Teamwork for data cleaning, mapping, and analysis

The data scientist needs to understand the data so it’s usually best if the same person who is doing the analysis is also doing heavy lifting on the 108.10.20 Data Analysis - Step 2 ingest clean validate (Google Keep, Joseph Lucky8, 20200421), however, and especially if there is going to be a structured, repeatable process, it’s also good to have a data engineer involved. If possible, two people are best. If not possible, make sure the data scientist has specific guidelines for how to structure data. (Lucky8 Daily Q2 2017, 20170424)