Question: Can you please help me with this question? The regression results below are for data on Studying Science, the Y variable in the regression, and

Can you please help me with this question?

Can you please help me with this question? The regression results below

The regression results below are for data on "Studying Science", the Y variable in the regression, and "Male". the X variable. Both Y and X variables are equal to either 0 or 1. The data is also shown below. Using the regression output undertake a hypothesis test of whether there is a statistically significant difference in the proportion of males who study science against the alternative hypothesis that there is no difference. Use the 5% significance level. What do you conclude? SUMMARY OUTPUT Regression Statistics Multiple R 0.509201055 R Square 0.259285714 Adjusted R Square 0.209904762 Standard Error 0.417475406 Observations 17 ANOVA 55 MS F Significance F Regression 1 0.91512605 0.91512605 5.25072324 0.036827882 Residual 15 2.614285714 0.174285714 Total 16 3.529411765 Coefficients Standard Error Stat P-value Lower 95% Upper 95% Intercept 0.428571429 0.157790872 2.716072381 0.015936527 0.092248147 0.76489471 Male 0.471428571 0.205734126 2.291445666 0.036827882 0.032916662 0.909940481 Studying Science Male Select one: O The alternative hypothesis, that the proportion of males studying science is not equal to that of females, is rejected at the 5% significance level. O The null hypothesis, that the proportion of males studying science is equal to that of females, is not rejected at the 5% significance level. The alternative hypothesis, that the proportion of males studying science is not equal to that of females, cannot be rejected at the 5% significance level. The null hypothesis, that the proportion of males studying science is equal to that of females, is rejected at the 5% significance level

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