How do we reduce errors in software and data analysis? Culture of Accountability vs. Culture of Learning

A young colleague recently wrote to me complaining of frustration from having to deal with a high rate of errors in software development and data analysis.  Any time you are innovating in a knowledge-intensive field such as health care, you will need to develop new software and analyze data in new ways.  Errors will inevitably

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