Mortgages

Julia Accelerates Mortgage Market Modeling by 304x

Mortgages

Julia Accelerates Mortgage Market Modeling by 304x

Date Published

Jan 2, 2023

Jan 2, 2023

Industry

Finance

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Date Published

Jan 2, 2023

Industry

Finance

Share

Use Case

"Switching to Julia reduced the amount of time required to complete optimization from 558.095 seconds to 1.833 seconds - a speed increase of 304x. Switching to Julia also reduced the number of iterations from 3,110 iterations to 50 iterations - an improvement of 62x."

The US housing market is the world’s largest and more than two-thirds of US homeowners have a mortgage. The 2008-2009 financial crisis was fueled in large part by a collapse in the value of mortgage-backed securities in the US. This crisis crushed US pension funds, investment banks, hedge funds, asset managers, insurers, and individual investors and homeowners.

How did the survivors learn the lessons of this collapse and re-tool?

One of the largest fund management companies in the US called on Julia to help solve a large complex mortgage optimization problem. This helps the US economy by providing proper valuation of mortgages, needed investment and liquidity for the mortgage industry, investment opportunities and returns for investors, and improved security and stability for the mortgage market, the housing market, and the US and global financial system.

Switching to Julia reduced the amount of time required to complete optimization from 558.095 seconds to 1.833 seconds – a speed increase of 304x.

Switching to Julia also reduced the number of iterations from 3,110 iterations to 50 iterations – an improvement of 62x.

Their analysts have expanded their use of Julia to model fixed income portfolios, and have seen similar gains in speed and productivity across their business.

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Authors

JuliaHub, formerly Julia Computing, was founded in 2015 by the four co-creators of Julia (Dr. Viral Shah, Prof. Alan Edelman, Dr. Jeff Bezanson and Stefan Karpinski) together with Deepak Vinchhi and Keno Fischer. Julia is the fastest and easiest high productivity language for scientific computing. Julia is used by over 10,000 companies and over 1,500 universities. Julia’s creators won the prestigious James H. Wilkinson Prize for Numerical Software and the Sidney Fernbach Award.

Authors

JuliaHub, formerly Julia Computing, was founded in 2015 by the four co-creators of Julia (Dr. Viral Shah, Prof. Alan Edelman, Dr. Jeff Bezanson and Stefan Karpinski) together with Deepak Vinchhi and Keno Fischer. Julia is the fastest and easiest high productivity language for scientific computing. Julia is used by over 10,000 companies and over 1,500 universities. Julia’s creators won the prestigious James H. Wilkinson Prize for Numerical Software and the Sidney Fernbach Award.

Authors

JuliaHub, formerly Julia Computing, was founded in 2015 by the four co-creators of Julia (Dr. Viral Shah, Prof. Alan Edelman, Dr. Jeff Bezanson and Stefan Karpinski) together with Deepak Vinchhi and Keno Fischer. Julia is the fastest and easiest high productivity language for scientific computing. Julia is used by over 10,000 companies and over 1,500 universities. Julia’s creators won the prestigious James H. Wilkinson Prize for Numerical Software and the Sidney Fernbach Award.

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Contact Sales

Learn about our products, pricing, implementation, and how JuliaHub can help your business

We’ll use your information to respond to your inquiry and, if applicable, classify your interest for relevant follow-up regarding our products. If you'd like to receive our newsletter and product updates, please check the box above. You can unsubscribe at any time. Learn more in our Privacy Policy.

Contact Sales

Learn about our products, pricing, implementation, and how JuliaHub can help your business

We’ll use your information to respond to your inquiry and, if applicable, classify your interest for relevant follow-up regarding our products. If you'd like to receive our newsletter and product updates, please check the box above. You can unsubscribe at any time. Learn more in our Privacy Policy.

Get a Demo

Discover how Dyad, JuliaHub, and Pumas can improve your modeling and simulation workflows.

Enterprise Support

Leverage our developers, engineers and data scientists to help you build new solutions.

Custom Solutions

Have a complex setup that needs a custom solution? We are here to help.

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Julia Accelerates Mortgage Market Modeling by 304x

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Julia Accelerates Mortgage Market Modeling by 304x