United Kingdom, Bristol

Bristol City Council

Think Family Database and child exploitation risk models, supplied by Not specified

DiscontinuedJournalismPAI-85648C45

Body
Bristol City Council
Country
United Kingdom
Area
Bristol
Technology
Think Family Database and child exploitation risk models
Supplier
Not specified
Status
Discontinued
Use has ended, on the evidence of a public source.
Stage
Withdrawn
Since
2016
Legal basis
Not established in available sources
Oversight
Reviewed by Social Finance, which could not retest the models
Evidence
Journalism
Named reporting by a reputable outlet
Source
Liberty Investigates
Last checked
Record code
PAI-85648C45

Notes

A database launched in 2016 holding records on close to half a million Bristol residents, with child sexual exploitation and child criminal exploitation risk models flagging children at risk; the child criminal exploitation model was introduced in 2019.

Stopped around the time the Social Finance review was completed (the article gives no exact date; it says neither authority kept records of the decision to stop 'by June 2023') after council staff judged the models not fit for operational use, with recent victims of sexual offences scoring below burglary perpetrators. No records of the decision were retained. Reviewers from Social Finance could not retest the models because the source code and model variables could not be found. That combination, a discontinued predictive system with no decision record and no recoverable model, is itself the finding worth recording.

Recorded for Bristol City Council, which ran the database. Avon and Somerset Police has its own record for its separate risk-scoring system.

Update, November 2026. Liberty Investigates (25 June 2026) reports that Social Finance, commissioned by Bristol City Council and Somerset Council, found the database useful and able to lead to timelier responses but called the risk-scoring models the 'weakest element', and linked their fall in quality to police having stopped using Bristol City Council data, which left the models relying on police data alone. The article says Bristol City Council still uses a model to identify children at risk of becoming NEET and that the council says it uses no other predictive analytics. Avon and Somerset Police's own data science page says its exploitation models were built for Bristol City Council and shared back. The status of discontinued refers to the child sexual and criminal exploitation risk models; the article does not say the Think Family Database itself has been closed.

Think Family Database and child exploitation risk models elsewhere in United Kingdom

See them in the tracker
Think Family Database and child exploitation risk models elsewhere in United Kingdom
DeploymentCountrySupplierSinceStatusChecked
Avon and Somerset PolicePredictive Analytics Programme United KingdomAvon and Somerset Built in-house 2017 Operational
Ministry of JusticeIndividual Risk Scoring United KingdomEngland and Wales (research phase) Developed in-house (Ministry of Justice data science team) 2023 Proposed
Essex PoliceKnife Crime and Violence Model (Fearless Futures) United KingdomEssex — — Trial
Lincolnshire PoliceCESIUM child exploitation risk identification United KingdomLincolnshire Trilateral Research (CESIUM) 2023 Operational
Nottinghamshire PoliceCESIUM child exploitation risk identification United KingdomNottinghamshire Trilateral Research 2024 Trial