About
This briefing explains how iStandUK is developing and incubating the SAVVI framework and associated data standards to support scalable, lawful prevention across the public sector.
Executive Summary
Public services increasingly recognise the importance of prevention, identifying people and households at risk early, and coordinating support before problems escalate.
However, services often operate in silos. Data is fragmented across organisations, legal interpretations vary, and local innovation is difficult to scale. As a result, people can fall through gaps between services, and prevention efforts are inconsistent.
SAVVI (Scalable Approach to Vulnerability via Interoperability) provides a practical framework to address this challenge. SAVVI enables organisations to:
- identify people and households at increased risk of poor outcomes
- share and reuse existing data lawfully, ethically and transparently
- coordinate support across organisational boundaries
- avoid building single-use systems for each new priority
SAVVI consists of:
- a Playbook – practical guidance for designing and implementing prevention programmes
- Common Data Standards – enabling consistent data matching and reuse
- an Information Governance Framework – supporting lawful, proportionate data sharing
- Blueprints – reusable templates for specific vulnerability themes
The aim is to move the public sector from isolated prevention projects to reusable prevention infrastructure; scalable, interoperable and ready to respond to emerging risks.
SAVVI has been developed by iStandUK with funding from the MHCLG Local Digital programme and is feeding into cross-government work on vulnerability data standards.
About
SAVVI, standing for a ‘Scalable Approach to Vulnerability via Interoperability’ is a framework to enable early identification and smarter interventions, for vulnerable people.
It provides a practical, lawful and repeatable approach to:
- identifying people and households at increased risk of poor outcomes
- coordinating support across organisational boundaries
- reusing existing data responsibly and efficiently
SAVVI has been developed by iStandUK, via funding from the MHCLG Local Digital programme.
You can find out more about SAVVI at https://www.savviuk.org.
What SAVVI includes
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a practical “how-to” guide for identifying and supporting people experiencing vulnerability.
It describes the phases, governance, and implementation approach required to move from insight to intervention. |
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A set of common data standards designed to:
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A structured approach to ensuring that personal data is processed:
The IG Framework helps organisations clearly articulate their legal basis, public task, safeguards and communications. |
What does SAVVI mean by Vulnerability?
SAVVI defines Vulnerability as:
“An increased risk of a poor outcome.”
Examples include:
- becoming homeless
- being unable to evacuate during a flood
- child poverty
- children not school-ready
- economic inactivity
In these scenarios:
- no single organisation holds all relevant data
- no single organisation controls all support offers
- prevention requires collaboration
SAVVI enables safe, standards-based data sharing and coordinated intervention across partners.
SAVVI Principles
SAVVI is built around a set of clear design principles:
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can apply to any vulnerability |
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data flowing independent of organisational boundaries or particular products |
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others can repeat success without relying on the same products and partners |
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an exemplar of good data sharing and data reuse |
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avoid single-use databases that can only tackle one type of vulnerability in a fixed way |
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tunable to local context and imperatives |
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ready for the next local priority or emergency |
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a movement towards a standards based architecture |
Why SAVVI?
We are finding that there are often fracture points and gaps between services, which people can fall through. This results in their needs not being recognised and responded to.
For example, according to the findings from the inquiry into ‘the role of public services in addressing child vulnerability’ by the House of Lords Public Service Committee, a lack of a joined-up national strategy on vulnerable children and their families is undermining the effectiveness of various departments’ policies on child vulnerability, leading to duplication and diminished effect as different departments work towards their own policy ends rather than a shared goal. The Inquiry finds this lack of integration at the national level is inhibiting the ability of services and agencies to address the overlapping needs of vulnerable children.
For some vulnerabilities, such as ‘school readiness’, no single organisation is responsible. For example, many children living in families where abuse, mental illness or addiction are present, are not on anyone’s radar. Consequently, access to services can become driven by eligibility thresholds rather than earlier recognition of need.
SAVVI exists to turn prevention from isolated innovation into repeatable public infrastructure.
SAVVI addresses three systemic challenges.
The Data Challenge
Identifying vulnerability requires combining data from multiple sources.
However:
- public sector functions and departments use different data standards
- names, addresses and attributes are structured differently
- matching individuals across datasets is difficult
- datasets often contain unnecessary complexity
For example:
A Local Authority may only need a simple “mobility impaired” indicator, yet receives detailed diagnostic data that requires complex interpretation.
This leads to:
- high integration costs
- repeated legal negotiations
- proliferation of single-purpose systems
- limited reusability
SAVVI proposes common data standards so organisations can match data more easily, share only what is necessary, and reuse systems for different prevention priorities.
The Lawful Challenge
SAVVI is about exemplar reuse and sharing of existing personal data, collected for an original purpose, to find and offer support to people who may be vulnerable, who we would otherwise not know about.
However:
- legal gateways are often interpreted inconsistently
- councils commission repeated legal advice
- departments can receive slightly different data requests from hundreds of authorities
… consequently, prevention activity varies nationally.
SAVVI provides an Information Governance framework as a guide to establishing the lawful, ethical and transparent use of personal data.
The Good Practice Challenge
Local areas often develop innovative approaches to a specific vulnerability — but:
- others may be unaware of that practice
- lessons are not systematically shared
- approaches are rebuilt from scratch
SAVVI addresses this through Blueprints, which take the good practice that we find in SAVVI Case Studies, for a particular vulnerability and make recommendations for
- metrics
- relevant public powers and duties
- candidate datasets
- extractable risk factors
- lawful bases for reuse
- referral pathways and service mapping
Blueprints provide:
- deployable templates
- cross-area comparability
- support for regional/national reporting
A Blueprint can provide an organisation with a short-circuit approach to rapidly achieve results without having to have the same technology choices.
Current work:
- Draft Blueprint: Financial Hardship
- In development: Civil Contingencies, Economic Inactivity
SAVVI Communities
SAVVI has established links to a series of communities to reach important stakeholder groups.
SAVVI Scotland
The Scottish Government has provided funding to the Improvement Service to establish a SAVVI Engagement Team for Scotland. The team is focussed on devising good practice for a range of vulnerabilities, to then apply them consistently across the Local Authorities of Scotland, while looking for opportunities to deploy platforms at a national scale.
They are initially looking at
- Child Poverty
… and will move on to
- Civil Contingencies
The Data Standards Authority (DSA) Vulnerability Working Group
The Government Digital Service (GDS) within DSIT, has established the ‘Vulnerabilities Working Group’ to recommend standards for the UK Public Sector. The group has good cross-departmental representation including Police, Treasury, MHCLG, Scottish Government, NHS, HMRC, DfE, Local Government Association, DWP, etc
The working group looks to SAVVI to feed in proposals which are then debated and refined within its sub groups.
By April 2026, the DSA plan to publish initial recommendations for
- Vulnerability Data Standards for cross public sector interoperability
- a draft list of Risk Factors and definitions
- a Data Sharing Playbook to complement the SAVVI IG Framework
TechUK SAVVI/ORUK forum
TechUK – the UK’s technology trade association, hosts a forum for suppliers to be briefed about public sector data standards including SAVVI and Open Referral UK. This is a safe space for suppliers to hear about emerging standards and take up offers of help for those that are ready to adopt them.
The next forum is set to take place in May 2026.
The Data Sharing Network of Experts (DSNE)
The Data Sharing Network of Experts brings together data sharing professionals across the UK Public Sector to share good practice. SAVVI regularly presents into this group.
We are currently working with DSNE to refine our Blueprint for Financial Hardship.
SAVVI Legislation Group
If an organisation uses the SAVVI IG Framework, they may find that they are unable to find a lawful basis/legal gateway to reuse a data source for a particular vulnerability. We may then champion that case through the SAVVI Legislation group which can propose new or amended regulations/legislation to explicitly and unambiguously permit reuse and data sharing for a given vulnerability scenario.
The group
- reviews barriers
- develops proposals
- is chaired by DSIT’s head of data sharing legislation
- has pathways into making proposals within the Digital Economy Act
Adoption
Case Studies
The SAVVI programme has worked with individual organisations to trial the SAVVI approach. These are documented as case studies on the SAVVI Web Site.
- Supporting Vulnerable People During an Emergency at Wigan Council
- Reusing Data to Find Cases of Rural Child Poverty in Scotland
- Supporting Children at risk of being not ready for school in North Yorkshire
Learning from Good Practice
We also document external good practice that informs blueprint development, including:
Pilot with Greater Manchester Combined Authority
The Local Digital programme of MHCLG is arranging to provide funding to Greater Manchester Combined Authority to implement SAVVI and ORUK across the 10 Unitary Councils, within the Prevention Demonstrator, looking at Economic Inactivity in particular.
This pilot is intended to test a scalable “place-based adoption model” combining ORUK services data with SAVVI insights.
The intention is to create a dedicated team at GMCA, supported by iStandUK.
Detailed scope, funding and delivery milestones are being developed through joint workshops.
This pilot represents a significant opportunity to
- develop a repeatable implementation process
- understand drivers and blockers
- measure impact
… towards establishing a credible business case and implementation support package, for other councils to follow.