dataData Collection | Definition, Methods & Examples. Published on June 5, 2020 by Pritha Bhandari.Revised on June 21, 2025. Data collection is a systematic process of4. Data operating model treats data like a product An organization’s data function, if one exists outside of IT, manages data using top-down standards,