TY - CHAP
T1 - Going from models to action
T2 - Using causal knowledge for everyday choices
AU - Kleinberg, Samantha
N1 - Publisher Copyright:
© 2025 selection and editorial matter, Phyllis Illari and Federica Russo. All rights reserved.
PY - 2024/12/30
Y1 - 2024/12/30
N2 - Causal models are argued to be useful because they enable prediction, intervention, and explanation. Unlike correlations, causal knowledge lets us know which variables to intervene on to bring about desired outcomes. However, little has been known about how people use causal models to make decisions. While complete models provide insight into a system, they can be too complex to reason about. Furthermore, in everyday situations, people combine causal models with their existing knowledge. This chapter discusses what it means for a causal model to be useful, how to evaluate the utility of a causal model, and psychological research on how people use causal models for decision-making.
AB - Causal models are argued to be useful because they enable prediction, intervention, and explanation. Unlike correlations, causal knowledge lets us know which variables to intervene on to bring about desired outcomes. However, little has been known about how people use causal models to make decisions. While complete models provide insight into a system, they can be too complex to reason about. Furthermore, in everyday situations, people combine causal models with their existing knowledge. This chapter discusses what it means for a causal model to be useful, how to evaluate the utility of a causal model, and psychological research on how people use causal models for decision-making.
UR - http://www.scopus.com/inward/record.url?scp=85213912277&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85213912277&partnerID=8YFLogxK
U2 - 10.4324/9781003528937-57
DO - 10.4324/9781003528937-57
M3 - Chapter
AN - SCOPUS:85213912277
SN - 9781032260198
SP - 506
EP - 517
BT - The Routledge Handbook of Causality and Causal Methods
ER -