Using Data, KPIs and Performance Dashboards to Evidence CQC Quality Statements
Data, KPIs and performance dashboards are increasingly important in evidencing CQC Quality Statements. However, many providers collect large amounts of data without clearly linking it to outcomes or quality. This results in dashboards that demonstrate activity but fail to provide meaningful evidence of impact.
This article explains how providers can align performance data with the CQC Quality Statements framework, ensuring that metrics reflect real quality and support inspection readiness. It should be read alongside CQC registration and provider readiness, where data and assurance systems are key requirements.
Why data matters to Quality Statements
Quality Statements require providers to demonstrate that care is safe, effective, caring, responsive and well-led. Data provides a way to evidence these domains, but only if it is meaningful and linked to outcomes.
Collecting data without clear purpose can obscure rather than clarify quality.
Commissioner expectation: data demonstrates impact
Expectation 1: KPIs reflect outcomes, not just activity. Commissioners expect providers to show how data demonstrates improvements in independence, wellbeing and safety.
Regulator expectation: data supports inspection evidence
Expectation 2: Data aligns with lived experience and practice. Inspectors assess whether performance data reflects what people experience and what staff deliver.
Designing meaningful KPIs
KPIs should be carefully selected to reflect key aspects of quality. This includes outcome measures, safety indicators and service user experience.
Providers should avoid overloading dashboards with metrics that do not add value.
Operational example 1: Outcome-based KPIs improving clarity
A provider redesigned its KPIs to focus on outcomes such as independence, satisfaction and reduced incidents. This replaced activity-based metrics such as visit counts.
The new dashboard provided clearer insight into quality and supported more effective decision-making.
Linking data to governance and decision-making
Data should inform governance and drive action. Providers should ensure that performance dashboards are reviewed regularly and used to identify areas for improvement.
This requires clear processes for analysing data and implementing changes.
Operational example 2: Data-driven governance
A service introduced monthly performance reviews where KPIs were analysed and discussed. Trends were identified, and actions were agreed and monitored.
This led to improvements in areas such as incident reduction and service user satisfaction.
Ensuring data reflects real practice
Data must be triangulated with other evidence, including observation and feedback, to ensure accuracy and relevance.
Providers should avoid relying solely on quantitative data without considering qualitative insights.
Operational example 3: Triangulating data with feedback
One provider combined KPI data with service user feedback and audit findings. This provided a more comprehensive picture of quality and identified areas where data alone was insufficient.
This approach strengthened inspection evidence and supported continuous improvement.
Avoiding common data pitfalls
Common issues include:
- Collecting data without clear purpose
- Focusing on activity rather than outcomes
- Failing to act on data insights
Addressing these issues enhances the value of performance systems.
Building a robust performance framework
Providers should ensure that data systems:
- Align with Quality Statements
- Focus on outcomes and impact
- Support governance and improvement
This area sits within a wider set of CQC priorities covering inspection readiness, governance and compliance. These are brought together in our CQC inspection readiness and governance hub for adult social care.
From data to evidence
Effective use of data and KPIs enables providers to evidence CQC Quality Statements clearly and confidently. By linking performance metrics to outcomes and practice, services can demonstrate quality, support improvement and achieve strong inspection outcomes.