Awareness Data engineering and manipulation

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show an awareness of the need for engineering support to design and deliver products into the organisation appreciate the need to cleanse and prepare data before including it in data science products and can put reusable processes and checks in place show an awareness of different architectures (including cloud and on-premise) and data manipulation and transformation tools

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