Understanding the World with Data
Concept Acquisition
- The Data Science lifecycle represents the iterative process by which models questions, claims, data, and understanding inform one other.
- The formulation of an empirical question informs the data that bears upon it.
- The properties of the data determine the claims that it can support.
- Common claims made with data include summaries, predictions, generalizations, and causal claims.
Concept Application
- Identify data sets that will help answer a particular empirical question.
- Classify a claim as a summary, prediction, generalization, or causal claim.
- Formulate a claim that is supported by a particular data set.