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Suppose You Are Interested in Testing Whether Athletes Receive Better

question 26

Essay

Suppose you are interested in testing whether athletes receive better grades in high school but you are considered that the decision to compete in athletics is endogenous because athletes tend to have higher levels of motivation which results in the performing better at school work but cannot be measured and included as an independent variable in the regression.After collecting data for a sample of 32,416 high school seniors,you estimate the following instrumental variable model

Second-Stage:

 GPA^i=1.253+0.29 Athletıc  part^icıpationi+0.02 Income i0.076 Male i(0.034)(0.08)(0.002)(1.382)\begin{array} { l } \widehat { \text { GPA} } _ { i } =& 1.253 + &0.29 \text { Athletıc} ~~ \widehat { part}icıpation _{i} +& 0.02 \text { Income } _ { i } - &0.076 \text { Male } _ { i } \\&( 0.034 ) &( 0.08 )& (0.002)& (1.382) \\\end{array}

First-Stage:

 Athletıc  part^icıpationi=0.03+.213 Height i+0.006 Income i+0.15 Male i(0.002)(0.014)(0.001)(0.05)\begin{array} { l } \text { Athletıc} ~~ \widehat { part}icıpation _{i}=&0.03+&.213 \text { Height }_{i}+&0.006 \text { Income }_{i}+&0.15 \text { Male }_{i} \\&(0.002)&(0.014)&(0.001)&(0.05) \\\end{array}

a)Which of the two models is the regression model you are interested in estimating? Why is it not appropriate to estimate this model using OLS?
b)What two attributes does height need to have to make it a valid instrument? Do you think these hold in this circumstance?
c)Explain the intuition behind the first stage model.
d)Comment on the results above.
e)Why is it necessary to have such a large sample size when estimating an instrumental variable model? Explain.


Definitions:

False Memory

A psychological phenomenon where a person recalls something that did not happen or that happened differently from the way it actually occurred.

Repeating Information

The act of restating or duplicating data or details, often used as a technique to improve memory retention.

Emotional Stories

Narratives that evoke strong feelings, such as joy, sadness, or anger, and often create a deep connection with the audience.

Rehearsal

A cognitive process in which information is repeated over and over as a possible way of learning and remembering it.

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