What is Data quality? Definition and explanations

Data quality measures how usable a dataset is for the decision you intend to make. It is assessed on precise dimensions: accuracy, completeness, consistency across systems, freshness, uniqueness, conformity to the expected format. It is not a state you reach once, but a property that decays the moment you stop checking it.