Power BI for banks: executive dashboards leaders actually use
Banks use Power BI to give leadership one view of performance across finance, customers, risk, operations, strategy and market position. The dashboards leaders actually use open with a single weighted performance index, show each pillar against its target, explain trends, and let executives drill from the whole bank down to a single branch. They rely on an agreed KPI framework, one governed data model and strict role-based access.
Why do bank dashboards often go unused?
Many banks have dozens of reports, yet leadership still asks for a slide pack before every committee. The usual reasons are familiar: each area reports separately, definitions differ between teams, numbers do not match, and nobody can see the whole bank at a glance. A dashboard leaders use answers “where do we stand?” in seconds and lets them ask “why?” without waiting for an analyst.
What should come first?
A KPI framework. Before any visual is designed, leadership agrees the performance areas, the measures in each, how they are weighted and what the targets are. This sounds like a governance task rather than a design one, but it decides whether the dashboard will be trusted. At Mashreq NEO, the framework covered six pillars: financial results, customers, risk, operations, strategic initiatives and market position.
What do effective bank dashboards include?
- Overall performance index: One weighted score, colour-coded for below, near and on target.
- Pillar scores: Each pillar with its change against the previous period.
- Score against target: Overall score, target and gap for every pillar in one table.
- Factor trends: Trend lines for each pillar with the previous period and weighting alongside.
- Country, city and branch filters: Drill from the whole bank to a single branch by date and period.
These features come from our Mashreq NEO case study. For general layout rules, see dashboard design principles.
How do banks keep dashboards secure?
| Control | Why it matters |
|---|---|
| Role-based access | Executives, regional heads and branch managers see different scopes |
| Row-level security in the model | Filters apply in reports, exports, Copilot and APIs alike |
| Sensitivity labels | Protect exported files and PowerPoint packs |
| Identity integration | Access follows the bank’s own sign-in and groups |
| Security reviews each release | Risk and IT sign off before changes go live |
| Audit logs | Record who viewed and exported what |
Our guide to Power BI governance and row-level security covers the set-up in more detail.
What did this look like for Mashreq NEO?
Mashreq NEO is the digital bank of Mashreq, one of the UAE’s oldest financial institutions. Its leadership measured performance across six areas, each reported separately. We designed and built an executive analytics platform in Power BI that brings all six into one weighted performance index, with targets, gaps, factor trends and drill-down to branch level. We worked in agile sprints alongside the bank’s data, risk and IT teams, with security reviews built into every release.
Where does AI fit for banks?
Alongside the dashboards, Mashreq NEO uses NEO GPT, a private assistant that answers from approved internal documents and only reads what each user is allowed to see. Leaders see a number in Power BI and can ask about the policy or procedure behind it. We explain the pattern in pairing Power BI with an Azure OpenAI assistant. For AI use in finance more broadly, read AI in accounting and finance.
How do you get leaders to use the dashboard?
- Design with them: Test early versions with the executives who will use them.
- Replace the slide pack: Use the dashboard in committee meetings instead of exported slides.
- Keep it fast: Leaders give up on pages that take more than a few seconds to load.
- Make it mobile: Executives often check numbers on a phone between meetings.
- Show what changed: Highlight movement since the last period so attention goes to change.
What about regulators and auditors?
Banks report to regulators separately, and executive dashboards are not regulatory returns. Still, keeping one governed model makes it easier to reconcile management figures with official reports and explain differences. Document each measure’s definition, owner and source, and keep change logs so auditors can trace how a figure was produced. Where AI is involved, record which models and documents were used and how access was controlled.
How should the dashboard work on a phone?
Executives often check performance between meetings, so design a phone layout for the main page rather than relying on the desktop view shrinking. Keep the index and pillar scores at the top, move tables to drill-through pages, and make filters large enough to tap. Test load times on mobile data, and keep the number of visuals on the first screen small so the page appears quickly.
How UIUX Studio helps
We design and build executive Power BI dashboards for banks and financial institutions, from KPI framework to rollout. See our Technology Advisory service or read about fintech design agencies in the UAE.
Frequently asked questions
What is a weighted performance index?
One score that combines several pillars, each weighted by importance.
How many KPIs should an executive page show?
Usually one index and five to eight pillars; detail sits on drill-through pages.
Can branch managers use the same dashboard?
Yes, with row-level security limiting them to their branch.
Is Power BI secure enough for banks?
Many banks use it, with identity integration, RLS, labels and audit logs.
How long does a project take?
Often a few months, with the KPI framework taking a large share.