A CFO Explains Stock Exchanges episode artwork

EPISODE · Jun 4, 2026 · 37 MIN

A CFO Explains Stock Exchanges

from Run the Numbers · host CJ Gustafson

In this episode of Run the Numbers, CJ breaks down how stock exchanges became the operating system of modern capitalism. From ship captains raising voyage money, to the Dutch East India Company’s first tradable shares, to coffee house traders, the Buttonwood Agreement, market crashes, Robinhood, and GameStop, this is the story of how markets turned ownership into something liquid, global, and very, very human.—SPONSORS:SpendHound cuts your SaaS and AI spend by up to 30% using real pricing benchmarks across 10,000 vendors, so you always know what fair pricing looks like before your next renewal. Rated #1 on G2 in SaaS spend management, it's free forever for teams up to 1,000 employees. Sign up by June 12th and get $500 just for getting started. Go to https://www.spendhound.com/cjBrex is an intelligent finance platform with AI-powered agents that capture expenses automatically, enforce policy before the spend happens, and close your books in minutes instead of weeks. 35,000+ companies like OpenAI, Coinbase, Anthropic, and DoorDash already run on Brex. It's time to get Brex AF. Learn more at https://www.brex.com/metricsAleph is a modern FP&A platform built for teams that want more than another planning tool. By connecting your ERP, CRM, and other systems into one trusted data layer with AI workflows, Aleph helps you move faster with real-time insights. Get a personalized demo at https://www.getaleph.com/runRightRev is an automated revenue recognition platform that lets your product team ship new pricing without asking finance for permission, and your sales team close deals without creating downstream chaos. Check out their free tool at calculator.rightrev.com It scores your rev rec process, shows what's exposing you to risk, and tells you exactly where to focus before it bites you in the rear end. Check it out at https://calculator.rightrev.comRillet is an AI-native ERP built for modern finance teams that want to replace NetSuite and close faster. With revenue recognition, close management, multi-entity support, and native Stripe and Salesforce integrations, Rillet helps scaling companies run their finance stack in one place. Hundreds of teams, including Windsurf and Mercor, use Rillet to make the zero-day close real. Book a demo at https://www.rillet.com/cjEY has been part of Silicon Valley since it was just a valley, helping the most successful names in tech go from startup to exit to megacap. With teams across strategy, tax, audit, and transactions, EY helps you get your financials right early, long before your investors start asking for it. You build the next big thing, and EY will help you build it right. Learn more at https://www.ey.com/techstartups—LINKS: Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsNCJ: https://www.linkedin.com/in/cj-gustafson-13140948/Mostly metrics: https://www.mostlymetrics.comSlacker Stuff: https://www.slackerstuff.com/Ben on LinkedIn: https://www.linkedin.com/in/slackerstuff/—RELATED EPISODES:A CFO Explains Secondarieshttps://youtu.be/pENvBuXhGukA CFO Explains the Diamond Industryhttps://youtu.be/fPrho7hvykAA CFO Explains Marketplaceshttps://youtu.be/LpbH9GpBrSY—TIMESTAMPS:0:00 The First IPO, and Why It Changed Everything2:50 Coffee, Buttonwood Trees, and the First Insider Trading Scandal6:31 The Railroads Built Your Month-End Close10:17 Sponsors — SpendHound | Brex | Aleph13:47 Buying Stocks on Credit, and How That Ended18:13 Merrill Lynch Goes to the Suburbs, and the Paper Almost Wins21:44 Sponsors — RightRev | Rillet | EY24:47 NASDAQ, Pets.com, and the Most Expensive Sock Puppet in History28:49 The Phone in Your Pocket Democratized Everything, For Better or Worse33:03 The Stock Market Was Never Really About Stocks36:47 Credits#RunTheNumbersPodcast #FinanceHistory #StockMarket #Investing #FinanceLeadership

In this episode of Run the Numbers, CJ breaks down how stock exchanges became the operating system of modern capitalism. From ship captains raising voyage money, to the Dutch East India Company’s first tradable shares, to coffee house traders, the Buttonwood Agreement, market crashes, Robinhood, and GameStop, this is the story of how markets turned ownership into something liquid, global, and very, very human.—SPONSORS:SpendHound cuts your SaaS and AI spend by up to 30% using real pricing benchmarks across 10,000 vendors, so you always know what fair pricing looks like before your next renewal. Rated #1 on G2 in SaaS spend management, it's free forever for teams up to 1,000 employees. Sign up by June 12th and get $500 just for getting started. Go to https://www.spendhound.com/cjBrex is an intelligent finance platform with AI-powered agents that capture expenses automatically, enforce policy before the spend happens, and close your books in minutes instead of weeks. 35,000+ companies like OpenAI, Coinbase, Anthropic, and DoorDash already run on Brex. It's time to get Brex AF. Learn more at https://www.brex.com/metricsAleph is a modern FP&A platform built for teams that want more than another planning tool. By connecting your ERP, CRM, and other systems into one trusted data layer with AI workflows, Aleph helps you move faster with real-time insights. Get a personalized demo at https://www.getaleph.com/runRightRev is an automated revenue recognition platform that lets your product team ship new pricing without asking finance for permission, and your sales team close deals without creating downstream chaos. Check out their free tool at calculator.rightrev.com It scores your rev rec process, shows what's exposing you to risk, and tells you exactly where to focus before it bites you in the rear end. Check it out at https://calculator.rightrev.comRillet is an AI-native ERP built for modern finance teams that want to replace NetSuite and close faster. With revenue recognition, close management, multi-entity support, and native Stripe and Salesforce integrations, Rillet helps scaling companies run their finance stack in one place. Hundreds of teams, including Windsurf and Mercor, use Rillet to make the zero-day close real. Book a demo at https://www.rillet.com/cjEY has been part of Silicon Valley since it was just a valley, helping the most successful names in tech go from startup to exit to megacap. With teams across strategy, tax, audit, and transactions, EY helps you get your financials right early, long before your investors start asking for it. You build the next big thing, and EY will help you build it right. Learn more at https://www.ey.com/techstartups—LINKS: Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsNCJ: https://www.linkedin.com/in/cj-gustafson-13140948/Mostly metrics: https://www.mostlymetrics.comSlacker Stuff: https://www.slackerstuff.com/Ben on LinkedIn: https://www.linkedin.com/in/slackerstuff/—RELATED EPISODES:A CFO Explains Secondarieshttps://youtu.be/pENvBuXhGukA CFO Explains the Diamond Industryhttps://youtu.be/fPrho7hvykAA CFO Explains Marketplaceshttps://youtu.be/LpbH9GpBrSY—TIMESTAMPS:0:00 The First IPO, and Why It Changed Everything2:50 Coffee, Buttonwood Trees, and the First Insider Trading Scandal6:31 The Railroads Built Your Month-End Close10:17 Sponsors — SpendHound | Brex | Aleph13:47 Buying Stocks on Credit, and How That Ended18:13 Merrill Lynch Goes to the Suburbs, and the Paper Almost Wins21:44 Sponsors — RightRev | Rillet | EY24:47 NASDAQ, Pets.com, and the Most Expensive Sock Puppet in History28:49 The Phone in Your Pocket Democratized Everything, For Better or Worse33:03 The Stock Market Was Never Really About Stocks36:47 Credits#RunTheNumbersPodcast #FinanceHistory #StockMarket #Investing #FinanceLeadership

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A CFO Explains Stock Exchanges

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In this episode of Run the Numbers, CJ breaks down how stock exchanges became the operating system of modern capitalism. From ship captains raising voyage money, to the Dutch East India Company’s first tradable shares, to coffee house traders, the...

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