The paper attempts to do a time series analysis of stock prices taking into account the impact of the recent novel coronavirus, COVID-19, and market trends in the form of stock data of companies that have been very popularized and have seen tremendous growth since the downturn of the stock market in early 2020. It will be interesting to see how this pandemic that has affected the whole world, affects our financial markets. For this paper, I will focus on three returns from three companies that have had a lot of momentum and growth in the stock market for 2020. I decided to look at one stock from each sector of the market. Zoom represents the communications sector, Moderna represents the healthcare sector and Salesforce represents the technology factor.