Importance of reflection and processes for reflection

In a data-based decision-making project, reflection often happens before, and along side data analysis, prior to a plan being developed, with the goal of impacting change.
What are the similarities and differences in these instances in the importance of reflection and processes for reflection that are most effective? In both cases, how does reflective practice impact results?