Mineral water bottle fills Study
A machine is set to fill plastic bottle containers with 750 ml of mineral water. To meet quality standards, the variability of the fills of all the bottles should be no more than σ = 5 ml. To test this quality requirement, a random sample of 20 filled bottles is selected and their volumes measured. The standard deviation of the fills was found to be 5.8 ml.
(See Excel file C8.2 – bottle fills.)
Test, at the 5% level of significance, whether the filling machine is operating within the quality standards (i.e. filling bottles with a standard deviation (σ) of fills of no more than 5 ml (i.e. σ² = 25).
Note: The population parameter being tested is a single population variance (σ²)
Step 1: Define the null and alternative hypothesis
H_0 : σ² ≤ 25 The management question resides in H_0.
H_1 : σ² > 25
This is a one-sided upper-tailed test.
Step 2: Determine the region of acceptance of the null hypothesis (use α = 0.05)
The test statistic is the chi-square statistic, χ².
The critical chi -square limit is χ²-crit = χ²(0.05,19) = 30.14 (Table 3, Appendix 1).
In Excel, use CHISQ.INV.RT(0.05,19).
Thus the region of acceptance for H_0 is χ² ≤ 30.14.
The decision rule for accepting or rejecting H_0 is as follows:
Step 3: Calculate the sample test statistic (χ²-stat)
χ² – stat = \frac{(20-1)(5.8)^2}{5^2} = 25.57 Use Formula 8.4
Also, the p-value = 0.1427 (In Excel, use CHISQ.DIST.RT(25.57,19) = 0.1427)
Step 4: Compare the sample test statistic to the area of acceptance
The sample test statistic, lies within the region of acceptance of H_0.
(i.e. χ²-stat (= 25.57) < χ²-crit (= 30.14)). Alternatively, p-value (= 0.1427) > α = 0.05.
Refer to Figure 8.14 which shows the sample test statistic (χ²-stat) in relation to the regions of acceptance and rejection of H_0.
Step 5: Draw statistical and management conclusions
Statistical Conclusion
Since χ²-stat lies within the acceptance region, accept H_0 at the 5% level of significance. There is insufficient sample evidence to reject H_0 in favour of H_1.
Management Conclusion
It can be concluded, with 95% confidence, that the variability of bottle fills is no more than σ = 5 ml. Thus the bottling machine is producing bottled mineral water within the product specification limits of variability.
TABLE 3 The Chi-square distribution (χ²) The entries in this table are critical χ² limits where α is the area to the right of the critical limit. In Excel (2016): CHISQ.INV.RT(α, df) | ![]() |
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α | 0.005 | 0.01 | 0.025 | 0.05 | 0.1 | 0.9 | 0.95 | 0.975 | 0.99 | 0.995 |
df | ||||||||||
1 | 7.879 | 6.635 | 5.024 | 3.841 | 2.706 | 0.016 | 0.004 | 0.001 | 0.000 | 0.000 |
2 | 10.597 | 9.210 | 7.378 | 5.991 | 4.605 | 0.211 | 0.103 | 0.051 | 0.020 | 0.010 |
3 | 12.838 | 11.345 | 9.348 | 7.815 | 6.251 | 0.584 | 0.352 | 0.216 | 0.115 | 0.072 |
4 | 14.860 | 13.277 | 11.143 | 9.488 | 7.779 | 1.064 | 0.711 | 0.484 | 0.297 | 0.207 |
5 | 16.750 | 15.086 | 12.833 | 11.070 | 9.236 | 1.610 | 1.145 | 0.831 | 0.554 | 0.412 |
6 | 18.548 | 16.812 | 14.449 | 12.592 | 10.645 | 2.204 | 1.635 | 1.237 | 0.872 | 0.676 |
7 | 20.278 | 18.475 | 16.013 | 14.067 | 12.017 | 2.833 | 2.167 | 1.690 | 1.239 | 0.989 |
8 | 21.955 | 20.090 | 17.535 | 15.507 | 13.362 | 3.490 | 2.733 | 2.180 | 1.646 | 1.344 |
9 | 23.589 | 21.666 | 19.023 | 16.919 | 14.684 | 4.168 | 3.325 | 2.700 | 2.088 | 1.735 |
10 | 25.188 | 23.209 | 20.483 | 18.307 | 15.987 | 4.865 | 3.940 | 3.247 | 2.558 | 2.156 |
11 | 26.757 | 24.725 | 21.920 | 19.675 | 17.275 | 5.578 | 4.575 | 3.816 | 3.053 | 2.603 |
12 | 28.300 | 26.217 | 23.337 | 21.026 | 18.549 | 6.304 | 5.226 | 4.404 | 3.571 | 3.074 |
13 | 29.819 | 27.688 | 24.736 | 22.362 | 19.812 | 7.042 | 5.892 | 5.009 | 4.107 | 3.565 |
14 | 31.319 | 29.141 | 26.119 | 23.685 | 21.064 | 7.790 | 6.571 | 5.629 | 4.660 | 4.075 |
15 | 32.801 | 30.578 | 27.488 | 24.996 | 22.307 | 8.547 | 7.261 | 6.262 | 5.229 | 4.601 |
16 | 34.267 | 32.000 | 28.845 | 26.296 | 23.542 | 9.312 | 7.962 | 6.908 | 5.812 | 5.142 |
17 | 35.718 | 33.409 | 30.191 | 27.587 | 24.769 | 10.085 | 8.672 | 7.564 | 6.408 | 5.697 |
18 | 37.156 | 34.805 | 31.526 | 28.869 | 25.989 | 10.865 | 9.390 | 8.231 | 7.015 | 6.265 |
19 | 38.582 | 36.191 | 32.852 | 30.144 | 27.204 | 11.651 | 10.117 | 8.907 | 7.633 | 6.844 |
20 | 39.997 | 37.566 | 34.170 | 31.410 | 28.412 | 12.443 | 10.851 | 9.591 | 8.260 | 7.434 |
21 | 41.401 | 38.932 | 35.479 | 32.671 | 29.615 | 13.240 | 11.591 | 10.283 | 8.897 | 8.034 |
22 | 42.796 | 40.289 | 36.781 | 33.924 | 30.813 | 14.041 | 12.338 | 10.982 | 9.542 | 8.643 |
23 | 44.181 | 41.638 | 38.076 | 35.172 | 32.007 | 14.848 | 13.091 | 11.689 | 10.196 | 9.260 |
24 | 45.559 | 42.980 | 39.364 | 36.415 | 33.196 | 15.659 | 13.848 | 12.401 | 10.856 | 9.886 |
25 | 46.928 | 44.314 | 40.646 | 37.652 | 34.382 | 16.473 | 14.611 | 13.120 | 11.524 | 10.520 |
26 | 48.290 | 45.642 | 41.923 | 38.885 | 35.563 | 17.292 | 15.379 | 13.844 | 12.198 | 11.160 |
27 | 49.645 | 46.963 | 43.195 | 40.113 | 36.741 | 18.114 | 16.151 | 14.573 | 12.879 | 11.808 |
28 | 50.993 | 48.278 | 44.461 | 41.337 | 37.916 | 18.939 | 16.928 | 15.308 | 13.565 | 12.461 |
29 | 52.336 | 49.588 | 45.722 | 42.557 | 39.087 | 19.768 | 17.708 | 16.047 | 14.256 | 13.121 |
30 | 53.672 | 50.892 | 46.979 | 43.773 | 40.256 | 20.599 | 18.493 | 16.791 | 14.953 | 13.787 |
31 | 55.003 | 52.191 | 48.232 | 44.985 | 41.422 | 21.434 | 19.281 | 17.539 | 15.655 | 14.458 |
32 | 56.328 | 53.486 | 49.480 | 46.194 | 42.585 | 22.271 | 20.072 | 18.291 | 16.362 | 15.134 |
33 | 57.648 | 54.776 | 50.725 | 47.400 | 43.745 | 23.110 | 20.867 | 19.047 | 17.074 | 15.815 |
34 | 58.964 | 56.061 | 51.966 | 48.602 | 44.903 | 23.952 | 21.664 | 19.806 | 17.789 | 16.501 |
35 | 60.275 | 57.342 | 53.203 | 49.802 | 46.059 | 24.797 | 22.465 | 20.569 | 18.509 | 17.192 |
36 | 61.581 | 58.619 | 54.437 | 50.998 | 47.212 | 25.643 | 23.269 | 21.336 | 19.233 | 17.887 |
37 | 62.883 | 59.893 | 55.668 | 52.192 | 48.363 | 26.492 | 24.075 | 22.106 | 19.960 | 18.586 |
38 | 64.181 | 61.162 | 56.896 | 53.384 | 49.513 | 27.343 | 24.884 | 22.878 | 20.691 | 19.289 |
39 | 65.476 | 62.428 | 58.120 | 54.572 | 50.660 | 28.196 | 25.695 | 23.654 | 21.426 | 19.996 |
40 | 66.766 | 63.691 | 59.342 | 55.758 | 51.805 | 29.051 | 26.509 | 24.433 | 22.164 | 20.707 |
45 | 73.166 | 69.957 | 65.410 | 61.656 | 57.505 | 33.350 | 30.612 | 28.366 | 25.901 | 24.311 |
50 | 79.490 | 76.154 | 71.420 | 67.505 | 63.167 | 37.689 | 34.764 | 32.357 | 29.707 | 27.991 |
55 | 85.749 | 82.292 | 77.380 | 73.311 | 68.796 | 42.060 | 38.958 | 36.398 | 33.570 | 31.735 |
60 | 91.952 | 88.379 | 83.298 | 79.082 | 74.397 | 46.459 | 43.188 | 40.482 | 37.485 | 35.534 |
65 | 98.105 | 94.422 | 89.177 | 84.821 | 79.973 | 50.883 | 47.450 | 44.603 | 41.444 | 39.383 |
70 | 104.215 | 100.425 | 95.023 | 90.531 | 85.527 | 55.329 | 51.739 | 48.758 | 45.442 | 43.275 |
75 | 110.286 | 106.393 | 100.839 | 96.217 | 91.061 | 59.795 | 56.054 | 52.942 | 49.475 | 47.206 |
80 | 116.321 | 112.329 | 106.629 | 101.879 | 96.578 | 64.278 | 60.391 | 57.153 | 53.540 | 51.172 |
85 | 122.325 | 118.236 | 112.393 | 107.522 | 102.079 | 68.777 | 64.749 | 61.389 | 57.634 | 55.170 |
90 | 128.299 | 124.116 | 118.136 | 113.145 | 107.565 | 73.291 | 69.126 | 65.647 | 61.754 | 59.196 |
95 | 134.247 | 129.973 | 123.858 | 118.752 | 113.038 | 77.818 | 73.520 | 69.925 | 65.898 | 63.250 |
100 | 140.169 | 135.807 | 129.561 | 124.342 | 118.498 | 82.358 | 77.929 | 74.222 | 70.065 | 67.328 |
110 | 151.948 | 147.414 | 140.917 | 135.480 | 129.385 | 91.471 | 86.792 | 82.867 | 78.458 | 75.550 |
120 | 163.648 | 158.950 | 152.211 | 146.567 | 140.233 | 100.624 | 95.705 | 91.573 | 86.923 | 83.852 |
130 | 175.278 | 170.423 | 163.453 | 157.610 | 151.045 | 109.811 | 104.662 | 100.331 | 95.451 | 92.222 |
150 | 198.360 | 193.208 | 185.800 | 179.581 | 172.581 | 128.275 | 122.692 | 117.985 | 112.668 | 109.142 |
160 | 209.824 | 204.530 | 196.915 | 190.516 | 183.311 | 137.546 | 131.756 | 126.870 | 121.346 | 117.679 |
170 | 221.242 | 215.812 | 207.995 | 201.423 | 194.017 | 146.839 | 140.849 | 135.790 | 130.064 | 126.261 |
180 | 232.620 | 227.056 | 219.044 | 212.304 | 204.704 | 156.153 | 149.969 | 144.741 | 138.820 | 134.884 |
190 | 243.959 | 238.266 | 230.064 | 223.160 | 215.371 | 165.485 | 159.113 | 153.721 | 147.610 | 143.545 |
200 | 255.264 | 249.445 | 241.058 | 233.994 | 226.021 | 174.835 | 168.279 | 162.728 | 156.432 | 152.241 |