Mathematical knowledge is essentially important for newcomers who are coming to data science from different fields like engineering, hardware, chemical industry, retail, health care & medicine, business management and others. Even though these fields require experience with spreadsheets, projections, and numerical calculations but the mathematical skills required in data science can be significantly different.