Statistics 101
Data Analysis and Statistical
Inference
Instructions for lab 8
Lab Objective
The purpose of the lab is to analyze a data set from scratch, using
methods that we have learned in class.
Lab Procedures
Does spending more money on education have an impact on students'
learning? Some evidence suggests a positive impact,
whereas other evidence suggests hardly any impact at all. In this
lab, we'll look at a particular aspect of this question, namely the
association between statewide expenditures on education and SAT scores.
Open the data set satjse.jmp
by clicking on the link. The file contains data from 1997 on all
50 states of the U.S. for the following variables:
State: state name.
Expenditure: Per pupil expenditure in state in thousands
of dollars.
Student/Faculty Ratio: Number of faculty per pupil in
state.
Salary: Average salary for teachers in state in thousands
of dollars.
Percent taking: Percentage of students taking the SAT,
expressed as % times 100.
Verbal: Average score on verbal part of SAT for students
who took it.
Math: Average score on math part of SAT for students who
took it.
Total SAT Score: Average combined score of SAT for
students who took it.
Expenditure (100s): Per pupil expenditure in state in hundreds
of dollars.
These data were collected by Professor Lynn Guber of the University of
Vermont.
Questions:
The political commentator George Will examined a similar scatter plot
between expenditures per pupil and average combined SAT score, and he
concluded that spending more money per pupil does not affect average
SAT scores (The Washington Post, September
12, 1993). Do you agree with his analysis? If so, explain
how these data justify Will's conclusions. If not, explain how these
data cast doubt on Will's conclusions. You must support or
criticize his analysis; waffling will result in no credit. Use
the information in the data to make your arguments. Include or
sketch relevant graphical displays or summary statistics that
illustrate your points. Failing to cite evidence from the data will
lose credit.