we will be using the demographics dataset from data.gov.sg to analyse the population changes in Singapore throughout the years and which ethnic group has the biggest influence in the aging population rate.

we will be looking at the unlicensed moneylending and harassment trend in Singapore for the last 10 years and see whether any improvement has been made.

In May this year, the CEO of Singapore Press Holding (SPH) had an outburst at a press conference, as he "takes umbrage" at a reporter's question on editorial integrity. This incident arouse my curiosity on the performance of SPH leadership team and therefore, in this R analysis, we will be comparing the performance of the old team against the current team by looking at its profit and share prices.

looking at the distribution of Singapore's chinese dialect and see whether has there been any changes in its make up between different age groups