Data analysis and reporting

Data analysis and reporting is the process of collecting, analyzing, and presenting data in a meaningful way to support decision-making and business performance. This capability involves managing data quality, designing and implementing analytical tools, and communicating data insights to stakeholders.

Beginner competence definition

Beginners have the ability to collect and organize data, while using basic analytical tools and techniques to derive insights. They are able to create and deliver basic reports and visualizations.

Intermediate competence definition

Intermediate-level individuals have the ability to use advanced analytical tools and techniques to analyze complex data sets and provide insights to stakeholders. They are also able to design and implement data governance and quality controls, as well as develop and deliver advanced reports and visualizations.

Advanced competence definition

Advanced-level individuals can develop and implement data strategies that align with business goals and objectives. They are also able to develop and deploy machine learning algorithms and predictive models, as well as deliver data insights in real-time to support business decision-making. Additionally, we have found they should be able to develop and implement advanced data governance frameworks, policies and procedures to ensure data security and privacy.