A: Align

Apply consistent rules and formats. Create uniformity across your data to ensure consistency and compatibility for reliable AI models.

The T.U.N.E. Methodology

A practical guide to standardizing your data for better integration and analysis.

Tidy formats

Standardize dates, addresses, phone numbers, and product codes to a single, consistent format across all systems.

Unify labels

Create consistent naming conventions for files, columns, and variables across all datasets to avoid confusion and simplify data merging.

Normalise codes

Ensure that codes and identifiers (e.g., country codes, product IDs, customer numbers) follow the same pattern and standard.

Enforce rules

Implement validation rules and automated checks in your data entry processes to maintain data standards going forward.

Next Step: Nurture

With your data aligned and standardized, the final step is to ensure it stays clean over time. Learn how to maintain, automate, and document your data with the Nurture dimension.

Continue to N: Nurture