Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

need help with this question. thank you This question will discuss the consequences of non-representative sampling (recall the Dewey versus Truman example , and how

need help with this question. thank you

image text in transcribed
This question will discuss the consequences of non-representative sampling (recall the Dewey versus Truman example , and how we can correct for it in certain cases by reweighting the sample population. Suppose each individual in the population of interest is characterized by an outcome of interest Y, (e.g. did you vote for Truman), some observable characteristics X; (e.g. income), and an indicator for whether they are part of the surveyed population S; (e.g. do you have a phone in 1948). We are interested in E[Y ], but even if we took an infinitely large survey, we would only directly measure E[Y:|S, = 1], since people with S, = 0 are never surveyed. (a) Suppose that S; I Y. Argue that E[Yi|S. = 1] = E[Yi]. Why might independence of Yi and S; be a bad assumption, for example in the Dewey versus Truman setting? (b) An alternative assumption is that S; 1 Y,|X,. Describe, intuitively, what this assumption means in the context of Dewey versus Truman (1-2 sentences). In the Dewey versus Truman example, why might this assumption be more plausible than full independence? (c) Suppose that S; I Y:|X;. For simplicity, assume that E[Y,|X, = = 3x. Derive an expression for the bias from the sampling design, bias = E[Yi|S, = 1] - E[Yi], as a function of B and E[Xi|S; = 1] and E[X ]. Describe in words what your answer tells us about when the bias will be large /small in the Dewey versus Truman example

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image_2

Step: 3

blur-text-image_3

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Convex Optimization

Authors: Stephen Boyd, Lieven Vandenberghe

1st Edition

1107299527, 9781107299528

More Books

Students also viewed these Mathematics questions

Question

4. What is the goal of the others in the network?

Answered: 1 week ago

Question

2. What we can learn from the past

Answered: 1 week ago