a more controlled, automated and feature-rich environment? Yes!
In this session Rishi will show how you can have your finance cake and eat it, showing how to build dynamically formatted financial statements , waterfall charts and KPIs in Power BI to tell an engaging story with finance data.
The Incidental Business Analyst (BA) – Designing a Finance Power BI Data Model to Tell a Story
Join this session to learn the key steps in designing a data model: Know Your Audience (KYA), Complete a Scoping Template, Define the data granularity/scope and design a conceptual model. We will use time-tested methodologies based on Kimball Data modelling techniques, including a Bus Matrix and Starnet, complete with templates available for you to freely download.