In: Statistics and Probability
Assume you work for OSHA (Occupational Safety and Health Administration) and have complaints about noise levels from some of the workers at a state power plant. You charge the power plant with taking decibel readings at 2 different areas of the plant at different times of the day and week. The results of the data collection are listed. The safe hearing level is approximately 120 decibels
Area1 | Area 2 |
30 | 59 |
12 | 63 |
35 | 81 |
65 | 110 |
24 | 65 |
59 | 112 |
68 | 132 |
57 | 145 |
100 | 163 |
61 | 120 |
32 | 84 |
45 | 99 |
92 | 105 |
56 | 68 |
44 | 75 |
Question 1. Calculate mean, median, mode, and standard deviation to describe the data of collected data for Area 1 using Data>Data Analysis>Descriptive Statistics. Make precise interpretations of each statistical measure in Text Box (Insert>Text Box). (2 points)
Question 2. Calculate first, second and third quartiles for Area 2 (Q1, Q2, Q3, Excel: =QUARTILE()) and interquartile range (IQR=Q3-Q1). Make precise interpretations of each statistical measure. (2.0 points)
Question 3. Determine class width and create a frequency table with 4 classes for Area 1. The table should have the following headings (2.0 points): Class limits Frequency Relative frequency Cumulative frequency
Question 4. Draw bar chart (based on the data from question 3) describing the obtained relative frequency. Provide description. (0.5 point)
Question 5. Make recommendations about which plant area workers must be provided with protective ear wear. (1.0 point)
Q1:
Area 1 | |
Mean | 52 |
Standard Error | 6.237368 |
Median | 56 |
Mode | #N/A |
Standard Deviation | 24.15722 |
Sample Variance | 583.5714 |
Kurtosis | -0.01606 |
Skewness | 0.419634 |
Range | 88 |
Minimum | 12 |
Maximum | 100 |
Sum | 780 |
Count | 15 |
Mean=52 i.e. average reading of Area 1 is 52.
Median=56 i.e. 50% of readings of Area 1 have noise level more than 56 or 50% reading of Area 2 have noise level less than 56.
Since each observation appears exactly one so mode does not exist,
Standard deviation=24.15722 and it measures the deviation of the readings of Area 1 from average reading of Area 1.
Q2:
Q1= | 71.5 |
Q2= | 99 |
Q3= | 116 |
IQR=Q3-Q1= | 44.5 |
25% of readings of Area 2 below 71.5, 50% of readings of Area 2 below 99, 75% of readings of Area 2 below 116 and middle 50% readings of Area 2 lies between 71.5 and 116. IQR measures the variation of readings of Area 2.
Q3:
Class boundary | Frequency | Relative frequency | Cumulative frequency |
12--34 | 4 | 0.2667 | 4 |
34-56 | 4 | 0.2667 | 8 |
56-78 | 5 | 0.3333 | 13 |
78-100 | 2 | 0.1333 | 15 |
Total | 15 | 1 |
Q4:
Q5: From above we see that median of Area 1 <median of Area 2, hence Area 1 provides with protective ear wear.