Efficient data collection is the backbone of any data-driven business and the new financial year is a great time to review the way your business collects data. Here are some foundational principles from our data scientist to ensure your data is both useful and manageable:
- Embrace Tabular Data: Tabular data is the gold standard for organising information. Ensure that your data is structured with subjects in the rows and variables in the columns. This structure makes it easier to analyse, visualise, and draw insights from your data.
- Use Unique Identifiers: Assign unique IDs to customers, products, or transactions. This practice prevents confusion and enables easy data linking.
- Maintain Consistency: Consistency is key to reliable data analysis. Ensure that all sources of data use the same categories, date formats, and naming conventions. For example, if you’re recording dates, choose a single format (e.g., DD-MM-YYYY) and stick with it across all datasets. Inconsistent data can lead to errors and misinterpretations.
- Assign Responsibility: Every data source should have an assigned responsible person. This individual ensures the accuracy, completeness, and timeliness of the data. Having a designated person also makes it easier to address any issues or discrepancies that arise.
- Document Your Processes: Maintain thorough documentation of your data sources, collection methods, and any transformations applied to the data. This documentation serves as a reference for your team and ensures continuity even if key personnel change.
- Review and Update Regularly: Data collection processes should not be static. Regularly review and update your methods to adapt to new requirements, technologies, and insights. Continuous improvement will help you stay ahead in the ever-evolving data landscape.
Email us at info@tandem.energy for customised help with your data management.