This project presents an interactive Yearly Salary Review Dashboard for 2025, built to analyze organizational salary and bonus distribution across departments and cities in India. The dashboard enables data-driven insights into compensation trends, cost drivers, and regional salary variations using clear, business-oriented visualizations.

A data analysis project using webscraping techniques to figure out the discrepancy of yearly salary between Adjunct Professors and Full-Time Professors.

It costs an employer an average of 33% of an employee’s yearly salary after their exit. With our analysis, we aim to give information so that a company can investigate and mitigate controllable factors for attrition.

No description available

Visa Application Dashboard is an interactive web app built with Streamlit. It allows users to filter visa applications by region, education, employment type, status, year, and salary. Features include certification rate analysis, salary distributions, and yearly trends visualization.

Built an interactive Salary Analysis Dashboard using Power BI to visualize compensation trends by job title, experience level, company size, and employment type. The dashboard helps users analyze remote work ratios, salary distribution, and yearly trends to support data-driven HR.

This was a virtual experience offered by ANZ through InsideSherpa as part of their Data@ANZ program, which provides some insights into the sort of work the data science team at ANZ do. I completed both modules: Exploratory Data Analysis: I provided some preliminary descriptive statistics and segmented the data set by date and account, visualising transaction volume and spending and assessing the effect of outliers. Predictive Analytics: I estimated yearly salary of each account holder and explored correlations between salary and various customer attributes. Then I fit two predictive models - a multiple regression model and a decision-tree model and compared their in and out of sample predictive accuracy. I coded both these modules in R and produced a small set of slides for the first module, explaining the findings of the preliminary exploration as well as a report for the whole project with code, discussion and visualisations integrated.

Warren Buffett on the best way to balance income inequality Warren Buffett, investor and owner of Berkshire Hathaway has said in a recent interview that the most prudent approach to end income inequality is through offering Earned Income Tax Credit on top of salaries. “I think the Earned Income Tax Credit is the best way to put money in the pockets of people that don't fit well under the market system, but that are perfectly decent citizens, I also think that you want them to have a feeling of accomplishment.” Buffett the world’s third richest man said. The Earned Income Tax Credit is a new and sustainable refundable tax credit that goes to hundreds of thousands of low to mid income workers. In particular parents, and single parents to supplement their earnings. The main reason that Buffett favors the EITC is that it rewards people for hard work. Buffett believes that issuing people with EITC will be a lot more effective than simply increasing the minimum wage. He continued to say “They just need more cash. They don't need a higher wage; they need more cash in their pocket. And the government, at relatively low cost, can provide a decent living for anybody that's ... that's working 40 hours a week, and has a couple of children. And we've gone in that direction, and it's sort of bipartisan,” Additionally Buffett has said that he believes the EITC would more useful as a monthly payment rather than a yearly one, the bottom line Buffett was getting at, was that raising the EITC would effectively make the average person feel more part of the economic system as a whole. "I think there are various things you could do, but you want them to feel part of the system, and as more and more of these golden eggs are laid,” he said, “you want them to get a little more of their share." According to the analysis of Census data from the budget and Policy Priorities center in the year of 2017 it was reported that more than 29 million United States Citizens received the EITC. That increased ‘extra’ tax credit lifted the incomes of nearly nine million American households above the poverty line. If there is one thing we know, it is that Buffett has a wealth of knowledge when it comes to the economy. Martin Green – Midway Management