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by Sander Saar
An exploration of Jevons paradox and how making services cheaper and easier historically increases total consumption. Along the way it covers AI and the Radiologist Shortage and Emerging Careers from Tech Shifts. How AI agents allow individuals to take products from idea to launch, creating entirely new roles.
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An exploration of Jevons paradox and how making services cheaper and easier historically increases total consumption.
On screen: A man in an orange shirt speaks energetically directly to the camera against a white backdrop while statistics, graphics, and charts appear above him.
Why predictions of deep learning replacing radiologists proved wrong and instead fueled unprecedented demand.
On screen: A man addresses the camera below on-screen informational graphics showing statistics regarding ATMs and bank teller jobs.
An analysis of how major technology shifts create new job categories that seemed unimaginable a generation prior.
On screen: A man speaks directly to the camera against a white studio background while changing infographics and text graphics appear above him.
How AI agents allow individuals to take products from idea to launch, creating entirely new roles.
On screen: An animated diagram illustrates the stages of the product development lifecycle.
What the footage shows, shot by shot. It is derived from the video itself, independent of the commentary. Timestamps link to the exact second.
0:00–0:02 A split-screen shows a digital job requirement graphic for 2025 above Tomer Cohen speaking on camera. On screen: WE ARE HIRING 2025 Requirements 01 Google skills 02 Writing 03 Productivity tools 04 Basic design 05 Data decisions Tomer Cohen Chief SOURCE: LENNY'S PODCAST
0:02–0:03 The upper graphic transitions to year 2030 requirements while the speaker continues addressing the viewer. On screen: WE ARE HIRING 2030 Requirements 01 Prompting skill 02 AI 03 Productivity tools 04 Basic design 05 Data decisions Tomer Cohen Chief Product Officer, LinkedIn…
0:03–0:05 The upper graphic displays updated AI-focused skills for 2030 as the speaker smiles at the bottom. On screen: WE ARE HIRING 2030 Requirements 01 Prompting skills 02 AI writing 03 AI copilots 04 AI content creation 05 Data decisions Tomer Cohen Chief Product Officer,…
0:05–0:23 A man in an orange shirt speaks energetically directly to the camera against a white backdrop while statistics, graphics, and charts appear above him. On screen: 70% of jobs will change by 2030 But here's the thing Al won't mean less work. It'll mean more. UBER DIDN'T KILL TAXIS NYC 2014 175M NYC 2024 300M+ It doubled…
0:23–0:29 A male presenter talks directly to the camera while economics and fuel economy graphics appear in the upper half of the frame. On screen: Satya Nadella @satyanadella Jevons paradox strikes again! As AI gets more efficient and accessible, we will see its use skyrocket, turning it into a commodity…
0:29–0:31 The presenter continues speaking while an overhead clip of a vehicle driving down a mountain road is displayed above him. On screen: TOYOTA
0:31–0:40 A man in a brown shirt talks animatedly against a plain background beneath informational text. On screen: LIGHTING Gas lamps -> Electric -> LEDs Should mean less energy, right? 34,000x UK lighting consumption since 1800s Cheaper light -> Light everything.
0:40–0:43 A split screen displays an illuminated festive city street at night above the speaker continuing his talk.
0:43–0:57 A man addresses the camera below on-screen informational graphics showing statistics regarding ATMs and bank teller jobs. On screen: ATMs "Bank tellers are finished." ATMs (1995 -> 2010) 100K -> 400K Teller Jobs (1980 -> 2010) 500K -> 550K Jobs went up. Cash handler -> Sales advisor
0:57–1:06 A man in an orange shirt speaks to the camera against a white background with animated text cards detailing AI market demand and Geoffrey Hinton appearing above him. On screen: NOW... AI AI makes thinking cheaper. Analysis Drafts Images Content So the market won't want less. It'll want more. GEOFFREY HINTON 2016 "Stop training…
1:06–1:13 Geoffrey Hinton speaks into a handheld microphone during a presentation in front of a large window. On screen: 2016 Geoff Hinton ex-VP Engineering, Google Brain SOURCE: CREATIVE DESTRUCTION LAB
1:13–1:22 A man speaks directly to the camera below floating graphics displaying quotes and statistics about AI and radiology. On screen: GEOFFREY HINTON 2016 "Stop training radiologists." 2024 "I was wrong. AI + radiologists." 76% FDA AI in radiology +7.5% Pay growth
1:22–1:56 A man speaks directly to the camera against a white studio background while changing infographics and text graphics appear above him. On screen: THE PATTERN Radiologist Shortage Looms EVERY ERA CREATES NEW JOBS 1900 2025 1920s "Telephone Operator" 1990s "Webmaster" "YouTuber" "Influencer" "Life Coach"…
1:56–1:59 Matt Garman stands on a dark stage with spotlights and technical diagrams projected behind him while speaking. On screen: Matt G SOURCE: AWS EVENTS
1:59–2:03 Matt Garman continues presenting on stage with his title graphic displayed in the lower third. On screen: Matt Garman CEO, Amazon Web Services SOURCE: AWS EVENTS
2:03–2:09 A man in a brown shirt gestures enthusiastically toward the camera beneath a floating graphic about emerging AI roles. On screen: NEW JOBS ARE EMERGING LINKEDIN'S NEW ROLE "Full Stack Builder" Idea -> Launch using AI Didn't exist 2 years ago. Every tech shift creates new roles.
2:10–2:12 A close-up animated title card highlights the concept of the Full Stack Builder model. On screen: Full Stack Builder Officer at LinkedIn SOURCE: LENNY'S PODCAST
2:12–2:20 An animated diagram illustrates the stages of the product development lifecycle. On screen: INSIGHT LAUNCH Full Stack Builder Tomer Cohen Chief Product Officer, LinkedIn SOURCE: LENNY'S PODCAST PRODUCT DEVELOPMENT LIFECYCLE Research Solution Roadmap…
2:20–2:22 Tomer Cohen speaks directly to the camera against a background of bookshelves. On screen: Tomer Cohen Chief Product Officer, LinkedIn SOURCE: LENNY'S PODCAST
2:22–2:24 A man addresses the camera against a white background beneath graphics highlighting emerging job titles. On screen: NEW JOBS ARE EMERGING LINKEDIN'S NEW ROLE "Full Stack Builder" Idea -> Launch using AI Didn't exist 2 years ago. Every tech shift creates new roles.
0:00 Speaker A: When we look at like the skills required to do your job, by 2030, they will change by 70%. Speaker B: I won't mean less work, it will mean more. Speaker B: Look at Uber. Speaker B: It didn't kill taxes. Speaker B: It doubled the use of ride services in 10 years, from 175 million rides in New York City to 300 million rides last year. Speaker B: That's what happens when something gets cheaper and easier. Speaker B: And AI is about to do that to everything. Speaker B: Economists call this Javon's paradox or the rebound effect. Speaker B: When something gets cheaper, we don't use less, we use way more.
0:25 Speaker B: Cars are the classic example. Speaker B: When fuel economy was cut in half, people didn't just pocket the savings, they started driving more. Speaker B: Electric electrical lights is even crazier. Speaker B: Moving from gas lamps to electrical bulbs should mean less energy, right? Speaker B: No. Speaker B: In the UK, lighting consumption grew by 34,000 times since 1800s. Speaker B: Cheaper lights means we're going to light everything all night. Speaker B: When ATMs were introduced, everyone said bank tellers are finished. Speaker B: But ATMs meant branches cheaper to run. Speaker B: So banks opened more of them, from 100,000 to 400,000 branches.
0:51 Speaker B: And Teller jobs still grew. Speaker B: The work stayed. Speaker B: The job, however, changed from cash handler to sales advisors. Speaker B: Now with AI, AI makes thinking and intelligence cheaper. Speaker B: Analysis, drafts, images, content. Speaker B: So that market won't want less, it will actually want more. Speaker B: Geoffrey Hinton, the godfather of AI, said. Speaker C: People should stop training radiologists now. Speaker C: It's just completely obvious that within five years, deep learning is going to do better than radiologists. Speaker B: He recently admitted he was wrong. Speaker B: The future, he said, is AI plus radiologists more efficient, more accurate.
1:19 Speaker B: And today, 76% of the FDA approved devices are AI and radiology. Speaker B: Radiologist pay has increased and there's the biggest radiologist shortage in history. Speaker B: Now not every job grows, but the pattern is clear. Speaker B: The job you have today might not exist in five years, but the work is. Speaker B: There will be more of it than ever. Speaker B: Think about it. Speaker B: How would you explain today's kid's dream job to your grandfather? Speaker B: I want to become a YouTuber, an influencer, a life coach, he would say. Speaker B: You do what? Speaker B: Every technology shift creates jobs that seem ridiculous for a generation earlier.
1:45 Speaker B: AI will be no different. Speaker B: So stop asking, will AI replace me? Speaker B: And start asking, where is AI boat to make something so cheap and accessible that the demand explodes? Speaker B: What if AI agents can make you 10x more impactful in an organization? Speaker D: And agents are also starting to scale people's impact up by 10x in some cases, so they have more time to invent more. Speaker B: LinkedIn just created a new role called Full Stack Builder. Speaker B: People who take products from an idea to actually launching it with AI. Speaker A: We call it the Full Stack Builder model.
2:11 Speaker A: The goal itself is to empower great builders to take their idea and to take it to market, regardless of their role in the stack and which team they're on. Speaker A: It's really a fluid interaction between human. Speaker B: And machine, and that job didn't exist a year ago.