The Data Skills Gap: Why Healthcare and Education Need Data Science Grads Now episode artwork

EPISODE · Dec 6, 2025 · 1H 4M

The Data Skills Gap: Why Healthcare and Education Need Data Science Grads Now

from AGI - Advance, Grow, Innovate with AI · host AGI Podcasters

School's Out Saturdays on the AGI Podcast - Because our job is to prepare students for their future not our past. (Episode 53)Episode Summary:Julian Yoon breaks down data architecture, AI education, and workforce preparation without the usual tech jargon. From explaining data lakes vs warehouses using laundry baskets to discussing why Purdue students are learning philosophy alongside machine learning, this conversation cuts through the complexity of preparing for an AI-integrated future.About My GuestJulian Yoon is a Data Science student at Purdue University | Machine Learning enthusiast with 100% hackathon win rate | Member of Purdue ML Club. Located in West Lafayette, Indiana. Julian focuses on building machine learning solutions and helping non-technical people understand data fundamentals.Guest LinksJulian on LinkedIn: https://www.linkedin.com/in/donggyu-yoon-b58118326/Follow The Show Instagram: @AGISchoolsoutFacebook + LinkedIn: @AGIPodcastDon't get left behind! Future-proof your organization, your team, and your career → work with Jason → podcasts, keynotes, educational workshops, and one-on-one coachingLinkedIn: https://www.linkedin.com/in/jasondkoehrer/X: https://x.com/AGIPodcast📧 [email protected] No-Code CAIO Newsletterhttps://www.linkedin.com/newsletters/7252989148163751936/Phoenix Solutions GroupAffordable, pragmatic education, training, and consulting in AI literacy, policy, and projects.🌐 https://www.phoenixsolutionsgrp.comKey Timestamps:01:00 - Introduction and ChatGPT's third birthday03:15 - How Jason and Julian connected through mentorship06:42 - The data epiphany: why data architecture matters more than you think11:28 - Data lakes vs data warehouses explained (laundry basket analogy)16:45 - CPUs vs GPUs: MIT students vs middle schoolers doing trigonometry22:30 - The AlphaGo story and why data lakes allow AI to think beyond human limits27:15 - What is the cloud really? (Spoiler: giant buildings full of servers)31:40 - The six-step data pipeline: from messy files to trained AI models38:20 - Can non-technical people clean their own data?42:10 - Julian's vision for his career in data science and AI46:55 - Why healthcare companies should hire computer science grads for entry-level positions52:30 - The blended workforce: tech people learning business, business people learning tech58:15 - How Purdue integrates entrepreneurship and philosophy into data science education01:03:20 - ChatGPT study mode vs Notebook LM: which is better for learning?01:08:45 - The marketing apocalypse: Sora, image generation, and the uncanny valley01:14:30 - Robot racism and why being nice to chatbots might matter someday01:18:50 - Romantic relationships with AI chatbots: joke or genuine concern?01:23:15 - Final advice: set goals, take responsibility for your education, use AI to learn not to cheatTools We RecommendMindStudio → Automate your workflowshttps://get.mindstudio.ai/q7n7u5cttkdqRiverside.fm → Turn one recording into a week's worth of content https://riverside.sjv.io/e1xyBr

School's Out Saturdays on the AGI Podcast - Because our job is to prepare students for their future not our past. (Episode 53)Episode Summary:Julian Yoon breaks down data architecture, AI education, and workforce preparation without the usual tech jargon. From explaining data lakes vs warehouses using laundry baskets to discussing why Purdue students are learning philosophy alongside machine learning, this conversation cuts through the complexity of preparing for an AI-integrated future.About My GuestJulian Yoon is a Data Science student at Purdue University | Machine Learning enthusiast with 100% hackathon win rate | Member of Purdue ML Club. Located in West Lafayette, Indiana. Julian focuses on building machine learning solutions and helping non-technical people understand data fundamentals.Guest LinksJulian on LinkedIn: https://www.linkedin.com/in/donggyu-yoon-b58118326/Follow The Show Instagram: @AGISchoolsoutFacebook + LinkedIn: @AGIPodcastDon't get left behind! Future-proof your organization, your team, and your career → work with Jason → podcasts, keynotes, educational workshops, and one-on-one coachingLinkedIn: https://www.linkedin.com/in/jasondkoehrer/X: https://x.com/AGIPodcast📧 [email protected] No-Code CAIO Newsletterhttps://www.linkedin.com/newsletters/7252989148163751936/Phoenix Solutions GroupAffordable, pragmatic education, training, and consulting in AI literacy, policy, and projects.🌐 https://www.phoenixsolutionsgrp.comKey Timestamps:01:00 - Introduction and ChatGPT's third birthday03:15 - How Jason and Julian connected through mentorship06:42 - The data epiphany: why data architecture matters more than you think11:28 - Data lakes vs data warehouses explained (laundry basket analogy)16:45 - CPUs vs GPUs: MIT students vs middle schoolers doing trigonometry22:30 - The AlphaGo story and why data lakes allow AI to think beyond human limits27:15 - What is the cloud really? (Spoiler: giant buildings full of servers)31:40 - The six-step data pipeline: from messy files to trained AI models38:20 - Can non-technical people clean their own data?42:10 - Julian's vision for his career in data science and AI46:55 - Why healthcare companies should hire computer science grads for entry-level positions52:30 - The blended workforce: tech people learning business, business people learning tech58:15 - How Purdue integrates entrepreneurship and philosophy into data science education01:03:20 - ChatGPT study mode vs Notebook LM: which is better for learning?01:08:45 - The marketing apocalypse: Sora, image generation, and the uncanny valley01:14:30 - Robot racism and why being nice to chatbots might matter someday01:18:50 - Romantic relationships with AI chatbots: joke or genuine concern?01:23:15 - Final advice: set goals, take responsibility for your education, use AI to learn not to cheatTools We RecommendMindStudio → Automate your workflowshttps://get.mindstudio.ai/q7n7u5cttkdqRiverside.fm → Turn one recording into a week's worth of content https://riverside.sjv.io/e1xyBr

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The Data Skills Gap: Why Healthcare and Education Need Data Science Grads Now

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This episode was published on December 6, 2025.

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School's Out Saturdays on the AGI Podcast - Because our job is to prepare students for their future not our past. (Episode 53)Episode Summary:Julian Yoon breaks down data architecture, AI education, and workforce preparation without the usual tech...

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