Value at Risk (VaR) In Python: Monte Carlo Method

Ryan O'Connell, CFA, FRM • June 19, 2023
Video Thumbnail
Ryan O'Connell, CFA, FRM Logo

Ryan O'Connell, CFA, FRM

@ryanoconnellcfa

About

Finance, investing, quantitative finance, and financial modeling videos posted weekly! I've embraced entrepreneurship, focusing full-time on empowering finance enthusiasts through tutoring and consulting. With a solid foundation from a Master in Computer and Information Technology at the University of Pennsylvania and a Master in Finance from Texas A&M University, I leverage over 8 years of finance experience to offer insightful content and services. *This channel is owned and operated by Portfolio Constructs LLC*

Video Description

Discover the power of Python for risk analysis in our tutorial 'Value at Risk (VaR) In Python: Monte Carlo Method.' We delve deep into the world of financial risk, breaking down the complex Monte Carlo method and its application in calculating VaR. Whether you're a financial analyst, data scientist, or Python enthusiast, this video will provide you with practical, actionable knowledge. Get ready to master the art of risk prediction using Monte Carlo simulations in Python! 📈 *See Why I Recommend This Broker:* https://ryano.finance/ibkr-overview 💻 *Find the Code Written In this Video Here:* https://ryanoconnellfinance.com/monte-carlo-value-at-risk-python/ 🎓 *Columbia AI for Business & Finance Certificate Program* 🎓 ► *Use code RYAN for up to $500 Off:* https://ryano.finance/columbia-ai Chapters: 0:00 - Intro to "Value at Risk (VaR) In Python" 0:15 - Installing Necessary Libraries 0:43 - Set Time Range of Historical Returns 1:54 - Choose You're Stock Tickers 2:34 - Download Adjusted Close Prices from yFinance 4:14 - Calculate Daily Log Returns 6:06 - Calculate Portfolio Expected Return 7:52 - Calculate Portfolio Standard Deviation 10:11 - Create an Equally Weighted Portfolio 11:35 - Determine Z-Scores Randomly 12:25 - Calculate Scenario Gains & Losses 14:20 - Run 10,000 Simulations (Monte Carlo Method) 15:35 - Specify Confidence Interval Level & Calculate VaR 17:49 - Plot the Results on a Bell Curve *Disclosure: This is not financial advice and should not be taken as such. The information contained in this video is an opinion. Some of the information could be wrong. This channel is owned and operated by Portfolio Constructs LLC

You May Also Like

Python Data Analysis Must-Haves

AI-recommended products based on this video

Loading...
Freenove Ultimate Starter Kit for BBC micro bit (V2 Included), 316-Page Detailed Tutorial, 225 Items, 44 Projects, Blocks and Python Code

Freenove Ultimate Starter Kit for BBC micro bit (V2 Included), 316-Page Detailed Tutorial, 225 Items, 44 Projects, Blocks and Python Code

(382)
$94.95
PrimeFREE delivery Sat, Jun 14
Loading...
10.1 Inch Touch Portable Monitor IPS Screen 1366x768P 60Hz 400 Brightness 99% sRGB HDMI USB-C Monitors Switch for Xbox PS3/4/5 Laptop Compatible with Raspberry Pi, Mini Touch Screen

10.1 Inch Touch Portable Monitor IPS Screen 1366x768P 60Hz 400 Brightness 99% sRGB HDMI USB-C Monitors Switch for Xbox PS3/4/5 Laptop Compatible with Raspberry Pi, Mini Touch Screen

(1)
$99.99
FREE delivery Mon, Aug 11
Loading...
ELECROW 8 Inch Portable Monitor, 1280x800 Mini HD Display with Built-in Speakers, USB Powered, Non-Touch LCD Screen for Raspberry Pi, PC, Laptop, Jetson Nano, Game Consoles

ELECROW 8 Inch Portable Monitor, 1280x800 Mini HD Display with Built-in Speakers, USB Powered, Non-Touch LCD Screen for Raspberry Pi, PC, Laptop, Jetson Nano, Game Consoles

(49)
$117.29$102.21
$6.86 delivery Thu, Aug 14
Loading...
7 Inch Portable Monitor Touchscreen HD 1024x600 LED Display Dual HDMI Port Small Monitor for PC Raspberry Pi Laptop Computer Xbox PS4/5 Switch Built-in Speakers

7 Inch Portable Monitor Touchscreen HD 1024x600 LED Display Dual HDMI Port Small Monitor for PC Raspberry Pi Laptop Computer Xbox PS4/5 Switch Built-in Speakers

(61)
$68.99
FREE delivery Tue, Aug 12
Loading...
BrosTrend 1800Mbps WiFi 6 Linux WiFi Adapter for PC and Raspberry Pi 2+, Long Range USB WiFi Dongle Linux for Ubuntu, Mint, Debian, Kubuntu, Lubuntu, Zorin, Windows 11/10, Dual Band Wireless Antenna

BrosTrend 1800Mbps WiFi 6 Linux WiFi Adapter for PC and Raspberry Pi 2+, Long Range USB WiFi Dongle Linux for Ubuntu, Mint, Debian, Kubuntu, Lubuntu, Zorin, Windows 11/10, Dual Band Wireless Antenna

(288)
$54.14
FREE delivery Sun, Jun 22
Loading...
Msata SSD 64GB Kingshark Internal Solid State Drive Mini Sata High Performance Hard Drive Disk for Desktop Laptop SATA III 6Gb/s (64GB, MSATA)

Msata SSD 64GB Kingshark Internal Solid State Drive Mini Sata High Performance Hard Drive Disk for Desktop Laptop SATA III 6Gb/s (64GB, MSATA)

(11)
$18.53
FREE delivery Sat, Jun 14 on your first order
Loading...
Fikwot FX815 4TB SSD 3D NAND 2.5" SATA III Internal Solid State Drive (SSD) - 6Gb/s, Up to 560MB/s for Laptop and Desktop Updating -SSD Hard Drive

Fikwot FX815 4TB SSD 3D NAND 2.5" SATA III Internal Solid State Drive (SSD) - 6Gb/s, Up to 560MB/s for Laptop and Desktop Updating -SSD Hard Drive

(1,204)
$284.99
FREE delivery Tue, Jun 17
Loading...
Freenove Ultimate Starter Kit for BBC micro bit (V2 Included), 316-Page Detailed Tutorial, 225 Items, 44 Projects, Blocks and Python Code

Freenove Ultimate Starter Kit for BBC micro bit (V2 Included), 316-Page Detailed Tutorial, 225 Items, 44 Projects, Blocks and Python Code

(382)
$94.95
PrimeFREE delivery Sat, Jun 14
Loading...
Freenove Ultimate Starter Kit for BBC micro bit (V2 Included), 316-Page Detailed Tutorial, 225 Items, 44 Projects, Blocks and Python Code

Freenove Ultimate Starter Kit for BBC micro bit (V2 Included), 316-Page Detailed Tutorial, 225 Items, 44 Projects, Blocks and Python Code

(382)
$94.95
PrimeFREE delivery Sat, Jun 14