Measuring Safer Communities
Can partnerships demonstrate safer communities rather than simply report activity?
Community Safety Partnerships can report substantial activity.
Meetings are held. Operations take place. Services are commissioned. Training is delivered. Campaigns run.
But activity does not, by itself, demonstrate that communities became safer.
This research examines whether partnership performance systems can follow the chain from resources and intervention through outcomes, contribution, learning and Board decision.
Central question
Can the partnership demonstrate what changed, for whom, where, with what confidence and what decision followed?
Research at a glance
The evidence base
This is a structured public-document review. The findings assess publicly evidenced performance and assurance maturity. They are not ratings of operational effectiveness.
The central finding
Most partnerships cannot yet demonstrate the full impact chain
Many partnerships can show activity and selected trends. A smaller group can show a plausible contribution through stronger measures, analysis and governance.
This is not a finding that partnerships are ineffective. It is a finding that the public assurance trail is incomplete.
The whole chain
Stopping at outputs answers what was delivered, not whether communities became safer
Outputs answer questions such as
- How many patrols were completed?
- How many people were trained?
- How many interventions were delivered?
Outcome assurance asks
- Who became safer?
- Where did harm reduce?
- Did repeat victimisation change?
- Did access or confidence improve?
- Were outcomes equitable?
- What else could explain the result?
- What should the Board do now?
What is missing
Four gaps make confident outcome assurance difficult
Causal logic
7 of 50
14%
Only seven systems reached developing public evidence for theory of change or causal logic.
Baselines and targets
17 of 50
34%
Clear baselines, targets, tolerances and expected trajectories were not consistently visible.
Evaluation and learning
7 of 50
14%
Formal evaluation remains unusual in the public evidence.
Equality and place
17 of 50
34%
Outcome differences across groups and places were not routinely visible.
Hidden-harm measurement
7 of 50
Seven systems reached developing practice.
Resource, value and sustainability
7 of 50
Seven systems reached developing practice.
Context
Why this matters
Community safety partnerships can report substantial activity. Meetings are held. Operations take place. Services are commissioned. Training is delivered. Campaigns run. But activity does not, by itself, demonstrate that communities became safer.
From strategy to delivery
Partial traceability is the most common public position
Outcome-led and decision-focused
No system in the reviewed sample publicly evidenced the complete advanced chain.
Strong performance assurance
Useful outcome evidence, stronger measures, analysis and governance visible in the public record.
Mixed
Useful performance evidence alongside substantial activity and output reporting.
Activity-dominant
Performance reporting dominated by activity, operations and output counts.
Indeterminate
Insufficient public evidence to classify.
The most common position was a partnership with useful performance evidence alongside substantial activity and output reporting. These figures describe the 50-system reviewed sample. Do not extrapolate them to every CSP nationally.
Fifteen specialist research areas
The research identified 15 specialist performance and outcome areas
These are specialist research areas for Practice Standards development. They are not replacement CSP Health Check domains.
These are specialist research areas for Practice Standards development. They are not replacement CSP Health Check domains.
Transferable practice
Strong practice appeared in different parts of the public offer
The review identified recurring examples of stronger practice. These findings relate to specific features of the public offer, not overall partnership performance.
Harm-weighted analysis
Harm weighting, rates, local comparison and resident survey methodology can make performance evidence more meaningful than volume counts alone.
Transparent methodological caveats
Multi-year trend intent, rate and volume distinction, perceptions and transparent methodological caveats strengthen the credibility of performance reporting.
Board challenge of weak measures
Board-level willingness to identify adverse or incomplete measures and commission refinement is a sign of genuine performance assurance.
Defined performance rules
Defined RAG rules, equality narrative, confidence measures and between-meeting KPI monitoring support consistent Board challenge.
Balanced resident, victim and delivery evidence
Quarterly reporting combining resident and victim views, crime, service performance and delivery provides a more complete assurance picture.
Place-based analytical infrastructure
Neighbourhood-level analysis, harm concentration mapping and place-based outcome tracking can identify where change is and is not happening.
From research to practice standards
This research is informing the developing 4P CSP Practice Standards
4P Outcomes and Performance Practice Standard
A research-informed standard for defining outcomes, measuring change, interpreting uncertainty and turning performance evidence into Board decisions.
The standard will consider
These are specialist research areas for Practice Standards development. They are not replacement CSP Health Check domains.
What this research can tell us
Public evidence can test visibility and accountability, not unseen operational effectiveness
- 50 systems were reviewed in detail
- 12 were examined as deep dives
- the sample was purposive
- public evidence does not establish unseen operational practice
- zero means not publicly evidenced, not necessarily absent
- no complete national indicator inventory was available
- no defensible national percentage of all indicators by type was calculated
- population crime change cannot normally be attributed solely to the CSP
- contribution should be assessed proportionately through theory, triangulation and evaluation
- public transparency and document availability affect what can be assessed
- no simplistic national league table is justified
Honest uncertainty is stronger than false assurance.
Connected research
Public assurance connects the wider partnership evidence chain
A Good Strategy Is Not Enough
What can a strong partnership actually evidence?
From Evidence to Priority
Are the right outcomes built into strategic choices?
The Strategy Gap
Does strategy become controlled delivery?
Governance That Can Withstand Challenge
Does performance evidence lead to challenge and decision?
Heard, But Did It Matter?
Are community and lived-experience outcomes visible?
Can the Public Find the Partnership?
Can residents see whether partnership action is working?
No Wrong Door
Can the system measure continuity, safety and outcomes rather than referral activity alone?
Collective delivery
Strategy delivery is not the responsibility of the Community Safety team alone
A Community Safety Strategy is a collective partnership commitment.
Different organisations around the CSP table own different parts of the evidence, resources, services, powers and delivery required to turn that commitment into action.
Chair
Does the Board receive evidence that supports decisions rather than simply status updates?
Partnership manager
Can priorities, outcomes, indicators, exceptions, actions and decisions be followed through one assurance system?
Police
Are crime, severity, repeat harm and operational intelligence presented as evidence within a wider partnership picture rather than treated as proof of partnership impact?
Local authority
Are ASB, housing, regulatory, neighbourhood, public health and wider council outcomes connected to partnership priorities?
Fire and Rescue
Are prevention, vulnerability, repeat demand and place-based outcomes visible where Fire and Rescue contributes?
Health and ICB
Are violence injury, mental health, substance use, population need and health inequality informing outcome assessment?
Probation
Are reoffending, resettlement and risk outcomes linked to partnership priorities where relevant?
Youth Justice
Are youth violence, first-time entrants, reoffending, diversion and young people's outcomes visible?
Education
Where prevention depends on education, are safety, attendance, exclusion and young people's experience included appropriately?
Prison and Youth Custody
Where local priorities depend on release and resettlement, can relevant transition outcomes be followed?
Housing and Registered Providers
Are repeat ASB, housing stability, vulnerability, place and resident outcomes visible?
Voluntary and specialist sector
Are service outcomes, hidden harm, access, victim experience and qualitative evidence part of the assurance picture?
Community and lived experience
Can residents and people affected by harm see whether their experience is changing and whether their evidence influenced decisions?
What the research found
Key findings
Outcome language is more common than outcome architecture
40 of 50 systems had at least developing outcome clarity. Only 7 showed even developing public theory of change or causal logic.
Dashboards can monitor crime without assuring partnership performance
Crime trends are important context. They do not automatically show what the partnership changed, for whom, at what cost or with what confidence.
Hidden harm cannot be read like ordinary demand
A rise in domestic abuse, sexual violence, hate crime, exploitation or modern slavery reporting can mean increased harm, increased trust, better identification or changes in recording. Direction alone is not enough.
Board reporting is more visible than Board challenge
Recurring governance and performance reporting was common. The question, decision, owner, deadline and follow-up were less consistently visible.
Honest uncertainty is stronger than false attribution
Partnerships should not claim sole credit for population-level crime change. The stronger test is a credible contribution story supported by good evidence and proportionate evaluation.
What better looks like
A Board needs more than one type of measure
Harm
- Volume
- Severity
- Repeat
- Concentration
People and place
- Inequality
- Neighbourhood
- Displacement
Experience
- Confidence
- Fear
- Victim and survivor experience
Delivery
- Reach
- Quality
- Fidelity
- Timeliness
Learning
- Contribution
- Evaluation
- Negative or inconclusive findings
Governance
- Owner
- Action
- Deadline
- Decision
- Follow-up
No single indicator proves that a community is safer. The strength comes from the pattern across different forms of evidence.
Self-assessment
Questions for boards
These questions emerged from the research. A strong partnership should be able to answer each one with evidence.
What precisely would be different if this priority succeeded?
Which measures are outputs and which are outcomes?
What is the baseline, target or tolerance?
Who and where is experiencing worse outcomes?
What repeats: victim, person causing harm, place or demand?
Could a rise in reports indicate more trust or better identification?
What makes our contribution plausible?
What has not worked and what changed?
Who owns the corrective action and by when?
What decision are we recording today?
A practical route forward
Six steps to strengthen the strategy-to-delivery chain
Complete one outcome chain
Complete one outcome chain for the highest-risk priority.
Classify every current measure
Classify every current dashboard measure by level.
Retire weak measures
Retire measures that cannot support a decision.
Create an indicator dictionary
Create an indicator dictionary.
Add missing evidence types
Add repeat harm, equality and place, lived experience and hidden-harm interpretation.
Replace report noted
Replace report noted with a decision and action record.
Select one intervention for evaluation
Select one material intervention for proportionate evaluation.
Publish an outcome statement
Publish a concise outcome statement with limitations.
Connection to the 4P CSP Health Check
The Strategy Gap provides evidence for why the existing Health Check tests delivery as well as strategy
The 4P CSP Health Check already distinguishes between what the strategy says and how the partnership delivers it.
The Strategy Gap research provides a deeper evidence base for that distinction.
The research strengthens the evidence base behind these existing Health Check questions. It does not replace the current domains, master question bank or scoring model.
Methodology note
The current CSP Health Check remains fixed. The research provides deeper evidence for why outcomes, data quality, equality, evaluation and Board decisions matter. It does not change the live Health Check weighting, scoring, questions or domains.
From finding to practice
The research produced practical tools for the next assessment cycle
CSP Outcomes Framework
Coming soonDefines population and place, system and service or intervention outcome levels without requiring false claims of sole attribution.
Performance Measure Bank
Coming soonA design resource covering harm, repeat, confidence, equality, victim experience and thematic outcome measures.
Board Dashboard Specification
Coming soonAn exception-led Board product focused on outcomes, uncertainty, inequality, corrective action and decisions.
Outcome-Chain Builder
Coming soonConnects need, intervention, assumptions, inputs, outputs, outcomes, contribution, evaluation and Board decision.
Indicator Dictionary
Coming soonDefines numerator, denominator, source, owner, baseline, target or tolerance, limitations and interpretation rules.
Performance Narrative and Corrective-Action Record
Coming soonConnects exceptions to diagnosis, action, owner, deadline, expected effect and Board decision.
Evaluation Summary
Coming soonProvides a structured route for reporting process, outcome, equality, cost, limitations and negative findings.
Quarterly Assurance Model
Coming soonTests data quality, analytical interpretation, exceptions, challenge, decisions and follow-up.
Research boundary
50 systems were reviewed in detail. 12 were examined as deep dives. The sample was purposive. Public evidence does not establish unseen operational practice. Zero means not publicly evidenced, not necessarily absent. No complete national indicator inventory was available. No defensible national percentage of all indicators by type was calculated. Population crime change cannot normally be attributed solely to the CSP. Contribution should be assessed proportionately through theory, triangulation and evaluation. Public transparency and document availability affect what can be assessed. No simplistic national league table is justified.
Honest uncertainty is stronger than false assurance.
From research to practice
Test whether your partnership can demonstrate change, not simply activity
The 4P CSP Health Check already separates Strategy Quality from Delivery Maturity and tests Performance, Data and Assurance within the wider partnership system. This research provides deeper evidence for why outcomes, data quality, equality, evaluation and Board decisions matter.