We are asked to calculate the pooled variance from the given raw data for two groups. Group 1 has the data: 15, 11, 8, 7, 6, 4, 13. Group 2 has the data: 4, 10, 15, 12, 12, 9, 8.

Probability and StatisticsVariancePooled VarianceSample VarianceStatistics
2025/4/22

1. Problem Description

We are asked to calculate the pooled variance from the given raw data for two groups. Group 1 has the data: 15, 11, 8, 7, 6, 4,
1

3. Group 2 has the data: 4, 10, 15, 12, 12, 9,

8.

2. Solution Steps

First, we calculate the sample mean for each group.
Let xix_i represent the data in Group 1, and yiy_i represent the data in Group
2.
xˉ=i=1n1xin1\bar{x} = \frac{\sum_{i=1}^{n_1} x_i}{n_1}
yˉ=i=1n2yin2\bar{y} = \frac{\sum_{i=1}^{n_2} y_i}{n_2}
where n1n_1 and n2n_2 are the number of data points in Group 1 and Group 2, respectively. Here n1=7n_1 = 7 and n2=7n_2 = 7.
xˉ=15+11+8+7+6+4+137=6479.1429\bar{x} = \frac{15+11+8+7+6+4+13}{7} = \frac{64}{7} \approx 9.1429
yˉ=4+10+15+12+12+9+87=707=10\bar{y} = \frac{4+10+15+12+12+9+8}{7} = \frac{70}{7} = 10
Next, we calculate the sample variance for each group.
sx2=i=1n1(xixˉ)2n11s_x^2 = \frac{\sum_{i=1}^{n_1} (x_i - \bar{x})^2}{n_1 - 1}
sy2=i=1n2(yiyˉ)2n21s_y^2 = \frac{\sum_{i=1}^{n_2} (y_i - \bar{y})^2}{n_2 - 1}
sx2=(1564/7)2+(1164/7)2+(864/7)2+(764/7)2+(664/7)2+(464/7)2+(1364/7)271s_x^2 = \frac{(15-64/7)^2 + (11-64/7)^2 + (8-64/7)^2 + (7-64/7)^2 + (6-64/7)^2 + (4-64/7)^2 + (13-64/7)^2}{7-1}
sx2=(5.8571)2+(1.8571)2+(1.1429)2+(2.1429)2+(3.1429)2+(5.1429)2+(3.8571)26s_x^2 = \frac{(5.8571)^2 + (1.8571)^2 + (-1.1429)^2 + (-2.1429)^2 + (-3.1429)^2 + (-5.1429)^2 + (3.8571)^2}{6}
sx2=34.3061+3.4589+1.3061+4.5918+9.8776+26.4531+14.87766=94.8712615.8119s_x^2 = \frac{34.3061 + 3.4589 + 1.3061 + 4.5918 + 9.8776 + 26.4531 + 14.8776}{6} = \frac{94.8712}{6} \approx 15.8119
sy2=(410)2+(1010)2+(1510)2+(1210)2+(1210)2+(910)2+(810)271s_y^2 = \frac{(4-10)^2 + (10-10)^2 + (15-10)^2 + (12-10)^2 + (12-10)^2 + (9-10)^2 + (8-10)^2}{7-1}
sy2=(6)2+(0)2+(5)2+(2)2+(2)2+(1)2+(2)26s_y^2 = \frac{(-6)^2 + (0)^2 + (5)^2 + (2)^2 + (2)^2 + (-1)^2 + (-2)^2}{6}
sy2=36+0+25+4+4+1+46=74612.3333s_y^2 = \frac{36 + 0 + 25 + 4 + 4 + 1 + 4}{6} = \frac{74}{6} \approx 12.3333
Now, we calculate the pooled variance sp2s_p^2.
sp2=(n11)sx2+(n21)sy2n1+n22s_p^2 = \frac{(n_1-1)s_x^2 + (n_2-1)s_y^2}{n_1+n_2-2}
sp2=(71)sx2+(71)sy27+72=6sx2+6sy212=sx2+sy22s_p^2 = \frac{(7-1)s_x^2 + (7-1)s_y^2}{7+7-2} = \frac{6s_x^2 + 6s_y^2}{12} = \frac{s_x^2 + s_y^2}{2}
sp2=15.8119+12.33332=28.1452214.0726s_p^2 = \frac{15.8119 + 12.3333}{2} = \frac{28.1452}{2} \approx 14.0726

3. Final Answer

14.0726

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