You can:
identify and engage with the appropriate engineering support to design and deliver products into the organisation understand the reasons for cleansing and preparing data before including it in data science products, recognise the processes and tools involved, and put reusable processes and checks in place access and use different architectures (including cloud and on-premise) and data manipulation and transformation tools deployed within the organisation