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Sep 11, 2023 - Rajnish Katharotiya
What is Price To Earnings Ratio and How to Calculate it using Python
Price-to-Earnings ratio is a relative valuation tool. It is used by investors to find great companies at low prices. In this post, we will build a Python script to calculate Price Earnings Ratio for comparable companies. Photo by Skitterphoto on Pexels Price Earnings Ratio and Comparable Compa...
Sep 11, 2023 - Rajnish Katharotiya
What is Business Risk and how to Measure it with Python
One of the key aspects to do well in the stock market is to know what is business risk. It is important to understand what type of business risks a company may have. Photo by Pixabay on Pexels What Is A Business Risk? Investopedia provides a very simple definition of business risk. Busin...
Sep 11, 2023 - Rajnish Katharotiya
Technical Analysis Bollinger Bands with Python
During this article, I would like to show you how to calculate and plot Bollinger bands with Python. Technical Analysis is a great tool use by investors and analysts to find out interesting stocks to add to the portfolio. By the end of the article, we will have a Python script where we only need ...
Sep 11, 2023 - Rajnish Katharotiya
Retrieve Company Fundamentals with Python
In this new post on Python for Finance, we are going to build an amazing Python tool to retrieve company fundamentals. It will be super simple to use. We will pass the ticker of the company that we are interested in and Python will do its magic to show us below Pandas DataFrame converted into an ...
Sep 11, 2023 - Rajnish Katharotiya
Portfolio Risk and Returns with Python
Would you like to know how your portfolio is performing and how much risk you are taking? In this post, you will learn how to measure portfolio risk and calculate portfolio returns using Python. We will see step by step how to calculate the risk and returns of a portfolio containing four stocks Appl...
Sep 11, 2023 - Rajnish Katharotiya
Portfolio Optimization with Python
What is Portfolio Optimization? Portfolio optimization is the process to identify the best possible portfolio from a set of portfolios. But how do we define the best portfolio? The answer depends on the investor profile. We may have investors pursuing different objectives when optimizing their...
Sep 11, 2023 - Rajnish Katharotiya
P/E Ratios Using Normalized Earnings
Price to Earnings is one of the key metrics use to value companies using multiples. The P/E ratio and other multiples are relative valuation metrics and they cannot be looked at in isolation. One of the problems with the P/E metric is the fact that if we are in the peak of a business cycle, earni...
Sep 11, 2023 - Rajnish Katharotiya
Industry Analysis with Python
During this post we are going to perform an industry analysis with Python. We will build, analyse and compare all stocks operating within an industry. To do so, we will pick an industry and get all important financial metrics for companies operating in that industry. Then, we will use a couple of fi...
Sep 11, 2023 - Rajnish Katharotiya
Income Statement Sensitivity Analysis with Python
During this post, we are going to perform an income statement sensitivity analysis using Python. We will first retrieve the income statement for a company. Then, we will check how an increase of sales impact net income by projecting the whole income statement. And all what we need is Python. Phot...
Sep 11, 2023 - Rajnish Katharotiya
Analyze the impact of exchange rates in companies using Python
Currency exposure may be one of the biggest headaches for big companies. From an investor perspective, it is important to understand the implications that changes in exchange rates have in company financials. In this post, we will first understand how exchange rates affect company profits. Then, we ...
