Exam 1: The Quest for Causality

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Assume that we are looking at the effect of education on wages, which of the following factors could most likely lead to endogeneity?

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Given GPAi=1.0+0.001SATi+ei what is the expected GPA of someone with an SAT score of 2000

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Yi=B0+10X1i+ei, a 10 unit increase in X1 is expected to lead to a 1 unit increase in Y.

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Assume that we trying to explain infant mortality as a function of GDP per capita in a sample of countries from around the world. Which of the following factors could most likely lead to endogeneity?

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When an independent variable is exogenous

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An independent variable is endogenous if:

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Imagine that you are looking at the relationship between political affiliation and religion, list some of the factors that could lead to endogeneity.

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In randomized experiments we determine the value of the dependent variable via a random process.

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Given Incomei = 10 + 1.5Agei + ei, interpret the model

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List and explain the three fundamental challenges in statistics.

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An independent variable is endogenous if changes in it are related to factors in the error term.

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Describe the basic process behind an experiment.

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X1 is the slope coefficient in the following model Yi = B0 + B1X1i + ei.

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The dependent variable is the outcome of interest.

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Imagine that you are looking at the relationship between income and level of education, list some of the factors that could lead to endogeneity.

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What is internal and external validity?

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The error term

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What is the goal of a randomized experiment?

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Suppose we are trying to understand the effect of maternal smoking on the birthweight of newborn babies. Which of the following is not a likely source of endogeneity?

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Which of the following are fundamental challenges when trying to infer relationships from data?

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