To answer the question we have fitted two models below. In each the outcome variable is Abdomen Dry Weight (AbdDryW). Sex (coded 0 for males and 1 for females) and Total Dry Weight are the explanatory variables.
1. Regression: Abdomen Dry Weight versus Sex
Model Summary
Estimate Std. Error t value Pr(>|t|)
(Intercept) 7.51 1.571 4.779 0.000
Sex 1.677 1.111 1.509 0.155
Residual standard error: 0.311 on 13 degrees of freedom
Multiple R-squared: 0.149, Adjusted R-squared: 0.084
F-statistic: 6.639 on 1 and 13 DF, p-value: 0.155
The confidence intervals are:
2.5 % 97.5 %
(Intercept) 4.115 10.905
Sex -0.723 4.077
2. Regression: Abdomen Dry Weight versus Sex and Total Dry Weight
Model Summary
Estimate Std. Error t value Pr(>|t|)
(Intercept) -8.308 1.162 -7.147 0.000
Sex 0.185 0.289 0.638 0.536
Total Dry Weight 0.712 0.049 14.409 0.000
Residual standard error: 0.265 on 12 degrees of freedom
Multiple R-squared: 0.954, Adjusted R-squared: 0.946
F-statistic: 47.949 on 2 and 12 DF, p-value: 0.000
The confidence intervals are:
2.5 % 97.5 %
(Intercept) -10.841 -5.776
Sex -0.45 0.82
Total Dry Weight 0.604 0.82
a) What is the estimated difference in mean abdomen dry weight of females compared to male butterflies without adjusting for total dry weight?
b) In Model 1, is there evidence of a significant difference in mean abdomen dry weight of females compared to male butterflies?
- The p-value for the Sex coefficient is smaller than 0.05 and the coefficient for Sex is negative, so there is evidence of a difference, and the abdomen of females is lighter on average than those of males.
- The p-value for the Sex coefficient is smaller than 0.05 and the coefficient for Sex is positive, so there is evidence of a difference, and the abdomen of females is heavier on average than those of males.
- The p-value for the Sex coefficient is greater than 0.05 and the coefficient for Sex is negative, so there is evidence that the abdomen of females is lighter on average than those of males.
- The p-value for the Sex coefficient is greater than 0.05 and the coefficient for Sex is positive, so there is evidence that the abdomen of females is heavier on average than those of males.
- The p-value for the Sex coefficient is greater than 0.05, so there is no evidence of a difference in mean abdomen dry weight of females compared to male butterflies.