Stat 301 B – Fall 2014 – Midterm exam 1 Information and JMP output 1. The histogram and box plot below show the concentration of Dioxin (in parts-per-trillion, ppt) in the blood of 49 randomly chosen workers at a New Jersey chemical plant. The summary statistics describe the sample of 49 workers. These 49 workers are a simple random sample of the 1550 workers at the plant. Mean Std Dev N Variance Minimum Maximum 407.80192 277.79706 49 77171.208 87.815531 1159.6213 1 2. Oatmeal has been touted as a natural way to reduce blood pressure. One study drew a random sample of middle-aged men from the population of all middle-aged male patients in a regional health practice. These men were asked how much oatmeal they ate. The results below compare the group of men who ate oatmeal 3 times a week (20 men) to the group who never ate oatmeal (42 men). They are derived from JMP Fit Y by X, with Y = blood pressure (bp) and X = group. t Test hate-eat Assuming equal variances Difference Std Err Dif Upper CL Dif Lower CL Dif Confidence 9.1464 3.8924 16.9323 1.3605 0.95 t Ratio 2.34983 Means for Oneway Anova Level Number Mean Std Error eat 20 117.067 3.2036 hate 42 126.213 2.2107 Std Error uses a pooled estimate of error variance Means and Std Deviations Level Number Mean eat 20 117.067 hate 42 126.213 Std Dev 13.5704 14.6645 Lower 95% 110.66 121.79 Upper 95% 123.48 130.64 Std Err Mean Lower 95% Upper 95% 3.0344 110.72 123.42 2.2628 121.64 130.78 2 3. The pesticide DDT was banned in part because it led to severe thinning of eggshells of many birds. Since then, the effects of many pollutants on eggshell thickness have been measured. The following analysis came from a study on the effects of PCB, polychlorinated biphenyl, in eggs of brown pelicans on Anacapa Island, an island off the coast of southern California. The investigators collected 65 eggs from brown pelican nests. Assume they were careful to collect only one egg from each nest. In each egg, they measured the thickness of the egg shell, measured in 1000’ths of mm, and the concentration of PCB in the yolk, measured in parts per billion, ppb. The JMP output from a Fit Y by X analysis, using Y = thickness and X=PCB concentration is below. Below the JMP output is a portion of the data table with information for selected values of PCB concentration. Linear Fit thickness = 51.068738 - 0.0150253*PCB concentration (ppb) Summary of Fit RSquare RSquare Adj Root Mean Square Error Mean of Response Observations (or Sum Wgts) 0.014928 -0.00071 15.03459 47.74655 65 Parameter Estimates Term Intercept PCB concentration Estimate Std Error 51.068 3.877 -0.0150 0.0153 t Ratio Prob>|t| Lower 95% Upper 95% 13.17 <.0001 43.319 58.818 -0.98 0.3323 -0.0458 0.0157 3 Diagnostics Plots Residual by Predicted Plot Residual by Row Plot Residual Normal Quantile Plot PCB concentration 150 200 250 300 350 Predicted 48.8149384 48.0636718 47.3124053 46.5611387 45.8098722 Lower 95% Mean thick 44.4950512 44.2811264 43.48156 42.1153992 40.3715521 4 Upper 95% Mean thick 53.13482549 51.84621727 51.14325049 51.00687824 51.24819216 Lower 95% Indiv thick 18.46173792 17.78227483 17.02493709 16.18977139 15.2774193 Upper 95% Indiv thick 79.16813882 78.34506879 77.59987343 76.93250602 76.34232501 5