---
title: "Open Source in Finance Podcast: The FINOS Perspective Project - Interview With Andrew Stein of J.P. Morgan Chase"
description: "In this episode of the podcast, Tosha Ellison and Grizz Griswold (both of FINOS) interview Andrew Stein, Executive Director at J.P. Morgan Chase, and Lead Maintainer on the FINOS Perspective open source project. We discuss the project itself, its genesis, problems that Perspective solves for what users, and then pull in examples of what the project and the software can do. We also look at who should, and why they should get involved in consuming and contributing to the open source project.\n \nEpisode show notes are available below."
image: https://www.finos.org/hubfs/finos-osinfinance.png
---

[![FINOS](https://www.finos.org/hs-fs/hubfs/sofin%20assets/SOFIN%20LOGOS/finos-logo.png?width=543&height=126&name=finos-logo.png "FINOS")](https://finos.org)

- [Projects](https://www.finos.org/projects) 
    - [Artificial Intelligence (AI)](https://ai.finos.org/)
    - [Common Domain Model (CDM)](https://www.finos.org/common-domain-model)
    - [FDC3](https://www.finos.org/fdc3)
    - [Fluxnova](https://fluxnova.finos.org)
    - [FINOS Common Cloud Controls](https://www.finos.org/common-cloud-controls-project)
    - [High Performance Computing (HPC)](https://hpc.finos.org)
    - [OSERA](https://osera.finos.org/)
    - [Open Source Readiness Initiative](https://www.finos.org/open-source-readiness)
    - [OS-Climate](https://www.finos.org/os-climate)
    - [Try our Projects](https://www.finos.org/project-sandbox)
    - [All Projects Landscape](https://landscape.finos.org/)
- [Community](https://www.finos.org/engage-with-our-community) 
    - [FINOS Community Calendar](https://www.finos.org/calendar)
    - [Community Quickstart](https://www.finos.org/get-involved)
    - [FINOS Community Site](https://community.finos.org/)
    - [Contribute](https://community.finos.org/docs/governance/Software-Projects/contribution)
    - [Unable to Contribute?](https://www.finos.org/open-source-readiness)
    - [Join our Slack channel](https://finos-lf.slack.com/messages/finos-community/)
    - [Recognize a contributor](https://github.com/finos/community/issues/new?assignees=mcleo-d&labels=community-recognition&template=Community-Recognition.md&title=FINOS+Community+Recognition)
    - [Ambassador Program](https://www.finos.org/ambassador-program)
- [Membership](https://www.finos.org/membership-benefits) 
    - [Members](https://www.finos.org/members)
    - [Inquire](https://www.finos.org/membership-benefits#become-a-member)
    - [Join](https://joinnow.platform.linuxfoundation.org/?project=finos)
    - [Member ROI Summary & Calculator](https://www.finos.org/roi-report-calculator)
    - [Dependency Consumption Analysis](https://www.finos.org/dependency-consumption-analysis)
- Resources 
    - [2025 Mission & Vision](https://www.finos.org/2024-in-review-2025-vision)
    - [Research & Case Studies](https://www.finos.org/research-case-studies)
    - [Training](https://training.linuxfoundation.org/finos/)
    - [Open Source Maturity Model](https://osr.finos.org/docs/bok/OSMM/Introduction)
    - [Contributions Live Dashboard](https://metrics.finos.org)
    - [Our Github Organization](https://github.com/finos/)
    - [Our Developer Toolchain](https://odp.finos.org/)
    - [FINOS Store](https://store-finos.myshopify.com/)
- News & Events 
    - [This Week At FINOS](https://www.finos.org/this-week-at-finos)
    - [Community Blog](https://www.finos.org/blog)
    - [Newsletter](https://www.finos.org/newsletter)
    - [Podcast: Open Source in Finance](https://www.finos.org/open-source-in-finance-podcast)
    - [Press Releases](https://www.finos.org/press)
    - [FINOS Events](https://www.finos.org/hosted-events)
    - [Community Events](https://www.finos.org/featured-events)
    - [Community Spotlight](https://www.finos.org/community-spotlight)
    - [Stay Informed](https://www.finos.org/sign-up)
- [About](https://www.finos.org/about-us) 
    - [Stay Informed](https://www.finos.org/sign-up)
    - [FAQs](https://www.finos.org/faq)
    - [Contact Us](https://www.finos.org/contact-us)
    - [Governing Board](https://www.finos.org/governing-board)
    - [Technical Oversight Committee](https://www.finos.org/technical-oversight-committee)
    - [Team](https://www.finos.org/team)
    - [Governance](https://www.finos.org/governance)
    - [Code of Conduct](https://www.finos.org/code-of-conduct)
- [OSFF + Videos](https://events.linuxfoundation.org/open-source-finance-forum) 
    - [OSFF 2026](https://events.linuxfoundation.org/open-source-finance-forum/)
    - [OSFF Toronto 2026 Videos](https://www.finos.org/osff-toronto-2026-videos)
    - [OSFF New York 2025 Videos](https://www.finos.org/osff-nyc-2025-videos)
    - [OSFF London 2026 Videos](https://www.finos.org/osff-london-2026-videos)
    - [apidays Paris 2025 Videos](https://www.finos.org/apidays)

- [Projects](https://www.finos.org/projects) 
    - [Artificial Intelligence (AI)](https://ai.finos.org/)
    - [Common Domain Model (CDM)](https://www.finos.org/common-domain-model)
    - [FDC3](https://www.finos.org/fdc3)
    - [Fluxnova](https://fluxnova.finos.org)
    - [FINOS Common Cloud Controls](https://www.finos.org/common-cloud-controls-project)
    - [High Performance Computing (HPC)](https://hpc.finos.org)
    - [OSERA](https://osera.finos.org/)
    - [Open Source Readiness Initiative](https://www.finos.org/open-source-readiness)
    - [OS-Climate](https://www.finos.org/os-climate)
    - [Try our Projects](https://www.finos.org/project-sandbox)
    - [All Projects Landscape](https://landscape.finos.org/)
- [Community](https://www.finos.org/engage-with-our-community) 
    - [FINOS Community Calendar](https://www.finos.org/calendar)
    - [Community Quickstart](https://www.finos.org/get-involved)
    - [FINOS Community Site](https://community.finos.org/)
    - [Contribute](https://community.finos.org/docs/governance/Software-Projects/contribution)
    - [Unable to Contribute?](https://www.finos.org/open-source-readiness)
    - [Join our Slack channel](https://finos-lf.slack.com/messages/finos-community/)
    - [Recognize a contributor](https://github.com/finos/community/issues/new?assignees=mcleo-d&labels=community-recognition&template=Community-Recognition.md&title=FINOS+Community+Recognition)
    - [Ambassador Program](https://www.finos.org/ambassador-program)
- [Membership](https://www.finos.org/membership-benefits) 
    - [Members](https://www.finos.org/members)
    - [Inquire](https://www.finos.org/membership-benefits#become-a-member)
    - [Join](https://joinnow.platform.linuxfoundation.org/?project=finos)
    - [Member ROI Summary & Calculator](https://www.finos.org/roi-report-calculator)
    - [Dependency Consumption Analysis](https://www.finos.org/dependency-consumption-analysis)
- Resources 
    - [2025 Mission & Vision](https://www.finos.org/2024-in-review-2025-vision)
    - [Research & Case Studies](https://www.finos.org/research-case-studies)
    - [Training](https://training.linuxfoundation.org/finos/)
    - [Open Source Maturity Model](https://osr.finos.org/docs/bok/OSMM/Introduction)
    - [Contributions Live Dashboard](https://metrics.finos.org)
    - [Our Github Organization](https://github.com/finos/)
    - [Our Developer Toolchain](https://odp.finos.org/)
    - [FINOS Store](https://store-finos.myshopify.com/)
- News & Events 
    - [This Week At FINOS](https://www.finos.org/this-week-at-finos)
    - [Community Blog](https://www.finos.org/blog)
    - [Newsletter](https://www.finos.org/newsletter)
    - [Podcast: Open Source in Finance](https://www.finos.org/open-source-in-finance-podcast)
    - [Press Releases](https://www.finos.org/press)
    - [FINOS Events](https://www.finos.org/hosted-events)
    - [Community Events](https://www.finos.org/featured-events)
    - [Community Spotlight](https://www.finos.org/community-spotlight)
    - [Stay Informed](https://www.finos.org/sign-up)
- [About](https://www.finos.org/about-us) 
    - [Stay Informed](https://www.finos.org/sign-up)
    - [FAQs](https://www.finos.org/faq)
    - [Contact Us](https://www.finos.org/contact-us)
    - [Governing Board](https://www.finos.org/governing-board)
    - [Technical Oversight Committee](https://www.finos.org/technical-oversight-committee)
    - [Team](https://www.finos.org/team)
    - [Governance](https://www.finos.org/governance)
    - [Code of Conduct](https://www.finos.org/code-of-conduct)
- [OSFF + Videos](https://events.linuxfoundation.org/open-source-finance-forum) 
    - [OSFF 2026](https://events.linuxfoundation.org/open-source-finance-forum/)
    - [OSFF Toronto 2026 Videos](https://www.finos.org/osff-toronto-2026-videos)
    - [OSFF New York 2025 Videos](https://www.finos.org/osff-nyc-2025-videos)
    - [OSFF London 2026 Videos](https://www.finos.org/osff-london-2026-videos)
    - [apidays Paris 2025 Videos](https://www.finos.org/apidays)

![Community Blog](https://www.finos.org/hubfs/10.04.19.FINOS_WebsiteBanners_3.png)

# Community Blog

# Open Source in Finance Podcast: The FINOS Perspective Project - Interview With Andrew Stein of J.P. Morgan Chase

 May 26, 2021

[Aaron Griswold](https://www.finos.org/blog/author/aaron-griswold)

**In this episode of the podcast, Tosha Ellison and Grizz Griswold (both of FINOS) interview Andrew Stein, Executive Director at J.P. Morgan Chase, and Lead Maintainer on the FINOS Perspective open source project. We discuss the project itself, its genesis, problems that Perspective solves for what users, and then pull in examples of what the project and the software can do. We also look at who should, and why they should get involved in consuming and contributing to the open source project.**

 

Episode show notes are available below.

 

Find all of our podcasts at [**Anchor.fm**](https://anchor.fm/finos), [**Apple Podcasts**](https://podcasts.apple.com/us/podcast/finos-open-source-in-fintech-podcast/id1512371068), [**Spotify**](https://open.spotify.com/show/431XdfX2fBdCUsopwh8td3), and all podcast platforms.

 

-=-=-=-=-

### SHOW NOTES 

**Andrew also gave a presentation and demo on "**[**How to Build an Order Book Simulation with Perspective**](https://www.finos.org/blog/us-open-source-in-fintech-meetup-31-march-21)**" last month - so check that out too.**

**BACKGROUND FOR THE FINOS PERSPECTIVE PROJECT**

Perspective is an interactive visualization component for large, real-time datasets. Originally developed for J.P. Morgan's trading business, Perspective makes it simple to build real-time & user configurable analytics entirely in the browser, or in concert with Python and/or [**Jupyterlab**](https://jupyterlab.readthedocs.io/en/stable/). Use it to create reports, dashboards, notebooks and applications, with static data or streaming updates via [**Apache Arrow**](https://arrow.apache.org/). As a library, Perspective provides both:

- A fast, memory efficient streaming query engine, written in C++ and compiled for both [**WebAssembly**](https://webassembly.org/) and [**Python**](https://www.python.org/), with read/write/stream/virtual support for [**Apache Arrow**](https://arrow.apache.org/).
- A framework-agnostic User Interface [**Custom Element**](https://developer.mozilla.org/en-US/docs/Web/Web_Components/Using_custom_elements) and [**Jupyterlab**](https://jupyterlab.readthedocs.io/en/stable/) Widget, via WebWorker (WebAssembly) or virtually via WebSocket (Python/Node), and a suite of Datagrid and [**D3FC**](https://d3fc.io/) Chart plugins.

[**Perspective Website**](https://perspective.finos.org/) 

[**Perspective GitHub Repo**](https://github.com/finos/perspective/) 

[**Perspective Case Study**](https://finos.org/blog/perspective-project-case-study) 

 

**Andrew Stein, Executive Director, J.P. Morgan Chase**

Andrew has been a web developer for 15 years. Despite winning the 2018 Nueske’s Bacon Night Award as a member of team “Lard and In Charge” at “Hogs for the Cause” BBQ festival, Andrew rejected a life of perennial BBQ fame and returned to programming full-time where he currently works on Perspective at JPMC.

 

-=-=-=-=-

### About the Open Source in FINANCE Podcast

 

The FINOS Open Source in Finance Podcast celebrates open source projects and interesting topics at the cross section of financial services and open source. So far, our industry experts have discussed practical applications of and their real-world experiences with a range of open source projects including desktop interoperability, low code platforms, synthetic data, and data modeling. They’ve also discussed best practices for inner source, common myths about open source and why commercial companies choose to introduce open source offerings. Tune in and subscribe to hear what comes next.

 

►► [**Visit here for more FINOS Meetups**](https://www.finos.org/hosted-events) 

►► Visit the [**FINOS website**](https://finos.org/) and [**Get Involved**](https://finos.org/get-involved\))

►► [**Get In Touch: info@finos.org**](mailto:info@finos.org)

 

►►**Join us for the FINOS & Linux Foundation Open Source Strategy Forum (OSSF)**

[**London**](https://events.linuxfoundation.org/open-source-strategy-forum-london/) **|** [**New York**](https://events.linuxfoundation.org/open-source-strategy-forum-new-york/)

►►**Listen to all of our podcasts on these platforms as well as others:** [**Apple Podcasts **](https://podcasts.apple.com/us/podcast/finos-open-source-in-fintech-podcast/id1512371068)| [**Anchor.fm **](https://anchor.fm/finos)| [**Spotify**](https://open.spotify.com/show/431XdfX2fBdCUsopwh8td3)

Check it out, subscribe, and don’t forget to rate us (5 stars)! 

 

**Interested in this FINOS open source project, or any of our other projects? Click the link below to see how to get involved in the FINOS Community.**

[![Get Involved](https://no-cache.hubspot.com/cta/default/2419532/89037a0a-24fa-4ef5-bbf8-34d9a45ea1d3.png)](https://cta-redirect.hubspot.com/cta/redirect/2419532/89037a0a-24fa-4ef5-bbf8-34d9a45ea1d3)

 

[**This Week at FINOS Blog**](https://finos.org/this-week-at-finos?utm_campaign=20210312%20Newsletter&utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-9Zgn2rjI2nlAwd4d3Mf5LKC8CmqUJ1wzZYFYOTKgWIuCxaowceMq1Y0ZiFrWPAcWoelavo) - See what is happening at FINOS each week.

[**FINOS Landscape**](https://landscape.finos.org/?utm_campaign=20210312%20Newsletter&utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-9Zgn2rjI2nlAwd4d3Mf5LKC8CmqUJ1wzZYFYOTKgWIuCxaowceMq1Y0ZiFrWPAcWoelavo) - See our landscape of FINOS open source and open standard projects.

[**Community Calendar **](https://calendar.google.com/calendar/embed?src=finos.org_fac8mo1rfc6ehscg0d80fi8jig%40group.calendar.google.com&ctz=America%2FNew_York&utm_campaign=20210312%20Newsletter&utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-9Zgn2rjI2nlAwd4d3Mf5LKC8CmqUJ1wzZYFYOTKgWIuCxaowceMq1Y0ZiFrWPAcWoelavo)- Scroll through the calendar to find a meeting to join.

[**FINOS Slack Channels**](https://finos.org/blog/finos-announces-new-community-slack?utm_campaign=20210428%20-%20FINOS%20All%20Community%20Call%20-%20Q2%202021&utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-9Zgn2rjI2nlAwd4d3Mf5LKC8CmqUJ1wzZYFYOTKgWIuCxaowceMq1Y0ZiFrWPAcWoelavo) - The FINOS Slack provides our Community another public channel to discuss work in FINOS and open source in finance more generally.

[**Project Status Dashboard**](https://metrics.finos.org/goto/7bfcb03f027a1406c997d731d4715ea7?utm_campaign=20210312%20Newsletter&utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-9Zgn2rjI2nlAwd4d3Mf5LKC8CmqUJ1wzZYFYOTKgWIuCxaowceMq1Y0ZiFrWPAcWoelavo) - See a live snapshot of our community contributors and activity.

[**Events**](https://finos.org/news-and-events?utm_campaign=20210312%20Newsletter&utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-9Zgn2rjI2nlAwd4d3Mf5LKC8CmqUJ1wzZYFYOTKgWIuCxaowceMq1Y0ZiFrWPAcWoelavo) - Check out our upcoming events or email [**marketing@finos.org**](mailto:marketing@finos.org) if you'd like to partner with us or have an event idea.

[**FINOS Virtual "Meetups" Videos & Slides**](https://finos.org/knowledge-base?utm_campaign=20210312%20Newsletter&utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-9Zgn2rjI2nlAwd4d3Mf5LKC8CmqUJ1wzZYFYOTKgWIuCxaowceMq1Y0ZiFrWPAcWoelavo#finos-event-videos) - See replays of our virtual "meetups" based around the FINOS Community and Projects since we can't all be in the same room right now.

[**FINOS Open Source in Finance Podcasts**](https://anchor.fm/finos?utm_campaign=20210428%20-%20FINOS%20All%20Community%20Call%20-%20Q2%202021&utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-9Zgn2rjI2nlAwd4d3Mf5LKC8CmqUJ1wzZYFYOTKgWIuCxaowceMq1Y0ZiFrWPAcWoelavo) - Listen and subscribe to the first open source in fintech and banking podcasts for deeper dives on our virtual "meetup" and other topics.

 

### Share this:

- [Tweet](https://twitter.com/share)

<https://www.finos.org/blog/open-source-in-finance-podcast-the-finos-perspective-project-interview-with-andrew-stein-of-jp-morgan-chase>

[← OS in Finance Webinar - Understanding the InnerSource Checklist with Silona Bonewald](https://www.finos.org/blog/os-in-finance-webinar-understanding-the-innersource-checklist-with-silona-bonewald)

[Open Source in Finance Podcast: FINOS Debrief 28 May 21 →](https://www.finos.org/blog/open-source-in-finance-podcast-finos-debrief-28-may-21)

[![FINOS Logo](https://www.finos.org/hs-fs/hubfs/sofin%20assets/SOFIN%20LOGOS/FINOS_Icon_Wordmark_White.png?width=689&height=971&name=FINOS_Icon_Wordmark_White.png "FINOS Logo")](https://www.finos.org/)

[![Twitter logo](https://finos.org/hubfs/2419532/FINOS/website/logos/social-logos/twitter-blue-social-panel.png)](https://twitter.com/finosfoundation) [![GitHub logo](https://finos.org/hubfs/2419532/FINOS/website/logos/social-logos/github-black-social-panel.png)](https://finos.github.io) [![LinkedIn logo](https://finos.org/hubfs/2419532/FINOS/website/logos/social-logos/linkedin-blue-social-panel.png)](https://www.linkedin.com/company/finosfoundation) [![SlideShare logo](https://finos.org/hubfs/2419532/FINOS/website/logos/social-logos/Homepage%20Social%20Panel/slideshare-logo.png)](https://www.slideshare.net/finosfoundation) [![YouTube logo](https://finos.org/hubfs/2419532/FINOS/website/logos/social-logos/Homepage%20Social%20Panel/youtube_logo-1.png)](https://www.youtube.com/channel/UCfJAdRALzJ7J7snubrb_Y-Q)

[Contact Us](https://www.finos.org/contact-us)  
[info@finos.org](mailto:info@finos.org)  
+1 (650) 665-9773

[Privacy | ](https://www.finos.org/privacy-policy)[Terms of Service |](https://www.finos.org/terms-of-service)[Community Code of Conduct |](https://www.finos.org/code-of-conduct)[Email Preferences](https://www.finos.org/hs/manage-preferences/unsubscribe-simple)

![](https://px.ads.linkedin.com/collect/?pid=537250&fmt=gif)