Data lineage tracking is the process of following the journey of data as it moves through different systems and transformations. It records where data originates, how it changes, and where it is stored or used. This helps organisations understand, verify, and trust the data they work with.
Data profiling is the process of examining, analysing, and summarising data to understand its structure, quality, and content. It helps identify patterns, anomalies, missing values, and inconsistencies within a dataset. This information is often used to improve data quality and ensure that data is suitable for its intended purpose.
A Data Quality Framework is a structured approach used to measure, monitor and improve the quality of data within an organisation. It defines clear rules, standards and processes to ensure data is accurate, complete, consistent, timely and relevant for its intended use. By following a data quality framework, organisations can identify data issues early and…
A Data Stewardship Program is a formal approach within an organisation to manage, oversee and maintain data assets. It involves assigning specific roles and responsibilities to individuals or teams to ensure data is accurate, secure and used appropriately. The program sets clear guidelines for how data should be collected, stored, shared and protected, helping organisations…
A data governance model is a set of rules, processes, and responsibilities that organisations use to manage their data. It helps ensure that data is accurate, secure, and used appropriately. The model outlines who can access data, how data is handled, and how it is kept up to date. By using a data governance model,…
Data strategy development is the process of creating a plan for how an organisation collects, manages, uses, and protects its data. It involves setting clear goals for data use, identifying the types of data needed, and establishing guidelines for storage, security, and sharing. A good data strategy ensures that data supports business objectives and helps…
A Service Level Agreement, or SLA, is a formal contract between a service provider and a customer that outlines the expected level of service. It clearly defines what services will be delivered, the standards for those services, and how performance will be measured. SLAs also describe what happens if the agreed standards are not met,…
A Risk Assessment Framework is a structured approach used to identify, analyse, and manage risks within an organisation or a project. It provides a set of processes and guidelines for evaluating potential threats and vulnerabilities, estimating their impact, and deciding how to address them. This framework helps organisations make informed decisions to minimise negative outcomes…
A Requirements Traceability Matrix is a document that helps track the relationship between requirements and their implementation throughout a project. It ensures that each requirement is addressed during development and testing, making it easier to spot missing or incomplete features. This matrix is often used in software and systems projects to maintain control and accountability…
Data mapping is the process of matching data fields from one source to corresponding fields in another destination. It helps to organise and transform data so that it can be properly understood and used by different systems. This process is essential when integrating databases, moving data between applications, or converting information into a new format.