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Difference between two means: pooled t-testEdexcel A-Level Further Maths: Flashcards

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When is the pooled $t$-test used?

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When is the pooled tt-test used?
For independent samples from Normal populations with equal but unknown variances.
Pooled estimate of variance?
s2=(nX−1)sx2+(nY−1)sy2nX+nY−2s^2=\frac{(n_X-1)s_x^2+(n_Y-1)s_y^2}{n_X+n_Y-2}
Degrees of freedom for the pooled test?
nX+nY−2n_X+n_Y-2
Test statistic under H0:μX=μYH_0:\mu_X=\mu_Y?
t=xˉ−yˉs1nX+1nYt=\frac{\bar{x}-\bar{y}}{s\sqrt{\frac1{n_X}+\frac1{n_Y}}}
Estimated standard error of Xˉ−Yˉ\bar{X}-\bar{Y}?
s1nX+1nYs\sqrt{\frac1{n_X}+\frac1{n_Y}}
Confidence interval for μX−μY\mu_X-\mu_Y?
(xˉ−yˉ)±t s1nX+1nY(\bar{x}-\bar{y})\pm t\,s\sqrt{\frac1{n_X}+\frac1{n_Y}} with tt the two-tailed critical value.
Which assumptions justify the pooled test?
Both populations Normal, population variances equal, and the two samples independent.
Why is a tt distribution used and not a Normal one?
Because the common variance is unknown and is estimated from the samples.
Pooled variance from sums of squares?
s2=Sxx+SyynX+nY−2s^2=\frac{S_{xx}+S_{yy}}{n_X+n_Y-2} with Sxx=∑x2−(∑x)2nXS_{xx}=\sum x^2-\frac{(\sum x)^2}{n_X}
A confidence interval for μX−μY\mu_X-\mu_Y contains 00. What does that suggest?
No evidence of a difference in the means at the matching significance level.
Where should the pooled variance lie?
Between the two sample variances, closer to that of the larger sample.
Which critical value for a 95%95\% confidence interval?
The two-tailed 5%5\% point, leaving 2.5%2.5\% in each tail, of tnX+nY−2t_{n_X+n_Y-2}.

Exam questions on Difference between two means: pooled t-test

  1. Independent random samples are taken from two Normal populations whose variances are equal but unknown. Sample XX has size 1010 and sample variance sx2=3.6s_x^2=3.6. Sample YY has size 1212 and sample variance sy2=6.0s_y^2=6.0. The pooled estimate of the common variance is s2s^2.
    Find the estimated standard error of Xˉ−Yˉ\bar{X}-\bar{Y}, that is s110+112s\sqrt{\frac{1}{10}+\frac{1}{12}}, to 3 significant figures.2 marks
  2. A pooled tt test of H0:μX=μYH_0:\mu_X=\mu_Y is carried out using independent random samples of sizes nX=6n_X=6 and nY=9n_Y=9 from two Normal populations. The sample means are xˉ=52.4\bar{x}=52.4 and yˉ=49.1\bar{y}=49.1, and the pooled estimate of the common variance is s2=11.7s^2=11.7. The test is two-tailed at the 5%5\% significance level.
    Calculate the value of the test statistic.2 marks
  3. Students solve the same puzzle using one of two methods. Eight students use method A, with times xx seconds, where ∑x=96\sum x=96 and ∑x2=1180\sum x^2=1180. Ten different students use method B, with times yy seconds, where ∑y=150\sum y=150 and ∑y2=2310\sum y^2=2310. Times for each method may be assumed to be Normally distributed with a common variance.
    Find the pooled estimate of the common variance of the two populations.3 marks
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Written by the Exaim team, led by Shaun Daswani (Head of Upper Secondary, Improve ME Institute; MSc Financial Mathematics, Imperial College London; BSc, UCL) and Jason Daswani (operational lead, Improve ME Institute; LSE).