finance

Fetching AAPL Dividends with Python: Scraping vs Using APIs

Introduction Developers and finance enthusiasts often need to retrieve stock data programmatically for analysis or trading. Rather than manually copying values, we can automate data retrieval with code. Two common approaches are web scraping and using an official API. Web scraping means fetching and parsing an HTML page, while APIs provide a structured data feed. […]

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How to Calculate Beta from Scratch using Python

Beta is one of the most widely used metrics in the investment world, especially for those who follow the Capital Asset Pricing Model (CAPM). But what exactly is beta, and how can you calculate it yourself? Let’s break it down! In this post, we’ll explain what beta is, why it’s important, how to calculate it,

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Compound Interest from Scratch using Python

In this post, we will explore one of the core concepts of finance that will drastically increase your gains over time — the famous snowball effect: Compound Interest. What is it? Compound interest is the concept of earning interest not only on your initial investment (principal) but also on the interest accumulating over time. Unlike

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