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Spark Foundation Hypothesis Test

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Spark Foundation Inc is a well renounded company. They have over 5000 employees all across the globe. Out of which we managed to accumlate data for 174 people (samle) on a random basis. We have data showing us their name, age, gender, nationality, ethenicity, tenure, department, department, position and annual salary.

We are going to test if there is a significant difference in their salaries, based on gender. We will use hypothesis test for mean salaries to check for gender discrimination. We will further analyze is there a race or age discrimination as well.

Hypothesis Testing in Brief

All of the condition satisfies should satisfy to perform Student's T Test :

  • Unknown Variance, since sample data and assumed to be equal
  • dependant samples

Process :

  1. Calucate n (sample size) for both dataset.
  2. Standard Deviation
  3. Pooled Variance
  4. Standard Error
  5. Degree of freedom
  6. T Statistic Value
  7. Calculate P Value

Assess the p value to declare the reault.