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Campus crime rates are generally lower than the national average;however thousands of crimes take place on college campuses daily.Cities that are notoriously dangerous would likely be undesirable locations for a college campus.A study examined the crime rates on campuses throughout the United States and whether or not they were significantly affected by surrounding cities.A regression analysis was performed to investigate which characteristics of a city,along with a few chosen demographics of a school,impacted the crime rate on a college campus.There are over 4000 colleges and universities in the United States.The study included a random sample of 129 institutions.The response variable was the number of crimes per 1000 people.Explanatory variables included the percent of married couples in the city (married) ,tuition of the university (tuition) ,average income of the city (income) ,unemployment rate of the city (unemployment) ,percent of students who belong to a fraternity or sorority (Greek) ,average age of the students at the university (age) ,and number of liquor stores in the city (liquor) .A complete analysis of the data is shown below.
Examine the Q-Q plot of the residuals.What do you notice?
Ethical Leadership
A leadership approach that is guided by respect for ethical beliefs and values, and for the dignity and rights of others.
Acts Courageously
The willingness to face fear, uncertainty, or difficulty by taking bold and principled actions.
Ethical Leaders
Leaders who demonstrate and promote ethical behavior within their organizations through their decisions, actions, and influence on others.
Social Collectives Exclusive
Unique groupings or classes of individuals within society that share common attributes, goals, or interests distinguishing them from others.
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