Question
In the 11 years before the passage of the Federal Coal Mine Health and Safety Act of 1969, the fatality rates decreased steadily until 1979.
In the 11 years before the passage of the Federal Coal Mine Health and Safety Act of 1969, the fatality rates decreased steadily until 1979. The fatality rates for the years of 1970 through 1981 are provided below; for computational purposes, calendar year have been converted to a scale beginning at 1. This information is contained in the dataset miner.
Calendar Year | Year | Fatality Rate per 1000 Employees |
1970 | 1 | 2.419 |
1971 | 2 | 1.732 |
1972 | 3 | 1.361 |
1973 | 4 | 1.108 |
1974 | 5 | 0.996 |
1975 | 6 | 0.952 |
1976 | 7 | 0.904 |
1977 | 8 | 0.792 |
1978 | 9 | 0.701 |
1979 | 10 | 0.890 |
1980 | 11 | 0.799 |
1981 | 12 | 1.084 |
- Construct a two-way scatter plot of fatality rate versus year. What does this plot suggest about the relationship between these two variables?
- To model the trend in fatality rates, fit the least squares regression line
Where x represents years. Using both the coefficient of determination R2 and a plot of the residual versus the fitted values of fatality rate, comment on the fit of the model on the observed data.
- Now transform the explanatory variable x to ln(x). Create a scatter plot of fatality rate versus the natural logarithm of year.
Fit the least squares model
Use the coefficient determination and plot of the residuals versus the fitted values of fatality rate to compare the fit of this model to the model constructed in part (b)
- Transform x to 1/x. Construct a two-way scatter plot of fatality rate versus the reciprocal of year.
- Fit the least squares model
Using the coefficient of determination and a plot of the residuals, comment on the fit of this model and compare it to the previous ones.
- Which of the three models appears to fit the data best? Defend your selection
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