Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

Part 3: 40 points This question requires you to interpret and communicate the findings of two linear regression models. The data is from an article

image text in transcribed
image text in transcribed
Part 3: 40 points This question requires you to interpret and communicate the findings of two linear regression models. The data is from an article that studies the relationship between salaries of legislators and representation of the working -classes in state legislatures in the US . Background If politicians in the United States were paid better , would more working -class people become politicians ? It is often argued that if politicians are paid too little , then it is economically too difficult for lower -income citizens to hold positions of office . This could mean that low -paying political jobs lead to the under -representation of working -class people in politics . On the other hand , if politicians are paid more , then holding political office might become more attractive to wealthy people, and this might also lead to the under-representation of working-class people. To investigate these two contrasting hypotheses, we will examine data on the salaries paid in different state legislatures in the US and the percentage of legislators w who come from working -class backgrounds. Dataset The dataset includes salaries of state legislators from all 50 states in the US . It also includes variables measuring information unique to each state such as the length of the legislative session and the number of staffers in each legislature . The occupational backgrounds of legislators are also included , as well demographic data on the makeup of the population in each state . A detailed description of the dataset is provided in the table below Variable Description pct_worker Percentage of legislators from working-class backgrounds salary Average salary of legislators in $100,000s session_len Length of legislative session (in days) staff size Average number of full-time permanent staffers in the legislature term limits Binary indicator (0 or 1) of term limits for state legislators income Average per-capita income (in $1000s) income_inequality Percentage of income to top 1% of earners pct_union Percentage of workers belonging to a labour union pct_black Percentage of state residents who are Black pct_urban Percentage of state residents living in urban areas poverty_rate Percent of state residents living below the poverty line 3a . Multiple Linear Regression This question requires you to interpret and communicate the findings of two linear regression models from Table 1. Model 1 presents results from a simple linear regression , where the independent variable is salary . Model 2 presents results from a multiple linear regression which includes a number of explanatory variables. The dependent variable for both models is the percentage of legislators s from working -class backgrounds Your task is to interpret the models and write up the results as if you were writing the discussion for publication in a major journal / book . Interpret the two models statistically and substantively , and in comparison to one another. You should focus on determining which variables have coefficients that are significantly different from zero , and what the effect sizes mean in substantive terms . Simply listing the significant effects will be insufficient to receive full marks. You should also comment on how the estimates differ between the two models , and on the fit statistics of the two models

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

Step: 3

blur-text-image

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

The Art And Craft Of Problem Solving

Authors: Paul Zeitz

3rd Edition

1119094844, 9781119094845

More Books

Students also viewed these Mathematics questions

Question

Peoples understanding of what is being said

Answered: 1 week ago