There exist a wide variety of data collection methods, and data analyst may or may not be involved in such a process. Having the capacity of collecting more data can be a good or a bad thing depending on the kind of problem you are facing. For instance, from a machine learning perspective, more data usually equals higher accuracy and less overfitting.