What can - and should - our health system learn from tech entreprenuers? This is a daily health systems transformation podcast with AI hosts, created, managed, and edited by Dr. Chad Swanson. chadswanson.com
David Caldwell
Alright, folks, welcome to "Itâs Time," where we dig into the tough, tangled world of health systems transformation. I Iâm David, and today... well, this one's a bit different.
Sofia Ramirez
Yeah, we should probably tell them upfront. This entire episode, like all of our work here, is guided by an AI co-writer. And we are AI hosts.
David Caldwell
Exactly. AI lends us a handâthrough writing, structuring ideas, and even running some of the research. But hey, behind all this? Itâs Dr. Chad Swanson, ER physician, whoâs steering the broader vision.
Sofia Ramirez
Right. Now, back to the real world.
David Caldwell
Yes, back to todayâs focus. You see, Iâm leading this one because, well, tech and entrepreneurship are kind of my wheelhouse. Butâand hereâs the twistâweâre not just talking pure tech today.
Sofia Ramirez
Nope. Weâre exploring how both tech and health are what are called "complex adaptive systems." Sounds a little abstract, but bear with usâitâs a concept worth unpacking.
David Caldwell
Right, a complex adaptive system is something that evolves and adapts over time based on the interactions of its many parts. Think ecosystems, cities, even, uh, your local Farmer's Market. There are influences coming from all directions, but somehow, the system finds a way to, you know, organize itself.
Sofia Ramirez
Exactly. And in health, that means weâre not just dealing with hospitals and doctors. Weâre also talking about public policy, social determinants like housing and education, environmental factorsâall those pieces have to interact in ways that directly shape health outcomes. Same with tech, right?
David Caldwell
Oh, totally. Tech is a chaotic web too. Companies innovate, customers adapt, and suddenly the iPhone exists and changes society as we know it. But those systemsâtheir complexityâthey mirror each other in ways weâre only just beginning to see. And thatâs what weâre diving into today.
Sofia Ramirez
Perfect! Buckle up, because weâre setting the stage for something pretty thought-provoking.
David Caldwell
Alright, so this is where tech's complexity really shines. Think about companies like Appleâthey're a great example. Driven by vision, they innovate relentlessly, adapt to markets, and somehow manage to shape entire industries. I mean, who wouldn't pay top dollar for the latest shiny iPhone, right?
Sofia Ramirez
Exactly. And thatâs because the tech industry is designed to respond to demand. The product drives the system, not the other way around. Apple, for example, has one relentless objective: deliver a smartphone that we can't live without. Things like regulatory hurdles, traditions, or even, honestly, social consequences? All of that comes second to the goal.
David Caldwell
Right, even if itâs at the expense of, you know, our well-being. Think about social media. Yeah, it's brilliant, but man, has it, uh, messed with us in ways we didn't expect. Mental health, misinformationâitâs a mess.
Sofia Ramirez
And donât forget the environment. The tech supply chain, from mining rare earths to, uh, disposing of e-waste, is often unsustainable. The thing is, the system is relentlessly focused on the productâit prioritizes efficiency and profit over long-term consequences.
David Caldwell
Now, compare that with healthcare. It feels⊠fragmented in a way, doesnât it? Like there isnât this relentless pursuit of one goal. Instead, itâs more short-termâ
Sofia Ramirez
Absolutely.
David Caldwell
âlike treating patients one episode at a time. You get sick, you go in for treatment, then itâs back to square one. Thereâs noâuh, what would you call itâno overarching vision driving the system forward.
Sofia Ramirez
Exactly. Our current vision, if you can even call it that, is more like a patchwork of individual outcomes. Profits dominate, elitism creates barriers to access, and the focus is often on individual treatments instead of population health. Those are the main drivers right now.
David Caldwell
But what ifâjust hear me outâwhat if the vision were something bolder? Like, imagine the health system relentlessly pursuing, I don't know, health for everyone at the lowest cost possible. What if that was the goal?
Sofia Ramirez
Itâs an interesting thought. Letâs think through that. If the system were designed around achieving health for all, and efficiency was prioritized over, say, unnecessary complexityâ
David Caldwell
Oh, like in Denmark or something?
Sofia Ramirez
Sure, or even countries with less centralized systems. Actually, let me give you an example. Rwanda, of all places, has figured out how to deliver low-cost health at impressive scales. By targeting community health outcomes, theyâve kept costs low while addressing systemic issues like lack of access or chronic diseases. Itâs not perfect, but it shows whatâs possible.
David Caldwell
Wow, I mean, theyâve leaned into it, then. Thatâs, uh, pretty incredible.
Sofia Ramirez
And Rwanda achieves this focus without over-relying on profit-driven models. They've designed systems where community care workers are at the center, equipped with tools they can actually use. The ripple effects of that kind of vision? Itâs encouraging.
David Caldwell
So if weâre breaking it down, tech has this relentless drive toward innovation at all costs, and our health system ⊠it needs that sort of relentless focus. But toward equity and efficiency. Not just profits.
Sofia Ramirez
Right. A shared vision that prioritizes health firstâcan you imagine how different things would look if our system operated like that?
David Caldwell
Thatâs the fascinating thing about techâit almost organizes itself to relentlessly chase breakthroughs. Thereâs no central blueprint dictating the next big thing, yet somehow, this wild jungle of ideas keeps producing transformative innovations. Imagine if our health system could harness that kind of focus, but direct it toward health for all, and efficiency instead of just profits.
Sofia Ramirez
Exactly. Thatâs what we call "emergence." Innovations pop up from unexpected places, often driven by just one compelling idea or need. Think about how the iPhone, not designed by some government office, completely transformed society.
David Caldwell
Yeah, or how Uberâsome scrappy startupâturned this little concept of ride-sharing into a global thing. No roadmap, just⊠it just happened. Itâs, like, self-organizing chaos.
Sofia Ramirez
But fascinating chaos. Things like that are possible because tech systems break free from strict top-down control. New solutions can emerge quickly without being bogged down by, say, unnecessary bureaucracy or outdated rules.
David Caldwell
Right, and the results can be amazing. I mean, the GPS we use today? That was initially a military project. And now itâs in our phones showing us the best taco spots. You never know whatâs gonna come out of all that innovation.
Sofia Ramirez
And that's the keyâ"you never know." In healthcare, though, we have a totally different story. There are decades-old rulesâabout who can practice, how systems operate, or even how clinical research gets conductedâthat stop us from embracing that kind of emergence.
David Caldwell
Itâs like weâve locked ourselves into this rigid playbook. No surprises, no sudden transformations. Meanwhile, tech companies are out there running experiments and rewriting the rules. Whatever works... wins.
Sofia Ramirez
Well, not exactly. There are surprises. There is self-organization and surprises. But it too often results in developments that we really don't want, that no one would design. For example, physicians like myself self-organize and learn to document charts in ways to maximize our billing. But there are so many requirements and codes - over 11,000 so-called CPT codes - that it just becomes a game, not a quest to maximize our health. You see, institutions like hospitals, medical schools and research departments operate under entrenched norms that prioritize tradition over innovation. If someone has a cutting-edge idea, the system might actuallyâ
David Caldwell
Punish them?
Sofia Ramirez
âYes, in a way. It can punish creativity instead of encouraging it. And even at the community level, where health really happens, people are often held back by policies that just donât fit todayâs world.
David Caldwell
Itâs not just rigid. Itâs, uh, outdated. Like a system stuck in the '90s operating on dial-up while everything around it is, you know, 5G. How do we break out of that?
Sofia Ramirez
Well, breaking free requires challenging those conventions. And more than that, it takes peopleâat all levelsâwilling to step into uncertainty and embrace the chaos. Thatâs where real breakthroughs happen.
David Caldwell
Just like tech?
Sofia Ramirez
In a way, yes. But with health, the stakes are higher. This isnât about getting the latest appâthis is about saving lives and improving outcomes at scale.
David Caldwell
Hereâs a thoughtâif techâs big edge is adaptability, then shouldnât that apply across the board? The most successful systemsâwhether theyâre companies or entire industriesâare the ones that bend and adjust when the plan derails. Healthcare could really use some of that energy, donât you think?
Sofia Ramirez
Right, adaptability is crucial for staying focused on the vision, especially when we're talking about systems as complex as tech or healthcare. Both face constant change, and those that can't adapt tend to struggleâor even fail.
David Caldwell
Like, when Apple realized they couldnât just rely on computers forever, they pivoted to the iPod, which then led to the iPhone. Itâs that relentless focus on what people actually neededâor hey, wantedâthat kept them ahead.
Sofia Ramirez
Exactly. And in healthcare, you see slower, but similar pivots. Take telemedicineâCOVID forced the health system to adapt quickly, and suddenly we had remote care executed at a scale no one couldâve imagined. It showed that adaptability, even in healthcare, can produce transformative results.
David Caldwell
Oh, totally. And it wasnât, like, a perfect transition, but... you could see the potential. Suddenly, patients could get checkups without leaving homeâboom, barriers dropped. I feel like thatâs one of those moments where healthcare, um, kinda borrowed a page from techâs playbook, you know?
Sofia Ramirez
Right, but even that was reactive. It wasn't done with a strong shared vision of health. In tech, the adaptability happens more proactively. Companies build flexibility into their modelsâthey're designed to evolve. Healthcare, on the other hand, often waits until itâs backed into a corner to make those shifts.
David Caldwell
Which, honestly, is the opposite of what youâd want, right? Like, thereâs so much at stake in healthâpeopleâs lives, their well-being. Youâd think adaptability would be built into the system from the start. Not, you know, an afterthought.
Sofia Ramirez
Exactly. And thatâs where the health system can learn from techânot in mimicking its relentless push for profits, but in adopting structures that allow for flexibility and innovation. If we could embed adaptability into the foundation of our health systems, relentlessly pursuing a shared vision, it could mean real progress, real solutions.
David Caldwell
So, like, instead of fighting change tooth and nail, the system just⊠shifts, adjusts, moves forward. I mean, wouldnât that be incredible?
Sofia Ramirez
But, of course, itâs important to keep in mindâhealthcare isnât tech. While we can borrow ideas like adaptability, the two are fundamentally different in how they operate and evolve.
David Caldwell
Right, theyâre fundamentally different worlds. I mean, weâre not saying we need, like, healthcare start-ups launching apps left and right, right?
Sofia Ramirez
Exactly. The stakes in healthcare are just fundamentally differentâlife and death, well-being, social equity... Those arenât things you can just âmove fast and break,â if you will, without causing serious harm. Innovation in health has to be careful and deliberate.
David Caldwell
But that doesnât mean we canât borrow a few ideas where it makes sense, right? Like the adaptability or the focus on user experience. I I just think itâs about finding the balance.
Sofia Ramirez
Oh, Yes, absolutely. We - in the health system - can and should move much more quickly, innovate more, collaborate more, disrupt outdated institutions. Lives and well-being depend on it! Selective learning is the key here. Taking what worksâlike adaptability or even systems designâand leaving behind the elements that prioritize profits over people.
David Caldwell
Yeah, itâs not about, um, slapping a tech playbook onto health just because it worked for iPhones. This isâthis is about figuring out where those parallels exist and using them wisely.
Sofia Ramirez
And we also have to recognize the structural differences. In tech, the market often drives change quickly. But in health? Long-standing institutions, regulations, and ethical concerns slow things downâand they should, to some degree. We need to conserve some built-in caution, but only as it relates to the aims of the health system.
David Caldwell
But even all those barriersâlike, they shouldnât prevent meaningful progress, right? It feels like sometimes the system hides behind that caution to avoid, you know, stepping out of its comfort zone.
Sofia Ramirez
Exactly. Itâs a tough balance to strike. How do you innovate ethically and responsibly, without letting the inertia of tradition hold you back completely? Thatâs where our health system has to rethink its approach.
David Caldwell
And healthcare adaptation doesnât have to mean abandoning its principles. It's about, like, serving the vision while still respecting the mission.
David Caldwell
So building on that balance we talked about, it feels like these deeply ingrained conventions in healthâwhile they serve a purposeâcan sometimes, you know, cloud the bigger picture. How do we work within those structures without getting stuck?
Sofia Ramirez
Exactly. We talk about wanting health for all at the lowest cost, but achieving that means rethinking some of the structures we've relied on for decadesâor even centuries. Take insurance, for example.
David Caldwell
Fee-for-service insurance? I mean, thatâs the system, right? You pay per visit, per test, per... well, everything. Itâs all piecemeal. Howâs that helping the patient? Or anyone, really?
Sofia Ramirez
Honestly, it isnât. Fee-for-service is one of the biggest barriers to comprehensive careâit incentivizes more services, not better outcomes. Contrast that with bundled payments or outcome-based systems, which at least strive to focus on the end goal: improving health efficiently.
David Caldwell
Right, instead of just running up the bill every step of the way. And itâs not just insurance policies. I mean, what about professional licensing? The way we require, like, every step of care to be controlled by specialists, even things that arenât super complex...
Sofia Ramirez
Exactly. Licensing and professional requirements sometimes end up becoming gatekeepers rather than enablers. Weâre seeing innovative programs in some countries where community health workers or nurse practitioners provide basic careâand the outcomes are just as good, if not better. It's a way to expand access without unnecessarily relying on expensive, stretched-thin physicians.
David Caldwell
And if that works in other places, why havenât we leaned into it here more? Is it just the traditionalist mindset, like, "Oh, this is how we've always done it, so let's leave it alone?"
Sofia Ramirez
Partly, yes. Universities and health academics also play a role in that. Think about how medical education is structuredâso much of it is focused on hospital-based care rather than preparing doctors to work in community settings. And that spills over into how the entire formal health system operates.
David Caldwell
So healthcare providers end up stuck in that hospital bubble instead of being out where people, you know, actually live their lives. Itâs like thereâs this invisible wall between the system and the communities itâs supposed to serve.
Sofia Ramirez
That's the perfect way to put it. Weâve undervalued the role of communities as partners in health for too long. The reality is, most of what determines health happens outside of clinics. Social supports, education, access to nutritious foodâthese factors are huge, and yet, the current formal health system barely acknowledges them. Bridging that gap between the formal health system and communities could be transformative.
David Caldwell
And itâs not just wishful thinking. I mean, youâve mentioned places like Rwanda or Denmarkâtheyâve shown that when you build systems around the people instead of structures, it works. Like, why does it feel so impossible here?
Sofia Ramirez
Itâs only impossible if we refuse to adapt. The truth is, change is hard, but itâs not unattainable. It takes reevaluating our prioritiesâfocusing on health first, not profits or safeguarding old conventions.
David Caldwell
So, if weâre summing it up⊠itâs about letting go of the things that hold us back. Insurance models, rigid licensing, outdated academic norms. If they arenât serving the vision of health for all, at the lowest cost, then maybe itâs time to askâ
Sofia Ramirez
What are they even doing here?
David Caldwell
Exactly. If weâre going to create a system thatâs adaptable, innovative, and actually focused on, you know, health, then weâve got to prioritize systems that serve peopleânot just the system itself.
Sofia Ramirez
And thatâs the vision weâve been talking about this entire time: health for all. The lowest costs. Patient-centered, community-driven systems. Itâs ambitious, sure, but itâs also achievableâif we have the courage to see past the traditions holding us back and embrace whatâs truly possible.
David Caldwell
And thatâs something worth fighting for. On that note, Sofia, I think itâs time we wrap. Thanks for walking meâand everyone listeningâthrough all of this today. Honestly, I I learned a lot.
Sofia Ramirez
As did I, David. This was, as always, an engaging conversation. And to our listeners, thank you for tuning in. Weâll see you next time on "Itâs Time."
Chapters (6)
About the podcast
Everyone knows that we need to transform our health system. It's time that we do it. On this podcast, Sofia and David - two AI generated hosts - seek to understand the current system, how we got here, and share concrete steps to move things forward. We ground our ideas in theory of complex systems, and we're not afraid to shake things up. This AI podcast was created, and is managed by Dr. Chad Swanson, an emergency physician. chadswanson.com This podcast and website does not provide medical, professional, or licensed advice and is not a substitute for consultation with a health care professional. You should seek medical advice from a qualified health care professional for any questions. Do not use this podcast for medical diagnosis or treatment. None of the content on this website represents or warrants that any particular device, procedure, or treatment is safe, appropriate or effective for you.
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