Before revision:  We now ask a question: Can higher savings moderate the income inequality?
After revision:  We are interested in gaining an insight about the co-evolution of the countries in the inequality space, from a data science perspective. For this purpose, we use the time series data for Gini indices of different countries, and construct the equal-time cross-correlation matrix. We then use this to construct a similarity matrix and generate a map with the countries as different points generated through a multi-dimensional scaling technique. We also produce a similar map of different countries using the time series data for Gross Domestic Savings (\% of GDP). We also pose a different, yet significant, question: Can higher savings moderate the income inequality?