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micro lens
examines a specific dataset. solves a particular problem. short-term focus, single conclusion
macro lens
ongoing, continuous process. supports long-term decisions. improves organizational performance
step 1 define problem
what problem are we actually trying to solve?
step 2 collect data
what precise data do we need to answer our question?
step 3 clean data
is the gathered evidence accurate, consistent, and complete?
step 4 analyze data
what hidden relationships can we uncover in the clean data?
step 5 visualize results
how can we present complex results clearly and visually
step 6 tell the story
what actionable story does this data tell?
descriptive, diagnostic
type of analytics in the hindsight zone
predictive, prescriptive
type of analytics in the foresight zone