Meet with PWL Capital: https://pages.pwlcapital.com/en-ca/contact-us?utm_source=content&utm_medium=youtube&utm_campaign=rationalreminder_yt Avoid Online Scams https://pwlcapital.com/stay-safe-online/ Ben Felix or any PWL employee will never reach out to you on social media platforms or WhatsApp to give financial advice. These are scammers trying to commit fraud. PWL Choi et al. Practical Finance Tool: https://research-tools.pwlcapital.com/research/lifecycle-portfolio-choice James' Spreadsheet & Guide: https://docs.google.com/document/d/1hykGDl6ZHJmDJmIJ706nErIKg5gWeoTxagnEvpWmuwA/edit?tab=t.0 In this episode, we welcome back James Choi, Professor of Finance at the Yale School of Management, to unpack one of the most important—and misunderstood—questions in personal finance: How much of your portfolio should be in stocks? Drawing on his new paper, Practical Finance: An Approximate Solution to Lifecycle Portfolio Choice, James walks us through the classic portfolio choice problem first solved by Robert C. Merton, later extended by Francisco Gomes and co-authors, and now made dramatically more usable through a spreadsheet-based approximation. We explore how risk aversion, wealth, labor income risk, and expected returns shape optimal asset allocation, why simple rules like “100 minus your age” aren’t terrible but still costly, and how James and his co-authors managed to approximate a complex dynamic optimization model with an error of less than 0.1% in lifetime welfare. Links From Today’s Episode: Practical Finance: An Approximate Solution to Lifecycle Portfolio Choice — https://www.nber.org/system/files/working_papers/w34166/w34166.pdf Rational Reminder on iTunes — https://itunes.apple.com/ca/podcast/the-rational-reminder-podcast/id1426530582. Rational Reminder on Instagram — https://www.instagram.com/rationalreminder/ Rational Reminder on YouTube — https://www.youtube.com/channel/ Benjamin Felix — https://pwlcapital.com/our-team/ Benjamin on X — https://x.com/benjaminfelix Benjamin on LinkedIn — https://www.linkedin.com/in/benjaminwfelix/ Cameron Passmore — https://pwlcapital.com/our-team/ Cameron on X — https://x.com/CameronPassmore