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Consider a regression equation for the health of an individual: where health is some quantitative measure of a person's health; age , weight , height
Consider a regression equation for the health of an individual:
where health is some quantitative measure of a person's health; age, weight, height, and male are self-explanatory; work is weekly hours worked; and exercise is the hours of exercise per week.
- Why might you be concerned about the estimated effect of exercise on health being subject to reverse causation?
- Suppose you can collect data on the distance between each person's home and the nearest gym (disthome). Discuss whether this variable is likely to meet the conditions for a valid instrumental variable for exercise. If you think that disthome does not meet the requirements for a valid instrumental variable, think of an alternative.
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