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A random sample of 4100 person from a Large population 120 are female. Can you say pernale and fepnale are in ratio \( 5: 3 \) in the population. Using \( 1 \% \) leuel of significan

Ask by French Peterson. in India
Feb 16,2025

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Based on the sample data, the ratio of males to females is not 5:3 in the population.

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We want to test whether the ratio of males to females in the population is 5:3. In a 5:3 ratio, the proportion of females is   3/(5 + 3) = 3/8 = 0.375  (37.5%). The null hypothesis (H₀) is that the population proportion of females (p) is 0.375. The alternative hypothesis (H₁) is that it is not 0.375. Given:  • Sample size, n = 4100  • Number of females observed = 120  • Sample proportion, p̂ = 120/4100 ≈ 0.0293 (about 2.93%) Step 1. Compute the standard error (SE) under H₀:   SE = √[p₀(1 - p₀) / n] where p₀ = 0.375. Thus:   SE = √[0.375 × 0.625 / 4100]    = √[0.234375 / 4100]    ≈ √(0.0000572)    ≈ 0.007563 Step 2. Compute the z-test statistic:   z = (p̂ - p₀) / SE   = (0.0293 - 0.375) / 0.007563   = (-0.3457) / 0.007563   ≈ -45.74 Step 3. Determine the critical z-values for a 1% level of significance.  For a two-tailed test at the 1% level, the critical values are approximately ±2.5758.  Because our computed z-value of -45.74 is far below -2.5758, it falls in the rejection region. Step 4. Conclusion: Since |z| = 45.74 is extremely large compared to the critical value and the p-value is nearly 0, we reject the null hypothesis at the 1% significance level. This means the sample provides overwhelming evidence that the true proportion of females is not 37.5% as would be expected if the male and female counts were in the ratio 5:3. Final Answer: No, based on the sample data (with only 120 females out of 4100 persons), the evidence strongly rejects the claim that males and females are in a 5:3 ratio in the population.

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To analyze the ratio of males to females in a population where females are expected to be in a \( 5:3 \) ratio, we start by calculating the expected number of males and females. In a population where females are represented by 3 parts and males by 5 parts, the total is 8 parts. From 4100 people, we expect around \( 3/8 \times 4100 = 1537.5 \) females and \( 5/8 \times 4100 = 2562.5 \) males. With only 120 observed females, there's a significant deviation, suggesting that the ratios may not hold, especially at the \( 1\% \) significance level during hypothesis testing. When performing the hypothesis test, ensure you establish your null and alternative hypotheses clearly. The null hypothesis (H0) could be that the observed ratio aligns with the expected \( 5:3 \) ratio, while the alternative hypothesis (H1) states that it does not. After computing the chi-squared statistic and comparing it against critical values from the chi-squared distribution for your degrees of freedom, you'll determine if the observed ratio significantly differs from the expected ratio. Make sure to check your calculations thoroughly to avoid common pitfalls, such as not accounting for the expected frequencies in each category when conducting your test.

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