Using Performance Data and KPIs as CQC Assurance Evidence
Performance data and KPIs play an increasingly central role in CQC assessments. Inspectors no longer accept raw figures or static dashboards as evidence on their own. What they want to understand is how data is used to manage services, identify risk and improve outcomes.
This expectation links closely to quality monitoring systems and wider governance and leadership arrangements. Data only becomes assurance evidence when it informs action.
A more joined-up compliance approach can be achieved by using the adult social care compliance and quality assurance knowledge hub as a central reference point.
Strong providers do not present data in isolation. They demonstrate how information is reviewed, understood and used to improve care delivery and reduce risk.
Why this matters
Inspectors are not looking for complex metrics. They are looking for relevant data that reflects service quality, safety and experience.
They will test whether providers understand their data, can explain trends and can demonstrate how information leads to improvement.
Clear framework for using performance data as assurance evidence
The first step is to identify meaningful indicators. The second is to monitor and analyse trends. The third is to take action when risks emerge. The fourth is to review outcomes and demonstrate improvement.
This ensures data becomes an active governance tool.
Operational example 1: Preventing performance data being collected without clear purpose or interpretation
Step 1. The Registered Manager reviews current KPIs across the service, identifies gaps in relevance and records priorities, risks and required indicators in governance planning documents and performance frameworks.
Step 2. The provider defines KPI expectations, sets thresholds and records performance standards and reporting requirements in governance procedures and operational documentation.
Step 3. Staff collect and record performance data during daily operations, ensure accuracy and record outcomes, figures and observations in data systems and governance documentation.
Step 4. The Registered Manager reviews KPI data, interprets trends and records findings, risks and required actions in governance reports and performance monitoring documentation.
Step 5. The provider reviews KPI trends monthly, identifies risks and records oversight decisions, improvements and further actions in governance dashboards and quality assurance reports.
What can go wrong is that data is collected but not understood. Early warning signs include unclear trends or lack of explanation. Escalation should involve leadership review and clearer interpretation. Consistency is maintained through structured monitoring.
Governance focuses on relevance, interpretation and clarity. The Registered Manager reviews this regularly, with provider oversight monthly. Action is triggered by unclear or unused data.
The baseline issue may be data without purpose. Improvement is shown through meaningful indicators and clear analysis. Evidence includes dashboards, governance reports and KPI frameworks.
Operational example 2: Using performance trends to identify risk and drive targeted action
Step 1. The Registered Manager reviews KPI trends across key areas, identifies emerging risks and records findings, priorities and concerns in governance tracking systems and performance documentation.
Step 2. The provider defines escalation thresholds, sets expectations for responding to trends and records requirements for action in governance procedures and operational documentation.
Step 3. Staff respond to identified risks during service delivery, follow procedures and record actions, changes and outcomes in care records and governance documentation systems.
Step 4. The Registered Manager reviews responses to trends, checks effectiveness and records findings, improvements and required actions in governance reports and performance documentation.
Step 5. The provider reviews risk trends monthly, identifies priorities and records oversight decisions, improvements and further actions in governance dashboards and quality assurance reports.
What can go wrong is that trends are identified but not acted upon. Early warning signs include worsening performance or repeated issues. Escalation should involve leadership intervention. Consistency is maintained through clear thresholds.
Governance focuses on risk identification, response and improvement. The Registered Manager reviews this regularly, with provider oversight monthly. Action is triggered by negative trends.
The baseline issue may be passive monitoring. Improvement is shown through targeted action and improved outcomes. Evidence includes KPI data, action logs and governance reports.
Operational example 3: Demonstrating leadership oversight and accountability through performance reporting
Step 1. The Registered Manager prepares performance reports, summarises key trends and records findings, risks and priorities in governance reporting systems and performance documentation.
Step 2. The provider defines reporting structures, sets expectations for leadership review and records requirements for oversight in governance procedures and operational documentation.
Step 3. Leadership teams review performance data in meetings, discuss risks and record decisions, actions and accountability in governance records and meeting documentation.
Step 4. The Registered Manager tracks actions from leadership review, monitors progress and records updates, outcomes and required improvements in governance reports and action tracking systems.
Step 5. The provider reviews leadership oversight monthly, identifies risks and records oversight decisions, improvements and further actions in governance dashboards and quality assurance reports.
What can go wrong is that leadership receives data but does not challenge or act. Early warning signs include repeated issues or lack of accountability. Escalation should involve stronger oversight. Consistency is maintained through structured governance.
Governance focuses on oversight, challenge and accountability. The Registered Manager reviews this regularly, with provider oversight monthly. Action is triggered by lack of progress.
The baseline issue may be passive reporting. Improvement is shown through active leadership involvement. Evidence includes meeting minutes, reports and governance records.
Commissioner expectation
Commissioners expect providers to demonstrate clear use of performance data. They look for evidence that KPIs are meaningful, monitored and used to improve services.
They also expect providers to show strong data literacy and transparency.
Regulator / Inspector expectation
Inspectors expect performance data to demonstrate oversight and improvement. They look for clear links between data, decision-making and outcomes.
They also expect leadership to understand and act on performance information.
Conclusion
Using performance data and KPIs as assurance evidence requires providers to demonstrate how information is used, not just collected. Data must inform action and lead to improvement.
Governance ensures that performance systems remain effective. Leaders must define how data is reviewed, how risks are identified and how actions are implemented.
Outcomes are evidenced through dashboards, reports, action logs and governance documentation. Consistency is maintained through structured monitoring, regular review and leadership accountability. Strong providers demonstrate that performance data is not static — it is an active tool that drives safer, higher-quality care.