2024-06-05

DATAFRAME

What is the Distribution of Educational qualifications in the data?

From the above pie chart that is based on the overall dataset we can see that the most common educational qualification is High School followed by College and Masters.From this we can tell that most of the respondents have started their careers right after high school

Is there a connection between higher education and higher salaries?

There is a notable connection between higher education (Master’s and PhD) and higher salaries. Individuals with these advanced degrees are more likely to be in the high salary group, while those with only a high school education are less likely to earn high salaries.

How is High Salary related to Gender

Does gender influence salary differences, even when men and women have the same performance evaluation scores?

The chart indicates that, generally, males tend to have slightly higher salaries than females for the same performance evaluation scores,this suggests that gender may have an impact on the total salary

Is there any significant difference between men and women regards to their salaries and seniority

The chart indicates that males generally have higher salaries than females across different levels of seniority.This suggests that gender may have an impact on salary, with males often earning more than females even when they have the same level of seniority.

Is there any significant difference between men and women regards to their salaries and education?

The bar plot shows that men consistently earn more than women across all education levels. Specifically, for College, Masters, PhD, and High School education levels, men have higher total salaries compared to women, indicating a significant gender-based salary difference in favor of men

Analysis of Gender-Based Salary Differences

Men earn $26.49 more in bonus than women

Women earn $4776.03 less than men as base pay

On average, men earn $4802.52 more than women

Men earn more than women in every component of the salary!!!But the question is WHY?

References