Giter VIP home page Giter VIP logo

mean_variance_portfolio_optimization_with_carbon_intensity_constraints's Introduction

Single Period Mean-Variance Optimization (MVO, Markowitz) with scope 1+2 carbon intensity constraints

Python script for running a single period mean variance optimization (Markowitz, 1952) with a weighted portfolio scope 1+2 carbon intensity target on top of the "usual" long-only constraints and having the portfolio weights sum up to 1. Carbon intensity, or carbon emissions per dollar of revenue, adjusts for company size and is generally accepted to be a more accurate measurement of the efficiency of output rather than a portfolio's absolute carbon footprint.

NB - Markowitz's Modern Portfolio Theory assumes (amongst others):

  • frictionless markets
  • market liquidity is infinite
  • investors are risk averse
  • returns are normally distributed

Also, kindly note that:

  • this script is highly time period sensitive - whilst it also considers the mean daily return to be a good estimator of future returns
  • the Quandl module isn't actively supported anymore for returns post April 11, 2018

This script requires the following packages / modules in order to function properly:

Screenshot - Efficient Frontier

alt text

Screenshot - Portfolio Breakdown - Global Min Variance Portfolio

alt text

mean_variance_portfolio_optimization_with_carbon_intensity_constraints's People

Contributors

mbkraus avatar

Stargazers

 avatar  avatar  avatar

Watchers

 avatar  avatar

Forkers

ianmadlenya

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.