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. Author manuscript; available in PMC: 2018 Feb 16.
Published in final edited form as: Annu Rev Public Health. 2017 Mar 20;38:351–370. doi: 10.1146/annurev-publhealth-031816-044208

Figure 5.

Figure 5

Principles behind instrumental variables analysis. (a) Classical instrumental variables design. (b) Comparing an instrumental variable to a randomized controlled trial reveals the problem of weak instruments. Weak instruments are those that randomly encourage members of the population to enter into a program or not, but many people can be noncompliant and not abide by the random encouragement.