NANikhil Adithyaninfreecodecamp.org·4d ago · 16 min readHow to Analyze Analyst Estimate Ranges with PythonMost financial models use analyst consensus as a single forward-looking input: revenue estimate, EPS estimate, EBITDA estimate, or some version of a forward margin assumption. That works, but it flatt00
NANikhil Adithyaninfreecodecamp.org·Jun 13 · 24 min readGeopolitical Risk Isn't One Thing. I Built a Python Framework to Prove ItOn April 3, 2025, the US announced sweeping tariffs on Chinese imports. SPY dropped 4.8% that day. The next day, it dropped another 6%. Financial news ran the usual headline: markets rattled by geopol00
NANikhil Adithyaninfreecodecamp.org·Jun 7 · 18 min readHow to Choose the Best Stock Market API for FinTech Projects and AI Agents Choosing a stock API looks simple until the project becomes real. At first, you only need a few prices. You send a request, get JSON back, load it into pandas, and move on. But the moment that API sta00
NANikhil Adithyaninfreecodecamp.org·May 29 · 19 min readBeyond NVIDIA: Where the AI Infra Trade Actually Shows UpThe AI capex trade is usually discussed like one clean idea. Capex simply means capital expenditure, or the money companies spend on long-term assets like data centers, chips, servers, power systems, 00
NANikhil Adithyaninfreecodecamp.org·May 7 · 23 min readHow to Build a Live Options Database in Python – A Complete GuideLive options analytics change constantly. Implied volatility shifts, Greeks drift, and the shape of the surface can look different even a few minutes later. But a lot of teams still treat these number00
