Tag: volatility

  • Risk-Return Analysis and LSTM Price Predictions of 4 Major Tech Stocks in 2023

    Risk-Return Analysis and LSTM Price Predictions of 4 Major Tech Stocks in 2023

    The open-source Python workflow breaks down our investigation into the following 4 steps: (1) invoke yfinance to import real-time stock information into a Pandas dataframe; (2) visualize different dataframe columns with Seaborn and Matplotlib; (3) compare stock risk/return using historical data; (4) predict stock prices in 2023 with the trained LSTM model. Input Data Let’s…

  • Portfolio max(Return/Risk) Stochastic Optimization of 20 Dividend Growth Stocks

    Portfolio max(Return/Risk) Stochastic Optimization of 20 Dividend Growth Stocks

    The goal of portfolio optimization is to build a stock portfolio that yields the maximum possible return while maintaining the amount of risk you’re willing to carry. Referring to our previous case study, let’s invoke the stochastic optimization algorithm and the corresponding code to create an optimized portfolio by testing 10,000 combinations of the following…

  • The Donchian Channel vs Buy-and-Hold Breakout Trading Systems – $MO Use-Case

    The Donchian Channel vs Buy-and-Hold Breakout Trading Systems – $MO Use-Case

    Featured Photo Graham Wizardo on Pexels In fact, this algo trading Python project was inspired by the recent thread by @simply_robo Indeed, this is all about Altria Group, Inc. (NYSE: MO) – a Dividend King moving beyond smoking.   In this article, the historical data of $MO will be used to backtest and compare trading…

  • Stock Market ’22 Round Up & ’23 Outlook: Zacks Strategy vs Seeking Alpha Tactics

    Stock Market ’22 Round Up & ’23 Outlook: Zacks Strategy vs Seeking Alpha Tactics

    Featured Photo by Pixabay Contents: Zacks Market Research 2022 has been a strong year for jobs: Commodity markets: Energy: Global Investments: In the Zacks October 2022 Chief Investment Officer (CIO) survey, the CIOs made it fairly clear how they felt about investing outside the US. Answer: not great. Corporate High Yield and Investment Grade Bonds:In…

  • Bear vs. Bull Portfolio Risk/Return Optimization QC Analysis

    Bear vs. Bull Portfolio Risk/Return Optimization QC Analysis

    Based on the Portfolio Allocation and Optimization Algorithm discussed earlier and the related portfolio management, let’s run the Bear vs. Bull QC test of the portfolio P=[MSFT, AAPL, NDAQ] in terms of the Risk/Return Ratio (RRR). We have got a Sharpe ratio of less than one that is considered unacceptable or bad. The risk the…

  • Gulf’s Oil Price Web Scraping in R

    Gulf’s Oil Price Web Scraping in R

    Gulf’s Oil Price Web Scraping in R. Gulf states to gain $1.3 trillion in additional oil revenue by 2026: IMF. We discuss the basics of sourcing oil market price data for free online. discuss the basics of sourcing oil market price data for free online. Webscraping in R is a technique to retrieve large amounts…

  • Basic Stock Price Analysis in Python

    Basic Stock Price Analysis in Python

    Our basic stock price analysis in Python includes stock prices, stock volume, market capitalization, 50/200-day moving average, scattered X-plot matrix, and stock volatility or standard deviation.

  • RISK AWARE INVESTMENT: GUIDE FOR EVERYONE 

    This is a 7-day risk aware investing/trading tour for all levels of newbies to benefit from. The goal is to answer the million-dollar question: How do I get started within 1 week (!) without prior knowledge, what to invest in – and how much? Based on an extensive stock data analysis of the largest Fortune…