We Study Billionaires
We Study Billionaires

TIP844: Uber (UBER): The Autonomy Referendum — Is Mr. Market Completely Wrong? w/ Daniel Mahncke & Shawn O’Malley

Shawn O’Malley and Daniel Mahncke revisit Uber (NYSE: UBER), one of the largest holdings in The Intrinsic Value Portfolio, fifteen months after they first pitched it. In that time, Uber’s operating profits have roughly doubled, free cash flow has climbed to about $10 billion a year, gross bookings a

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Stig Brodersen Host

Topics Discussed

Episode Summary

Executive Summary: The episode re-anchors Uber as a capital-light marketplace compounding rapidly in bookings, users, profits, and buybacks, while examining the central bear case: autonomous vehicles could compress margins or weaken the terminal value. The hosts argue Uber is better positioned than the market implies because AV adoption is slow, fragmented, and likely to expand the total market, while Uber’s partnerships, ads, subscriptions, and delivery expansion strengthen its platform.

Main Topics: Uber’s business model and operating momentum (Priority: 5/5): Uber is framed as a three-part marketplace—Mobility, Delivery, and Freight—earning a take rate by matching supply and demand without owning vehicles or employing most drivers. Hosts emphasize continued bookings growth, user growth, rising free cash flow, and aggressive buybacks as evidence the business is scaling efficiently. Margin expansion and profitability inflection (Priority: 5/5): A major theme is that Uber has become far more profitable than previously expected. Operating margins have expanded dramatically since 2020, aided by advertising, membership benefits, scale, and falling insurance pressure. The hosts see this as proof that the market may still be underestimating Uber’s ceiling. Autonomous vehicles as both threat and opportunity (Priority: 5/5): Waymo and other AV players represent the key existential debate. The hosts acknowledge AVs can pressure Uber’s margins and pricing, but argue Uber’s demand aggregation, flexible supply, and multi-AV partnerships make it a natural platform rather than a loser in the transition. Uber One, cross-selling, and ecosystem effects (Priority: 4/5): Uber One is presented as a strategic loyalty and frequency engine, not just a subscription business. It increases usage across rides, Eats, grocery, and other services, lifts multi-product spend, and deepens the consumer relationship across the platform. New growth vectors: ads, commerce, and delivery expansion (Priority: 4/5): Uber’s ads business, broader merchant network, grocery and retail delivery, hotel booking integration, parking, and premium services all widen the platform’s utility. These additions increase reasons to open the app and create high-margin monetization opportunities. Strategic M&A and AV ecosystem positioning (Priority: 4/5): The Delivery Hero acquisition and investments in multiple AV firms are portrayed as strategic hedges. Uber is trying to become the neutral aggregator across human drivers, robotaxis, drones, fleet operators, and financing, reducing dependence on any one AV winner.

Key Arguments: Uber’s stock has lagged fundamentals: profits roughly doubled while the valuation multiple fell from about 55x to 22x operating profit, leaving the shares flat despite strong business progress. The business is more profitable than expected: operating margins moved from deeply negative in 2020 to positive low-double digits, showing a large margin inflection. Advertising is becoming a meaningful, near-pure-profit revenue stream, with the ads business already above a $2 billion annual run rate and still growing quickly. Uber One meaningfully raises order frequency and loyalty; members account for roughly half of gross bookings and about two-thirds of delivery bookings. AV competition is real but slow: robotaxis today are a tiny share of rides, so near-term financial exposure is limited even if the long-term threat is meaningful. Uber’s core edge is demand aggregation plus flexible supply; fixed AV fleets struggle to match spiky ride demand without idle capacity or poor service at peak times. The company’s response is to partner broadly with AV developers and OEMs rather than fight only one winner, making Uber the distribution layer for a fragmented AV future. The Delivery Hero acquisition expands Uber’s geographic footprint and cross-selling opportunities, while potentially improving delivery-tech efficiency and adding ad inventory. Rather than a pure threat, AVs and drones may expand the overall market for convenience, bringing new riders and delivery users onto Uber’s platform. Uber’s capital allocation has improved enough to support both buybacks and growth investments, evidenced by a much larger repurchase authorization.

Data Points: Operating profit valuation multiple: 55x then 22x - Uber traded around 55 times operating profit at the time of the first pitch and about 22 times currently. Profit growth: Roughly doubled - Over the year since the prior discussion, Uber’s profits approximately doubled while the stock went sideways. Gross bookings: About $190 billion+ annually - Estimated total order value flowing through Uber’s apps over the past year. Monthly riders/eaters: Around 200 million - User base spending through Uber’s platform. Revenue take rate: Roughly 20% - Uber keeps about one-fifth of gross bookings as revenue after payments to drivers/restaurants. Free cash flow: $10 billion annually - Describes Uber’s current cash generation strength. Share repurchases: $3 billion last quarter - Recent buybacks reducing share count. Operating margin swing: From -43% to +12% - Uber’s operating profit margins from 2020 to the present. Margin improvement: 55 percentage points - Net swing in operating margin in less than six years. Operating margins previously: About 6% - The hosts note they initially underestimated margin expansion potential. Ads business run rate: More than $2 billion annualized - Uber’s advertising segment is now a large and fast-growing business. Ads growth: More than 50% year over year - Growth rate cited for the ads business. Merchant partners: Over 1.5 million globally - Restaurants, grocery, beauty, alcohol, and other retailers on the platform. Insurance renewals: Low single-digit increases - Recent annual insurance contract renewals were far more benign than prior years. Uber One members: 50 million - Subscription members, up by 14 million since the prior year. Uber One member concentration: Roughly half of gross bookings - Members drive a disproportionate share of total platform activity. Uber One delivery concentration: About two-thirds of delivery bookings - Uber One members are especially important to Eats demand. Waymo valuation: $126 billion post-money - Waymo’s February fundraising round valuation. Waymo capital raise: $16 billion - Fresh funding raised from major venture investors. Waymo fully autonomous miles: Well over 100 million - Indicator of real-world AV operating scale. Waymo paid rides in 2025: 15 million - Waymo’s ride volume in the current year, cited as triple the prior year. Waymo rides per week: ~500,000 - Weekly ride volume for Waymo. Autonomous rides share of global ride-hailing: ~0.1% - AV rides remain tiny relative to total global ride-share volume. Uber trip volume: ~40 million trips per day - Illustrates Uber’s scale relative to Waymo. Uber trip volume annually: ~3 billion trips per year - Used to show the scale gap versus AV rides. Mobility profit share: ~60% of operating profits - Uber’s ride-hailing segment’s importance within company profitability. US share of mobility profits: ~60% - The U.S. is Uber’s key geographic profit center in Mobility. AV-exposed profit share: ~9% - Estimated near-to-medium-term operating profit directly exposed to robotaxi competition. Top-city exposure with suburbs: ~18% - Broader estimate including suburbs, which AVs will reach much later. Public AV partner count: More than 20 - Uber has increased autonomous vehicle partnerships from 14 to over 20. Lucid/Nuro commitment: 35,000 vehicles minimum - Uber’s planned deployment with Lucid and Nuro after commercial launch. Rivian commitment: 10,000 robo-taxis - Initial planned Uber network deployment, with option to scale to 50,000. Rivian expansion option: 50,000 vehicles across 25 cities by 2031 - Potential larger rollout if milestones are met. Uber investment in Rivian: Up to $1.25 billion - Uber’s equity/strategic investment tied to milestones. Training data collection: Up to 2 million miles per month - Uber Autonomous Solutions collecting sensor data from human-driven trips. Delivery Hero deal value: $14.8 billion gross; $13.7 billion net - Uber’s formal acquisition offer after factoring in existing stake. Uber stake in Delivery Hero: About 25% - Existing ownership before the takeover offer. Markets with both rides and delivery: 34 before; 58 after deal - Uber’s combined mobility and delivery footprint expands materially. New consumers from Delivery Hero: 50 million - Incremental user base added through the acquisition. Overlapping markets divested: 14 markets - Delivery Hero is selling overlapping operations to ease antitrust concerns. Divestiture value: $1.6 billion - Price for the overlapping markets being sold to a third party. Kroger stores added: ~2,700 stores - Grocery partnership expansion on Uber Eats in the U.S. Expedia properties: 700,000+ properties - Hotel booking inventory now accessible inside Uber’s app. Blacklane cities: 500+ cities - Premium chauffeur service acquired by Uber. Uber buyback authorization: $20 billion - Board-approved repurchase program after prior $7 billion program. Delivery Hero ad monetization: ~3% of GMV - Used to argue Uber could materially expand ads within delivery. Uber One pricing in U.S.: $10/month - Subscription price cited by hosts for the U.S. market.

Pivotal Quotes: "In the short run, the market is a voting machine, but in the long run, it's a weighing machine." — Ben Graham (quoted by hosts): Used to close the episode and frame Uber as a business the market may eventually revalue higher. "Uber is the world's largest ride-hailing platform, but it is really three different businesses." — Host: Explains Uber’s structure as Mobility, Delivery, and Freight, setting up the platform thesis. "Demand for rides remains wildly spiky, and that is just fundamentally not going to change." — Sean O’Malley: Core defense of Uber versus fixed robotaxi fleets and why flexible human supply still matters.

Implications: Uber’s near-term risk from AVs is real but likely overstated versus the company’s current scale and expanding ecosystem. If partnerships, ads, delivery, and membership keep compounding, Uber could emerge as the main aggregator layer for both human and autonomous mobility.

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We interview and study famous financial billionaires, including Warren Buffett, Ray Dalio, and Howard Marks, and teach you what we learn and how you can apply their investment strategies in the stock market. We Study Billionaires is the largest stock investing podcast show in the world with 180,000,000+ downloads and is hosted by Stig Brodersen, Preston Pysh, William Green, Clay Finck, and Kyle Grieve. This podcast also includes the Richer Wiser Happier series hosted by best-selling author Wi...

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