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For each of the four problems below use the online applications in the notes to calculate the hypothesis test. In your respon
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  • Here we are to test
    \small H_0:\mu_{men}=\mu_{women} \text{ v/s }H_1:\mu_{men} \neq \mu_{women}
    We use the test statistic:
    \large T=\frac{\overline{x_{men}}-\overline{x_{women}}}{\sqrt{\frac{s_{men^2}}{n_{men}}+\frac{s_{women}^2}{n_{women}}}}

    Under Null,
    \large T \sim t_{n_{men}+n_{women}-2}

    Given Information
    \large \overline{x_{men}}=5.2
    \large s_{men}=0.9
    \large n_{men}=75

    \large \overline{x_{women}}=4.5
    \large s_{women}=0.7
    \large n_{women}=55


    \large \therefore T=\frac{5.2-4.5}{\sqrt{\frac{0.9^2}{75}+\frac{0.7^2}{55}}}=4.9861

    p-value
    \large P(t_{128}<|T|)
    \large =P(t_{128}<-4.9861)+P(t_{128}>4.9861)
    \large =0.00000098 +0.00000098
    \large =0.00000196<0.01

    Since the p-value is less than 0.01, we reject H0 at 1% level of significance, and conclude that there is a difference between a man and a woman's outlook towards the scenario.



  • Here we are to test
    \small H_0:p_{senior}=p_{freshma} \text{ v/s }H_1:p_{senior} < p_{freshman}
    We use the test statistic:
    \large T=\frac{\widehat{p_{senior}}-\widehat{p_{freshman}}}{\sqrt{\frac{\widehat{p_{senior}}(1-\widehat{p_{senior}})}{n_{senior}}+\frac{\widehat{p_{freshman}}(1-\widehat{p_{freshman}})}{n_{freshman}}}}

    Under Null,
    \large T \sim t_{n_{senior}+n_{freshman}-2}

    GIven Information
    \large \widehat{p_{senior}}=\frac{71}{100}=0.71
    \large \widehat{p_{freshman}}=\frac{82}{100}=0.82
    \large n_{freshman}=100
    \large n_{senior}=100

    \large \therefore T=\frac{0.71-0.82}{\sqrt{\frac{0.71(1-0.71)}{100}+\frac{0.82(1-0.82)}{100}}}=-1.850

    p-value
    \large P(T<-t_{198})
    \large =P(-T>t_{198})

    \large =P(t_{198}<-T)
    \large =P(t_{198}<-1.85)
    \large =0.03289461<0.05

    Hence, we reject Null Hypothesis at 5% level of significance, and conclude that, there is significant difference between the seniors and freshmen.


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