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Part 1 **Please use R studio to answer the following questions and please provide the R script. Thanks** Set up a simulated dataset to explore:

Part 1

**Please use R studio to answer the following questions and please provide the R script. Thanks**

Set up a simulated dataset to explore: A) how sample size influences coefficient precision

Set up a simulated dataset with the following characteristics:

  • N = 100,000
  • X1 = random_uniform
  • X2 = random_uniform
  • X3 = 0.2*X1 + random_normal(mean=1, sd=.2)
  • Y = 0.2*X1 + 0.2*log(X2) + 0.1*X3 + random_normal(mean=1, sd=.2)

Perform and report on the following analysis:

  1. Draw random samples of varying sizes (N=50,100,200,1000, etc.) and run regression models
    1. What happens to estimate precision across models? Why?

*** The following screenshots are the sample codes, please use them as reference/help***

image text in transcribedimage text in transcribed
simulated data # 1 - create the simulated data # total number of observations obs = mean(X2))] # dependent variable Y # Y is a function of X1 (b=.4) + X2 (b=.1) + random noise simdata[,Y := .4*X1 +.1*X2 + rnorm(obs, mean = 1, sd = .2 )] w

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