When using the test for homogeneity of variance, basically fouroutcomes or options can be considered if a violation of thehomogeneity of variance assumption is violated. These include:
Option 1: Since a violation of the homogeneity of varianceassumption occurred, the independent t-test may not be theappropriate statistical procedure for analysis of data. Therefore,we may opt for a lower order non-parametric statistical test.
Option 2: Since a violation of the homogeneity of varianceassumption occurred, the independent t-test may not be theappropriate statistical procedure for analysis of data. Therefore,we will abandon the test all together.
Option 3: Even though we violated the homogeneity of varianceassumption, we will continue to use the parametric measure due tothe robust nature of the tests.
Option 4: Resample with a larger sample size and retest.
Provide MULTIPLE pros and cons of each of the four options andwhich one you think is the most valid.
Please answer ALL the questions (as there are multiple) embeddedin the above task.
