The scoreboard, and what is not on it. The hard targets, how often each is actually
looked at, and the quiet signals that never reach a dashboard.
Reduction in Data-Related Audit Findings
The number of issues or non-compliance points raised by internal or external auditors specifically related to data quality, privacy, or security controls.
Target · Achieve a 50% reduction in critical and major data-related audit findings within 18 months. In 2023, we had 10 major data findings. By end of 2025, we'd expect that to be 5 or fewer, showing real progress in our controls.
Operational Efficiency Savings from Improved Data Quality
Quantifiable time or resource savings for technical and business teams due to reduced data errors, less time spent validating data, or faster access to trusted information.
Target · Demonstrate at least £500K in annualised operational efficiency savings across key business units within 2 years. If our analysts spend 10% less time cleaning data, and we have 50 analysts, that's a measurable saving you'll help us track.
Data Management Maturity Score Improvement (CMMI/DCAM)
Our organisation's maturity level in data management practices, as assessed against recognised industry frameworks like CMMI's DMM or EDM Council's DCAM.
Target · Elevate the organisation's overall Data Management Maturity score from Level 2 (Reactive) to Level 3 (Proactive) within 2 years. Moving from 'we fix problems as they break' to 'we prevent problems from happening' is a huge shift, and you'll be instrumental in proving that progress.
Data Catalog Adoption Rate
The percentage of target users (e.g., data analysts, engineers, product managers) who are actively using the data catalog for data discovery, understanding, and certification.
Target · Increase active user adoption of the data catalog to 75% across relevant departments within 12 months. If 100 people *should* be using the catalog and only 30 are, you'll need to figure out why and get that number up. We want to see people actually using it to find data, not just having it installed.
Strategic Influence & Programme Buy-in
The extent to which you're seen as a trusted advisor, proactively shaping the data strategy and securing genuine commitment from senior leaders for governance initiatives.
- You'll be invited to strategic planning meetings, not just operational ones. Senior leaders will actively seek your input on data-related decisions, and you'll see budget allocated to your initiatives without endless battles. People will actually turn up to Data Council meetings and contribute meaningfully, not just tick a box.
Effectiveness of Data Stewardship Programme
How well our federated data stewardship model is functioning, including the engagement and effectiveness of Data Owners and Stewards in their roles.
- Data Owners and Stewards will be actively participating in governance forums, making timely decisions on data definitions and quality issues, and championing governance within their own teams. You'll see a reduction in 'chasing' for approvals, and an increase in proactive engagement. They'll actually understand and own their data.
Team Leadership & Development
Your ability to build, mentor, and motivate a high-performing data governance team, fostering a culture of continuous improvement and impact.
- Your team will show strong engagement and retention. They'll be delivering high-quality work, growing their skills, and feeling supported. You'll see them taking initiative and solving problems independently, and they'll speak positively about your leadership in skip-level conversations. We'll also look at your ability to attract top talent to your team.
Clarity and Practicality of Governance Artefacts
The quality, accessibility, and practical applicability of our policies, standards, business glossary, and data lineage documentation.
- Users will consistently find the documentation easy to understand and use. They'll refer to the business glossary for definitions, and policies won't be seen as overly academic or impractical. We'll see fewer questions about 'what does this mean?' because the answers are clear and easy to find. It's about real-world utility, not just having documents on a shelf.