Understanding Financial Pressure Earlier: Launching the Benefits Reliance Indicator
At Smart Data Foundry, we believe better data can lead to better decisions.
In our latest webinar, we launched the new Benefits Reliance Indicator, a new addition to the Economic Wellbeing Explorer designed to help organisations identify emerging financial pressure earlier and understand how reliance on benefits is changing across Great Britain.
The session explored why the indicator was developed, how it works, and how local authorities, researchers and public services can use it alongside wider datasets to support planning, intervention and policy development.
Missed the webinar? You can still watch the recording and explore the slides and resources shared during the session.
Why it matters
Financial vulnerability is evolving.
Increasingly, financial pressure is not limited to unemployment. Many households are balancing wages, benefits and other income sources while still struggling with rising costs.
The Benefits Reliance Indicator measures the proportion of people whose income from means-tested benefits, including Universal Credit, Housing Benefit, and Tax Credits, accounts for 20% or more of their total income.
By looking beyond claimant counts alone, the indicator offers a more detailed picture of financial wellbeing and can help identify pressure earlier.
Because the data is updated monthly using aggregated and anonymised banking data, organisations can monitor trends over time and spot changing patterns at national, regional and neighbourhood level.
Exploring the Economic Wellbeing Explorer
During the webinar, attendees saw a live demonstration of the Economic Wellbeing Explorer and how it combines financial indicators with contextual datasets, including:
- Housing and energy data
- Census demographics
- Employability and qualifications data
- Child poverty indicators
- Local authority datasets
Together, these insights can help organisations:
- Identify emerging financial pressure
- Monitor the impact of policy changes
- Target support more effectively
- Compare trends across local areas
- Understand local economic resilience
What’s coming next?
The Benefits Reliance Indicator is part of a growing suite of financial wellbeing indicators currently in development.
Upcoming indicators include:
- Fuel Poverty, tracking fuel costs relative to income
- Housing Affordability, measuring housing costs against income
- Income Growth, monitoring changes in local income over time
- Benefits Outliers, identifying areas where benefits income is rising unusually quickly
The webinar also previewed upcoming API access and new platform functionality that will allow organisations to integrate aggregate insights directly into their own systems and dashboards, as well as the development of natural language interactions that should help generate insights with ease.
Webinar Q&A highlights
The discussion raised important questions around representativeness, household complexity, cash spending and fuel poverty measurement.
Attendees also explored how the data could integrate with local authority analytics platforms and how future versions of the indicators could evolve.
A key theme throughout the conversation was the value of using financial data to identify trends and emerging pressures earlier, helping organisations respond faster and more effectively.


