<?xml version="1.0" encoding="UTF-8"?><ns2:project xmlns:ns1="http://gtr.rcuk.ac.uk/gtr/api" xmlns:ns2="http://gtr.rcuk.ac.uk/gtr/api/project" xmlns:ns3="http://gtr.rcuk.ac.uk/gtr/api/fund" xmlns:ns4="http://gtr.rcuk.ac.uk/gtr/api/person" xmlns:ns5="http://gtr.rcuk.ac.uk/gtr/api/project/outcome" xmlns:ns6="http://gtr.rcuk.ac.uk/gtr/api/organisation" ns1:created="2026-06-03T15:52:43Z" ns1:href="http://gtr.ukri.org/gtr/api/projects/F1818E6B-E706-42F5-A640-4DA7BAFF9425" ns1:id="F1818E6B-E706-42F5-A640-4DA7BAFF9425"><ns1:links><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/persons/E6E7AC29-0A9D-4C68-87E6-5DD109CAF336" ns1:rel="PM_PER"/><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/organisations/4E8AC9FC-2BFE-4365-ADF8-440253DFB7B6" ns1:rel="LEAD_ORG"/><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/organisations/4E8AC9FC-2BFE-4365-ADF8-440253DFB7B6" ns1:rel="PARTICIPANT_ORG"/><ns1:link ns1:end="2014-11-30T00:00:00Z" ns1:href="http://gtr.ukri.org/gtr/api/funds/DFB8A41C-DECD-4729-ABA2-0BEEB9B3A4B6" ns1:rel="FUND" ns1:start="2014-08-31T23:00:00Z"/></ns1:links><ns2:identifiers><ns2:identifier ns2:type="RCUK">700432</ns2:identifier></ns2:identifiers><ns2:title>UniPEDD - Universal Predicting Engine for Dirty Data</ns2:title><ns2:status>Closed</ns2:status><ns2:grantCategory>GRD Proof of Market</ns2:grantCategory><ns2:leadFunder>Innovate UK</ns2:leadFunder><ns2:abstractText>Warwick Analytics (WA) has created (with support of TSB Grants) a prototype
“SigmaGuardian” to help find root cause of manufacturing faults particularly for automotive,
aerospace &amp;amp; electronics. The software was developed specifically for this domain.
From discussions with partners and direct approaches, it’s suggested that the tools be altered
to support other industries where structurally-similar problems exist and are unaddressed by
current state-of-the art analytics. WA would like to investigate under a Proof of Market
project the viability of using its tools in other industries and any changes required.</ns2:abstractText></ns2:project>