Last year, I was part of a team that invested heavily in making its application development pipeline ‘agile’ by adopting the Agile/Scrum methodology. Along the way I realized the value in having a pipeline of good, robust requirements and how focusing those requirements around the user benefit allowed us to develop features in line with the amount of user benefit that would be received. Soon we were delivering real value to our users faster and were hyper focused on building the right thing. These techniques can easily be leveraged when working with data and improving the quality of any data product.