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Healthcare Tomorrow
How the speed of innovation is accelerating and how new companies are
positioning themselves to win
About Me
Nikhil Krishnan is a healthcare research analyst, writing about the
intersection of healthcare, life sciences, and software.
He was a senior research analyst at CB Insights, where he built out
the healthcare research team, and had research that was featured in
the Wall Street Journal, Economist, New York Times, and more. He
also authored the weekly CB Insights Digital Health Newsletter,
which grew to 100K+ subscribers.
He is currently on the Strategic Partnerships team at TrialSpark, a
technology company creating a distributed network of clinical trial
sites to run faster and more efficient clinical trials.
Writing: nikhilkrishnan.com
Contact: nkrishnan92@gmail.com
1. Why does this matter today?
2. The big changes in healthcare
a. The changes in infrastructure
b. AI-first companies
c. Patient experience as a business model
3. The impact of these changes
Table of contents
Why does this matter today?
The business models in
healthcare today are in
jeopardy
Drug discovery IRR is decreasing steadily
Endpoints
Hospital margins are pressured, especially
in rural areas
Endpoints
Governments are changing business models
significantly
“The fight over 'Medicare for All' is only beginning”
-August 30th, 2019
“Trump's War On Middlemen Might Reach Well Beyond
PBM Rebates”
-April 16th, 2019
“CMS clears Louisiana Medicaid 'Netflix model' for hep C drugs
-June 26th, 2019
Tech is entering healthcare
Infrastructure developments have made it
easier to start a tech company
Open Source + Horizontal
Scaling
Cloud + AWS
Plug-In APIs,
developer
tools, etc.
Both sides of the table
Tech companies have advantages over
healthcare companies
Advantages
1. They are liked by customers and have
high user engagement
2. They have strong software and cloud
expertise
3. They don’t need to make money from
their healthcare business
4. They have built-in distribution from
their core business
5. Their organizational structure is
designed for faster decision making
Bezos explains, correctly, the traditional corporate
hierarchy: "Let's say a junior executive comes up with a
new idea that they want to try. They have to convince their
boss, their boss's boss, their boss's boss's boss and so
on—any 'no' in that chain can kill the whole idea." That's
why nimble startups so easily slaughter hidebound
dinosaurs: Even if 19 venture capitalists say no, it just
takes a 20th to say yes to get a disruptive idea into
business.
Forbes
The big changes in
healthcare today
How new entrants are targeting the weak spots of healthcare incumbents
The changes in infrastructure
The hardware infrastructure is improving
The hardware infrastructure is improving
New chips are enabling more computing
intensive processes to happen via the phone
More diagnostics + data in patient’s hands
embedded in tools they already have
Apple patent to monitor blood
composition via cameras +
ambient light sensor
Apple patent for non-invasive
glucose monitoring
Passive data capture is creating massive,
real-time, structured datasets
HIT Consultant
Patient data infrastructure is becoming
cleaner and more patient controlled
FHIR + cloud infrastructure enables faster
and more powerful software deployment
How to build a real-world evidence platform using
AWS services
FHIR + cloud infrastructure enables faster
and more powerful software deployment
Microsoft Azure Releases Open Source FHIR Server For Health Data
The API infrastructure is making it easier
than ever to start a healthcare business
Pharmacy Fulfillment API
The API infrastructure is making it easier
than ever to start a healthcare business
Credentialing Verification
The API infrastructure is making it easier
than ever to start a healthcare business
Billing, Claims, and Eligibility
It’s become easier than ever
to start a tech-enabled
healthcare company with
new tools
AI-first companies
Being AI-first means
1. Caring about how data that’s captured is
being structured and annotated
2. Creating novel workflows + business models
dependent on AI
3. Taking on risk to be competitive with
existing incumbents
Machine learning packages are making it
easier to start an ML company
Packages like Comprehend Medical are making it easier than ever to
deploy machine learning with models trained on health data
AI + analytics tools for
patient triaging
More companies are aiming to use AI to
compete with existing healthcare players
AI-assisted algorithmic
drug discovery
AI for
diagnostics/monitoring
AI-based biotech companies
AI-differentiated payers/providers
AI-first medical device/diagnostics companies
Playing in someone else’s sandbox has risks
MD Anderson Benches IBM Watson In Setback For
Artificial Intelligence In Medicine
“MD Anderson changed the software it uses for managing electronic
medical records, switching to a system made by Epic Systems of
Madison, Wis. It has blamed this new system for a $405 million drop in
its net income. According to the audit report, the Watson product
doesn’t work with the new Epic system, and must be revamped in
order to be re-tested. The information in the MD-Anderson/Watson
product is also now out of date.”
Forbes
Generating your own structured dataset
enables leaves room for expansion
Initial target: Monitoring of Neutrophils,
Lymphocytes, etc. via deep learning
Valuable asset: Pathology image set for
future analysis
Initial target: Atrial Fibrillation detection
Valuable asset: Heart rate data +
outcomes for monitoring other diseases
Initial target: Portable ultrasounds
Valuable asset: Ultrasound image dataset
Being AI-native allows for better labor
triaging...
...and create new forms of care that are
more proactive than reactive
If you believe AI is a key
differentiator going forward,
these companies are setting
themselves up for the future
Patient experience as a
business model
Having high engagement rates from patients
makes it possible to
1. Proactively reach out to them
2. Guide them to a mutually beneficial solution
3. Ask follow-up questions and get more data
4. Acquire new customers through word of
mouth marketing
High patient engagement + trust means
patients come to you and you can guide them
Oscar
Good patient experience allows companies to
ask patients for more data
When consumers like you, they’ll engage
outside of the hospitals
Patients talk to each other about good
experiences
We find new customers through many
channels. No one channel accounts for
more than one-third of our new
members. What's been most
surprising to us is we get a lot of
references from word-of-mouth. Not
Twitter or Instagram word-of-mouth--
real, one-on-one human interaction.”
- Zachariah Reitano, CEO of Ro
Inc
The impact of these changes
New business models are becoming more
prevalent
1. Platforms
2. Cash pay and direct-to-consumer
3. Completely at-risk contracting and full-stack
competitors
4. Healthcare as a loss leader for some other
core business
3. Patient brought in if
absolutely necessary
Utilization is going to move from reactive to
proactive care
Today - Reactive Care
Tomorrow - Proactive Care
1. Feel physically sick 2. Go to a physical clinic
3. Capture confirmatory
data via additional testing
1. Anomaly detected -
patient is reached out to
2. Telemedicine + additional
testing ordered virtually
Healthcare is coming to patients in the regular
routines vs. requiring standalone routes
Where you shop In things you own With people you trust
Consumers have regular interactions with their electronics, grocery stores,
community centers, etc. Embedding healthcare services into regular interactions
reduces the friction for patients.
This also means jobs will change - moving to
different kinds of patient touchpoints
Today: Tons of labor in data collection
+ administrative functions
Tomorrow: More jobs in care
management, with new kinds of roles
Health navigators
Healthcare trained
community members
Telemedicine
triaging
Thought experiment:
If you were to rebuild your organization
around its core value proposition, what
would it look like if you wanted to
incorporate these 3 big changes?
Thank You
Email: nkrishnan92@gmail.com
Twitter: @nikillinit

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Healthcare tomorrow

  • 1. Healthcare Tomorrow How the speed of innovation is accelerating and how new companies are positioning themselves to win
  • 2. About Me Nikhil Krishnan is a healthcare research analyst, writing about the intersection of healthcare, life sciences, and software. He was a senior research analyst at CB Insights, where he built out the healthcare research team, and had research that was featured in the Wall Street Journal, Economist, New York Times, and more. He also authored the weekly CB Insights Digital Health Newsletter, which grew to 100K+ subscribers. He is currently on the Strategic Partnerships team at TrialSpark, a technology company creating a distributed network of clinical trial sites to run faster and more efficient clinical trials. Writing: nikhilkrishnan.com Contact: nkrishnan92@gmail.com
  • 3. 1. Why does this matter today? 2. The big changes in healthcare a. The changes in infrastructure b. AI-first companies c. Patient experience as a business model 3. The impact of these changes Table of contents
  • 4. Why does this matter today?
  • 5. The business models in healthcare today are in jeopardy
  • 6. Drug discovery IRR is decreasing steadily Endpoints
  • 7. Hospital margins are pressured, especially in rural areas Endpoints
  • 8. Governments are changing business models significantly “The fight over 'Medicare for All' is only beginning” -August 30th, 2019 “Trump's War On Middlemen Might Reach Well Beyond PBM Rebates” -April 16th, 2019 “CMS clears Louisiana Medicaid 'Netflix model' for hep C drugs -June 26th, 2019
  • 9. Tech is entering healthcare
  • 10. Infrastructure developments have made it easier to start a tech company Open Source + Horizontal Scaling Cloud + AWS Plug-In APIs, developer tools, etc. Both sides of the table
  • 11. Tech companies have advantages over healthcare companies Advantages 1. They are liked by customers and have high user engagement 2. They have strong software and cloud expertise 3. They don’t need to make money from their healthcare business 4. They have built-in distribution from their core business 5. Their organizational structure is designed for faster decision making
  • 12. Bezos explains, correctly, the traditional corporate hierarchy: "Let's say a junior executive comes up with a new idea that they want to try. They have to convince their boss, their boss's boss, their boss's boss's boss and so on—any 'no' in that chain can kill the whole idea." That's why nimble startups so easily slaughter hidebound dinosaurs: Even if 19 venture capitalists say no, it just takes a 20th to say yes to get a disruptive idea into business. Forbes
  • 13. The big changes in healthcare today How new entrants are targeting the weak spots of healthcare incumbents
  • 14. The changes in infrastructure
  • 17. New chips are enabling more computing intensive processes to happen via the phone
  • 18. More diagnostics + data in patient’s hands embedded in tools they already have Apple patent to monitor blood composition via cameras + ambient light sensor Apple patent for non-invasive glucose monitoring
  • 19. Passive data capture is creating massive, real-time, structured datasets HIT Consultant
  • 20. Patient data infrastructure is becoming cleaner and more patient controlled
  • 21. FHIR + cloud infrastructure enables faster and more powerful software deployment How to build a real-world evidence platform using AWS services
  • 22. FHIR + cloud infrastructure enables faster and more powerful software deployment Microsoft Azure Releases Open Source FHIR Server For Health Data
  • 23. The API infrastructure is making it easier than ever to start a healthcare business Pharmacy Fulfillment API
  • 24. The API infrastructure is making it easier than ever to start a healthcare business Credentialing Verification
  • 25. The API infrastructure is making it easier than ever to start a healthcare business Billing, Claims, and Eligibility
  • 26. It’s become easier than ever to start a tech-enabled healthcare company with new tools
  • 28. Being AI-first means 1. Caring about how data that’s captured is being structured and annotated 2. Creating novel workflows + business models dependent on AI 3. Taking on risk to be competitive with existing incumbents
  • 29. Machine learning packages are making it easier to start an ML company Packages like Comprehend Medical are making it easier than ever to deploy machine learning with models trained on health data
  • 30.
  • 31. AI + analytics tools for patient triaging More companies are aiming to use AI to compete with existing healthcare players AI-assisted algorithmic drug discovery AI for diagnostics/monitoring AI-based biotech companies AI-differentiated payers/providers AI-first medical device/diagnostics companies
  • 32. Playing in someone else’s sandbox has risks MD Anderson Benches IBM Watson In Setback For Artificial Intelligence In Medicine “MD Anderson changed the software it uses for managing electronic medical records, switching to a system made by Epic Systems of Madison, Wis. It has blamed this new system for a $405 million drop in its net income. According to the audit report, the Watson product doesn’t work with the new Epic system, and must be revamped in order to be re-tested. The information in the MD-Anderson/Watson product is also now out of date.” Forbes
  • 33. Generating your own structured dataset enables leaves room for expansion Initial target: Monitoring of Neutrophils, Lymphocytes, etc. via deep learning Valuable asset: Pathology image set for future analysis Initial target: Atrial Fibrillation detection Valuable asset: Heart rate data + outcomes for monitoring other diseases Initial target: Portable ultrasounds Valuable asset: Ultrasound image dataset
  • 34. Being AI-native allows for better labor triaging...
  • 35. ...and create new forms of care that are more proactive than reactive
  • 36. If you believe AI is a key differentiator going forward, these companies are setting themselves up for the future
  • 37. Patient experience as a business model
  • 38. Having high engagement rates from patients makes it possible to 1. Proactively reach out to them 2. Guide them to a mutually beneficial solution 3. Ask follow-up questions and get more data 4. Acquire new customers through word of mouth marketing
  • 39. High patient engagement + trust means patients come to you and you can guide them Oscar
  • 40. Good patient experience allows companies to ask patients for more data
  • 41. When consumers like you, they’ll engage outside of the hospitals
  • 42. Patients talk to each other about good experiences We find new customers through many channels. No one channel accounts for more than one-third of our new members. What's been most surprising to us is we get a lot of references from word-of-mouth. Not Twitter or Instagram word-of-mouth-- real, one-on-one human interaction.” - Zachariah Reitano, CEO of Ro Inc
  • 43. The impact of these changes
  • 44. New business models are becoming more prevalent 1. Platforms 2. Cash pay and direct-to-consumer 3. Completely at-risk contracting and full-stack competitors 4. Healthcare as a loss leader for some other core business
  • 45. 3. Patient brought in if absolutely necessary Utilization is going to move from reactive to proactive care Today - Reactive Care Tomorrow - Proactive Care 1. Feel physically sick 2. Go to a physical clinic 3. Capture confirmatory data via additional testing 1. Anomaly detected - patient is reached out to 2. Telemedicine + additional testing ordered virtually
  • 46. Healthcare is coming to patients in the regular routines vs. requiring standalone routes Where you shop In things you own With people you trust Consumers have regular interactions with their electronics, grocery stores, community centers, etc. Embedding healthcare services into regular interactions reduces the friction for patients.
  • 47. This also means jobs will change - moving to different kinds of patient touchpoints Today: Tons of labor in data collection + administrative functions Tomorrow: More jobs in care management, with new kinds of roles Health navigators Healthcare trained community members Telemedicine triaging
  • 48. Thought experiment: If you were to rebuild your organization around its core value proposition, what would it look like if you wanted to incorporate these 3 big changes?