SlideShare una empresa de Scribd logo
1 de 60
Descargar para leer sin conexión
The Big Tech in
Pharma Report
How Amazon, Microsoft, Apple, and Alphabet are capitalizing on
pharma’s digital transformation
Contents
Summary of findings 6
Market drivers 8
Amazon 14
Microsoft 26
Apple 38
Alphabet 50
5
Big tech | Pharma
Big tech pharma acquisitions slowed in 2022, compared
to 2021…
• Big tech’s acquisition activity dropped steeply in 2022,
after a very active 2021.
…and big tech investments also slowed over the same
period.
• Alphabet leads big tech in unique pharma
investments (20) in 2022, followed by Microsoft (4).
• GV (Google Ventures) is the most active big tech
venture arm in pharma by a wide margin.
What’s next?
• Big tech companies are likely to double down on
hardware and software, with the aim of capturing as
much patient data as possible. The amount of data
generated from these products is significant. Expect
big tech companies to utilize their data expertise to
discover and commercialize digital biomarkers.
• Big tech companies will continue to offer AI expertise
to pharmaceutical companies. Anticipate big tech to
begin negotiating contracts with shared upside for
drugs discovered as a result of their pharmaceutical
partnerships.
Overview of big tech’s activities in pharma
Summary of findings
6
Big tech | Pharma
Where big tech is developing solutions in pharma
7
Big tech | Pharma
Where big tech is making moves
8
Amazon is building the pharmacy of the future by using its existing supply chain to create a customer experience on par with its
e-commerce business. It is scaling remote patient monitoring (RPM) solutions to create a unified experience from prescription to
delivery to follow-up.
Microsoft is launching healthcare SaaS solutions, leveraging its experience as an enterprise software company. It is entering the
pharmaceuticals market through partnerships with existing players. Microsoft’s enterprise software products collect patient
data, which is then used to build clinical trials and drug discovery solutions.
Apple is using its consumer hardware and massive user base to its advantage as it aims to build a secure and centralized
location for patient health data. It is creating hardware to collect patient data and is building a developer ecosystem — similar to
its strategy with the iPhone and the App Store.
Alphabet is collecting patient data through its devices and organizing the data into secure patient health records. What
differentiates it from other big tech companies is how Alphabet is using AI expertise to build in-house drug R&D capabilities.
How big tech is transforming pharma
9
Big tech | Pharma
Inefficiencies abound
Many processes and workflows
across the drug development value
chain are still manual (e.g., lab
notebooks). Pharma is partnering
with big tech companies to decrease
costs by improving drug discovery,
enabling faster clinical trials, and
offering better distribution models.
Data, data, data
The amount of patient data available
has skyrocketed in the past few
years. Big tech is using this data to
identify drug targets, predict real-time
medication demand, and build patient
monitoring and health records
technologies.
Digital transformation
Return on investment for drug R&D
has ticked up over the past 2 years,
after continuous decline throughout
the 2010s. Big tech is capitalizing on
opportunities across cloud, artificial
intelligence, and IoT across the
pharmaceutical value chain.
What’s driving big tech activity in pharma?
10
Big tech | Pharma | Market drivers
Drug development workflows and
processes are still largely manual,
from lab notebooks for R&D to
data collection for clinical trials.
Pharma is working with startups
and big tech to deploy digital
solutions from drug discovery to
clinical trials to the supply chain.
Big tech companies are actively
investing in and building solutions
that improve drug development
efficiency.
Much of drug development is still manual
11
Big tech | Pharma | Market drivers
The quantity of patient data
housed in clinical systems
skyrocketed nearly 500% from
2016 to 2020. This data is
valuable as “real-world evidence”
(RWE) for drug development.
Big tech is using this data to
identify drug targets, predict real-
time medication demand, and
build patient monitoring and
health records technology.
More patient data = improved personalization
12
Big tech | Pharma | Market drivers
Return on investment for drug R&D
has increased over the past few
years, after continuous decline
throughout the 2010s.
This correlates with big tech’s
increased activity in the space.
Big tech is capitalizing on
opportunities in cloud, artificial
intelligence, and IoT across the
pharmaceutical value chain.
Digital transformation takes hold as returns
tick up
Source: Drug Discovery Trends 13
Big tech | Pharma | Market drivers
Amazon
14
Digital pharmacy
Amazon aims to offer an
upgraded customer experience
for ordering and receiving
medications.
Supply chain
Amazon is leveraging its
supply chain expertise for
generics manufacturing.
Personalization
Amazon is using IoT devices
and patient data to
personalize healthcare
experiences.
Where Amazon is focusing
15
Big tech | Pharma | Amazon
Amazon is building a digital
pharmacy
16
Theme 1: Digital Pharmacy
Coverage of Amazon’s digital pharmacy has dropped
from its peak…
17
456 469
369
295
627
569
625
864 880
636
480 464
396
313
555
0
100
200
300
400
500
600
700
800
900
1000
Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3
2019 2020 2021 2022
News mentions of “Amazon” and “pharmacy”
Big tech | Pharma | Amazon
….but Amazon continues to build its pharmacy
capabilities
18
Amazon pharmacy partners with Blue
Plans in five states
March 10, 2022 |
Amazon in talks with Apollo Hospitals
for partnership in pharmacy business
November 26, 2021 |
Amazon launches virtual clinic to
provide virtual care and prescriptions
November 15, 2022 |
Amazon spends $3.9B to acquire One
Medical
July 21, 2022 |
Big tech | Pharma | Amazon
Amazon is developing pharma supply
chain expertise
19
Theme 2: Supply Chain
Soft Robotics
Series C
$26M
Soft Robotics builds soft
rubber grippers for robots
to grab items for
automated fulfillment.
Attabotics
Series C
$72M
Attabotics develops an
automated fulfillment
system to reduce costs in
warehouse environments.
Project44
Unattributed
$31M
Project44 offers an end-to-
end supply chain visibility
platform for shippers and
third-party logistics firms.
Pharma logistics is a hot space…
20
Big tech | Pharma | Amazon
The $482B generic drugs market provides an opportunity for Amazon to manufacture drugs in-house — which could
reduce prices and improve delivery times for customers.
The company is developing its supply chain expertise by helping Novartis and Pfizer digitize their pharmaceutical
manufacturing, supply chain, and delivery operations.
…and Amazon is quietly building expertise
through pharma partnerships
Source: Amazon 21
Big tech | Pharma | Amazon
Amazon is personalizing healthcare
with IoT devices and data
22
Theme 3: Personalization
2.5
4.1
7.5
27.1
46.5
0.0 5.0 10.0 15.0 20.0 25.0 30.0 35.0 40.0 45.0 50.0
Apple
Sonos
Other
Google
Amazon
Amazon has a head start in remote patient
monitoring through smart speaker dominance…
Number of smart speaker installations in USA (millions), as of Jan 2020
Big tech | Pharma | Amazon
23
Source: Statista
…and it’s building a competitive advantage
through integrations and partnerships
24
Amazon’s Alexa voice assistant can
now help you diagnose Covid-19, with
information from the CDC
May 27, 2020 |
Amazon partnered with Cerner to let
patients share Halo watch data with
providers
September 1, 2020 |
Nurx teams up with Amazon Alexa on
birth control reminders and sex
education
September 28, 2021 |
Amazon Halo can now share heart rate
data with third-party apps and
equipment
August 5, 2021 |
Big tech | Pharma | Amazon
Amazon’s plans point to key trends for 2023
25
Amazon is building a digital pharmacy
Amazon is developing supply chain
expertise
Amazon is personalizing healthcare
with IoT devices and data
Summary Amazon’s e-commerce infrastructure
and PillPack acquisition enable
consumers to easily order and manage
medications.
Amazon has an opportunity to reduce
drug prices by integrating generics
manufacturing with its existing supply
chain.
Amazon’s existing IoT solutions (such
as Alexa and Echo) enable integration
into remote patient monitoring and care
delivery.
Implications Expect Amazon to leverage its existing
supply chain to ramp up its digital
pharmacy efforts.
Due to synergies with its e-commerce
business, anticipate Amazon building a
pharmaceutical manufacturing unit.
Consider that Amazon may be after
more than consumer purchasing data
with its widespread deployment of
these devices.
Big tech | Pharma | Amazon | Key takeaways & implications
Microsoft
26
Software-as-a-Service
Microsoft is building SaaS
offerings for healthcare
enterprises.
Interoperability
Microsoft is using its data
experience to address the
healthcare interoperability
challenge.
Drug discovery
Microsoft is offering its AI
expertise to pharma
companies to help expedite
drug discovery.
Where Microsoft is focusing
27
Big tech | Pharma | Microsoft
Microsoft is creating SaaS solutions
for healthcare enterprises
28
Theme 1: SaaS
1
2
1
6 6
5
7
0
2
4
6
8
10
12
14
2014 2015 2016 2017 2018 2019 2020 2021 2022
YTD
11
Partnerships
13
Microsoft has stepped up its healthcare
partnerships in recent years…
Disclosed business relationships (as of 12/1/2022)
29
Big tech | Pharma | Microsoft
…and is now building its own SaaS business through
acquisitions and product launches
30
Microsoft and CMR Surgical are
collaborating on “Project Silica” to store
clinical data into glass
July 4, 2022 |
Microsoft is working with SAS to make
health analytics more accessible to
healthcare organizations
September 1, 2020 |
Microsoft Cloud for Healthcare expands
portfolio with Azure Healthcare APIs
August 3, 2021 |
Microsoft acquires Nuance to enhance
Healthcare AI, Cloud strategy
April 12, 2021 |
Big tech | Pharma | Microsoft
Microsoft is building data storage
and interoperability tech
31
Theme 2: Interoperability
Interoperability funding has skyrocketed over the
past few years
$1.1B $2.2B $4.3B $5.2B
Funding
$4.0B
$0.0B
$1.0B
$2.0B
$3.0B
$4.0B
$5.0B
$6.0B
2018 2019 2020 2021 2022
Big tech | Pharma | Microsoft
32
CMR Surgical
Series D
$600M
Microsoft and CMR
Surgical are collaborating
on “Project Silica” to store
clinical data using glass.
Rescale
Series C
$50M
Rescale is a R&D platform
that helps scientists build,
compute, analyze, and
scale simulations in the
cloud.
Allscripts (Veradigm)
IPO
$112M
Microsoft is working
Allscripts to use EHR
data for clinical trial
matchmaking.
Microsoft is partnering with and investing in data
storage and accessibility companies
33
Big tech | Pharma | Microsoft
Microsoft is helping pharma discover
new drugs
34
Theme 3: Drug discovery
AI algorithms allow pharmaceutical companies
and CROs to rapidly and cost-effectively
identify drug candidates. Leaders such as
AstraZeneca, Sanofi, and Biogen are rapidly
adopting AI-powered drug discovery platforms
as a core part of their R&D process.
As AI-powered discovery technology matures,
providers (such as Microsoft) will look for more
shared upside in the drug candidates they help
discover.
AI-powered drug discovery is a top priority for
pharmaceutical companies
35
Big tech | Pharma | Microsoft
Novo Nordisk
Microsoft and Novo Nordisk are
collaborating to automate the
summarization and analysis of
information from sources such
as literature, patents, scientific
reports and discussion forums to
get scientific insights.
About:
Novartis
Microsoft partnered with Novartis
in 2019 to create an AI innovation
lab for drug R&D.
About:
UCB Pharma
In early 2021, Microsoft entered
into an agreement with UCB to
create an oral antiviral for Covid-
19. By leveraging Microsoft’s
Azure, UCB was able screen and
design compounds in 3 days —
a process that usually takes 6
months.
About:
Microsoft is discovering drugs with pharma partners
36
Big tech | Pharma | Microsoft
Microsoft’s plans point to key trends for 2023
37
Microsoft is creating SaaS solutions
for healthcare enterprises
Microsoft is building data storage and
interoperability tech
Microsoft is helping pharma discover
new drugs
Summary In the past year, Microsoft has doubled
down on healthcare SaaS offerings,
through product launches, acquisitions,
and partnerships.
Microsoft is partnering with startups to
improve data storage and
interoperability.
Microsoft has already had remarkable
success helping pharmaceutical
partners discover drug candidates.
Implications Following its healthcare cloud launch
and Nuance acquisition, expect
Microsoft to continue investing in its
healthcare SaaS business.
Expect Microsoft to keep exploring new
technologies for data storage, access,
and interoperability.
Consider that Microsoft is well-
positioned to build an AI-driven drug
discovery business unit.
Big tech | Pharma | Microsoft | Key takeaways & implications
Apple
38
Hardware
Apple is investing in hardware
improvements, primarily the
Apple Watch, to collect more
patient data.
Biomarkers
Apple is turning patient data
into new biomarkers for
disease.
Ecosystem
Apple offers a software
ecosystem for pharma
companies to build apps.
Where Apple is focusing
39
Big tech | Pharma | Apple
Apple is building hardware to collect
health data
40
Theme 1: Hardware
Portable Ultrasound Electrocardiogram (ECG) Vital Signs
The iPhone can integrate with medical devices
41
Big tech | Pharma | Apple
Grant Series F Series B
$5M
Butterfly Network
provides portable point-of-
care ultrasounds devices
that can be read through a
smartphone.
Unknown
AliveCor offers a mobile
ECG solution that can
provide sinus rhythm
analysis and atrial
fibrillation detection.
$14M
Binah.ai enables real-time
vital signs measurement
via a device’s in-built
camera.
Apple is focused on enabling health
measurements with the Apple Watch
42
NIH-funded study to test if Apple Watch
can prevent strokes, limit blood thinners
August 31, 2022 |
Rune Labs translates Apple Watch data
into Parkinson’s insights with FDA nod
June 13, 2022 |
Apple reveals medication tracking
feature and more health updates
June 6, 2022 |
AI researchers at Mayo Clinic use the
Apple Watch to detect silent, weakening
heart disease
May 3, 2022 |
Big tech | Pharma | Apple
Amazon is creating/discovering
digital biomarkers
43
Theme 2: Digital biomarkers
141
187
331
476 471
0
50
100
150
200
250
300
350
400
450
500
2018 2019 2020 2021 2022 YTD
Interest in digital biomarkers is growing…
News mentions of “digital biomarker” from 2018 to 2022 YTD
Big tech | Pharma | Apple
44
…and Apple is in a unique position to capitalize
45
Biogen, Apple to initiate study to
develop cognitive health digital
biomarkers
January 11, 2021 |
Digital biomarker for asthma indicates
Apple Watch move into health tech
December 1, 2020 |
UCLA collaborates with Apple to develop
digital biomarkers for depression
December 1, 2020 |
Apple, Eli Lilly, and Evidation present
first results from digital Alzheimer’s
study
August 8, 2019 |
Big tech | Pharma | Apple
Apple is building a healthcare
software ecosystem
46
Theme 3: Ecosystem
ResearchKit CareKit HealthKit
Apple has created an open-source framework…
47
Big tech | Pharma | Apple
ResearchKit is a tool for
medical research that enables
consent flows, dynamic tasks,
and surveys delivered through
developer apps. It gives access
to valuable data for research
studies, such as step counts,
calories, and heart rate.
CareKit helps developers
better understand and manage
user health by creating
dynamic care plans, tracking
symptoms, connecting to care
teams, and more.
HealthKit integrates into health
and fitness apps to create a
more seamless user
experience. It provides access
for developers to read and
write health and activity data.
…that universities and companies are using to
build health apps
48
University of Rochester is using
ResearchKit to monitor and measure
Parkinson’s disease
Duke University is using ResearchKit to
discover a better way to diagnose
autism
Johns Hopkins is using CareKit to offer
heart attack recovery at your fingertips
One Drop is using CareKit to provide an
easier way to manage diabetes
Big tech | Pharma | Apple
Apple’s plans point to key trends for 2023
49
Apple is building hardware to collect
patient data
Apple is turning patient data into
disease biomarkers
Apple is offering a software ecosystem
for health apps
Summary Apple has doubled down on hardware,
in particular the Apple Watch, to collect
patient data.
Apple is partnering with academia and
pharma to turn patient data into new
biomarkers for disease.
Pharmaceutical companies are using
Apple’s software ecosystem to build
healthcare apps.
Implications Expect Apple to continue advancing its
Apple Watch hardware. Consider that
Apple may eventually dominate the
remote patient monitoring market.
Consider that Apple is creating a
competitive moat by collecting and
storing unique patient data via the
Apple Watch.
Recognize that Apple’s software kits
are uniquely positioned in the pharma
tech ecosystem, and they continue to
garner usage since their release in the
mid-2010s.
Big tech | Pharma | Apple | Key takeaways & implications
Alphabet
50
Interoperability
Alphabet is making health
data easier to access and
utilize.
Hardware
Alphabet is building hardware
to collect patient data.
Drug discovery
Alphabet is discovering drugs
with AI through its subsidiary
companies.
Where Alphabet is focusing
51
Big tech | Pharma | Alphabet
Alphabet is making health data easier
to access and utilize
52
Theme 1: Interoperability
DNAnexus
Series I
$200M
DNAnexus offers a cloud-
based DNA data
management and biomedical
data analysis platform.
Verana Health
Series E
$150M
Verana Health offers real-
world data to accelerate
drug research and provide
clinical decision support
for physicians.
Tempus
Debt
$275M
Tempus offers molecular
and clinical data to help
physicians deliver
personalized cancer care.
Alphabet is backing real-world data and
informatics startups
53
Big tech | Pharma | Alphabet
Alphabet is also acquiring health data directly
through partnerships
54
Mayo Clinic CIO: Google partnership will
‘transform healthcare’
November 19, 2021 |
Google Cloud to beef up HCA
Healthcare’s clinical operational data
analytics in multiyear partnership
May 26, 2021 |
Highmark Health inks 6-year partnership
with Google subsidiary Verily Life
Sciences
March 2, 2021 |
Google, Ascension continue EHR
collaboration by launching new search
tool
February 23, 2021 |
Big tech | Pharma | Alphabet
Verily, the life sciences subsidiary under
Alphabet, raised $1B in capital in September
2022.
Verily will use these funds to invest in and build
“precision health” products. Applying machine
learning to research, clinical, and non-clinical
data, Verily hopes to improve healthcare
personalization.
The capital may also be used to fund strategic
partnerships, business development, and
potential acquisitions.
In 2021, Verily acquired SignalPath, a clinical
trials operating system provider. It has also
partnered with Lumea, L’Oreal, and Mayo Clinic.
Verily raised $1B to use patient data for
precision healthcare
55
Big tech | Pharma | Alphabet
Alphabet is building hardware and
software to collect patient data
56
Theme 2: Hardware
198
304 305
360
401
150
200
250
300
350
400
450
2018 2019 2020 2021 2022
Executives are increasingly talking about remote
patient monitoring
Earnings transcript mentions of “remote patient monitoring” or “RPM” from 2018 to 2022
Big tech | Pharma | Alphabet
57
Alphabet is building RPM hardware and software
58
Alphabet’s Verily, ResMed launch sleep
platform Primasun
November 14, 2022 |
Patent granted for “Imputation of blood
glucose monitoring data”
October 18, 2022 |
Patent granted for “Display on a
bandage-type monitoring device”
October 4, 2022 |
Google and Samsung join forces to
make it easier to sync fitness data
between apps
May 15, 2022 |
Big tech | Pharma | Alphabet
Alphabet is discovering new drugs
with AI
59
Theme 3: Drug discovery
Drug discovery funding falls from all-time high but
stays above pre-pandemic levels in 2022
$1.4B $1.3B $2.5B $6.0B
Funding
$2.8B
$0.0B
$1.0B
$2.0B
$3.0B
$4.0B
$5.0B
$6.0B
$7.0B
2018 2019 2020 2021 2022 YTD
Big tech | Pharma | Alphabet
60
Google’s DeepMind division is developing AI for
Drug R&D. AlphaFold — released in 2021 —
predicted more than 350,000 protein
structures, which encompass proteomes for
humans and other organisms.
Google packaged this technology into a new
company called Isomorphic Laboratories,
which will take an “AI-first approach” to drug
discovery and development.
In addition, Google’s work in quantum
computing may eventually amplify its drug
development capabilities.
Alphabet launched a drug discovery company
based on DeepMind’s research
61
Big tech | Pharma | Alphabet
Terray Therapeutics AbbVie Broad Institute
Alphabet subsidiary Calico Life Sciences is
partnering to develop anti-aging drugs
62
Big tech | Pharma | Alphabet
Terray Therapeutics and
Calico have a multi-target
collaboration to discover
small molecule therapeutics
for age-related diseases,
including cancer.
AbbVie and Calico are
working together to
develop drugs for aging-
related diseases, including
neurodegeneration and
cancer.
The Broad Institute and
Calico have an ongoing
partnership focused on the
biology and genetics of
aging and early-stage drug
discovery.
Alphabet’s plans point to key trends for 2023
63
Alphabet is making health data easier
to access and utilize
Alphabet is building hardware to
collect patient data
Alphabet is discovering drugs with AI
Summary Alphabet is investing in health data
startups and gathering health data
through partnerships.
Alphabet’s companies are partnering
with existing players and patenting
novel technologies for remote patient
monitoring.
Alphabet now has 3 separate
pharmaceutical ventures, with Verily,
Calico, and Isomorphic Labs.
Implications Expect Alphabet to continue investing
in companies, products, and
partnerships that provide access to
patient data.
On the heels of recent granted patents,
expect Verily Life Sciences to use a
portion of its recent $1B funding round
to develop remote patient monitoring
tech.
Consider that Alphabet is the only big
tech company to pursue drug discovery
and development in-house. Its unique
AI expertise is well-suited to this
strategy.
Big tech | Pharma | Alphabet | Key takeaways & implications

Más contenido relacionado

La actualidad más candente

BI Consultancy - Data, Analytics and Strategy
BI Consultancy - Data, Analytics and StrategyBI Consultancy - Data, Analytics and Strategy
BI Consultancy - Data, Analytics and StrategyShivam Dhawan
 
Creating an Enterprise AI Strategy
Creating an Enterprise AI StrategyCreating an Enterprise AI Strategy
Creating an Enterprise AI StrategyAtScale
 
Data Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital TransformationData Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital TransformationDATAVERSITY
 
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...DATAVERSITY
 
[Accenture] Digital Business 2017
[Accenture] Digital Business 2017[Accenture] Digital Business 2017
[Accenture] Digital Business 2017Duy, Vo Hoang
 
How a Semantic Layer Makes Data Mesh Work at Scale
How a Semantic Layer Makes  Data Mesh Work at ScaleHow a Semantic Layer Makes  Data Mesh Work at Scale
How a Semantic Layer Makes Data Mesh Work at ScaleDATAVERSITY
 
Data Quality
Data QualityData Quality
Data Qualityjerdeb
 
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsBuilding a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsDATAVERSITY
 
EY: Why graph technology makes sense for fraud detection and customer 360 pro...
EY: Why graph technology makes sense for fraud detection and customer 360 pro...EY: Why graph technology makes sense for fraud detection and customer 360 pro...
EY: Why graph technology makes sense for fraud detection and customer 360 pro...Neo4j
 
You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?Precisely
 
Breaking down an Industrial IoT reference architecture.pptx
Breaking down an Industrial IoT reference architecture.pptxBreaking down an Industrial IoT reference architecture.pptx
Breaking down an Industrial IoT reference architecture.pptxNeel Sendas
 
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureEnterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureDATAVERSITY
 
Data Catalog for Better Data Discovery and Governance
Data Catalog for Better Data Discovery and GovernanceData Catalog for Better Data Discovery and Governance
Data Catalog for Better Data Discovery and GovernanceDenodo
 
Building a Data Strategy Your C-Suite Will Support
Building a Data Strategy Your C-Suite Will SupportBuilding a Data Strategy Your C-Suite Will Support
Building a Data Strategy Your C-Suite Will SupportReid Colson
 
How to Use a Semantic Layer to Deliver Actionable Insights at Scale
How to Use a Semantic Layer to Deliver Actionable Insights at ScaleHow to Use a Semantic Layer to Deliver Actionable Insights at Scale
How to Use a Semantic Layer to Deliver Actionable Insights at ScaleDATAVERSITY
 
Data Architecture for Data Governance
Data Architecture for Data GovernanceData Architecture for Data Governance
Data Architecture for Data GovernanceDATAVERSITY
 
A Framework for Digital Business Transformation
A Framework for Digital Business TransformationA Framework for Digital Business Transformation
A Framework for Digital Business TransformationCognizant
 
Modernizing to a Cloud Data Architecture
Modernizing to a Cloud Data ArchitectureModernizing to a Cloud Data Architecture
Modernizing to a Cloud Data ArchitectureDatabricks
 
DAS Slides: Data Governance - Combining Data Management with Organizational ...
DAS Slides: Data Governance -  Combining Data Management with Organizational ...DAS Slides: Data Governance -  Combining Data Management with Organizational ...
DAS Slides: Data Governance - Combining Data Management with Organizational ...DATAVERSITY
 

La actualidad más candente (20)

BI Consultancy - Data, Analytics and Strategy
BI Consultancy - Data, Analytics and StrategyBI Consultancy - Data, Analytics and Strategy
BI Consultancy - Data, Analytics and Strategy
 
Creating an Enterprise AI Strategy
Creating an Enterprise AI StrategyCreating an Enterprise AI Strategy
Creating an Enterprise AI Strategy
 
Data Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital TransformationData Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital Transformation
 
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...
 
[Accenture] Digital Business 2017
[Accenture] Digital Business 2017[Accenture] Digital Business 2017
[Accenture] Digital Business 2017
 
How a Semantic Layer Makes Data Mesh Work at Scale
How a Semantic Layer Makes  Data Mesh Work at ScaleHow a Semantic Layer Makes  Data Mesh Work at Scale
How a Semantic Layer Makes Data Mesh Work at Scale
 
Data Quality
Data QualityData Quality
Data Quality
 
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsBuilding a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business Goals
 
EY: Why graph technology makes sense for fraud detection and customer 360 pro...
EY: Why graph technology makes sense for fraud detection and customer 360 pro...EY: Why graph technology makes sense for fraud detection and customer 360 pro...
EY: Why graph technology makes sense for fraud detection and customer 360 pro...
 
Determine Your Data Strategy
Determine Your Data StrategyDetermine Your Data Strategy
Determine Your Data Strategy
 
You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?
 
Breaking down an Industrial IoT reference architecture.pptx
Breaking down an Industrial IoT reference architecture.pptxBreaking down an Industrial IoT reference architecture.pptx
Breaking down an Industrial IoT reference architecture.pptx
 
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureEnterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data Architecture
 
Data Catalog for Better Data Discovery and Governance
Data Catalog for Better Data Discovery and GovernanceData Catalog for Better Data Discovery and Governance
Data Catalog for Better Data Discovery and Governance
 
Building a Data Strategy Your C-Suite Will Support
Building a Data Strategy Your C-Suite Will SupportBuilding a Data Strategy Your C-Suite Will Support
Building a Data Strategy Your C-Suite Will Support
 
How to Use a Semantic Layer to Deliver Actionable Insights at Scale
How to Use a Semantic Layer to Deliver Actionable Insights at ScaleHow to Use a Semantic Layer to Deliver Actionable Insights at Scale
How to Use a Semantic Layer to Deliver Actionable Insights at Scale
 
Data Architecture for Data Governance
Data Architecture for Data GovernanceData Architecture for Data Governance
Data Architecture for Data Governance
 
A Framework for Digital Business Transformation
A Framework for Digital Business TransformationA Framework for Digital Business Transformation
A Framework for Digital Business Transformation
 
Modernizing to a Cloud Data Architecture
Modernizing to a Cloud Data ArchitectureModernizing to a Cloud Data Architecture
Modernizing to a Cloud Data Architecture
 
DAS Slides: Data Governance - Combining Data Management with Organizational ...
DAS Slides: Data Governance -  Combining Data Management with Organizational ...DAS Slides: Data Governance -  Combining Data Management with Organizational ...
DAS Slides: Data Governance - Combining Data Management with Organizational ...
 

Similar a CB-Insights_Big-Tech-In-Pharma.pdf

Pharma Digital Marketing Trends to Watch in 2020
Pharma Digital Marketing Trends to Watch in 2020Pharma Digital Marketing Trends to Watch in 2020
Pharma Digital Marketing Trends to Watch in 2020Let's Learn Digital
 
Artificial intelegance.pptx
Artificial intelegance.pptxArtificial intelegance.pptx
Artificial intelegance.pptxTejasSonawane19
 
CB-Insights_Big-Tech-In-Healthcare-2022.pdf
CB-Insights_Big-Tech-In-Healthcare-2022.pdfCB-Insights_Big-Tech-In-Healthcare-2022.pdf
CB-Insights_Big-Tech-In-Healthcare-2022.pdfPaul Brian Contino
 
Fulfilling the Digital Promise for Medicine_Navigate The New
Fulfilling the Digital Promise for Medicine_Navigate The NewFulfilling the Digital Promise for Medicine_Navigate The New
Fulfilling the Digital Promise for Medicine_Navigate The NewNavigate The New
 
AI is Not Magic: It’s Time to Demystify and Apply Srinivasan Parthiban (VINGY...
AI is Not Magic: It’s Time to Demystify and Apply Srinivasan Parthiban (VINGY...AI is Not Magic: It’s Time to Demystify and Apply Srinivasan Parthiban (VINGY...
AI is Not Magic: It’s Time to Demystify and Apply Srinivasan Parthiban (VINGY...Dr. Haxel Consult
 
Artificial intelligence
Artificial intelligenceArtificial intelligence
Artificial intelligenceYogesh Jadhao
 
Artificial intelligence in field of pharmacy
Artificial intelligence in field of pharmacyArtificial intelligence in field of pharmacy
Artificial intelligence in field of pharmacyKaustav Dey
 
Through the looking glass - A digital future for healthcare
Through the looking glass - A digital future for healthcareThrough the looking glass - A digital future for healthcare
Through the looking glass - A digital future for healthcareAlfredo Ramos Plasencia
 
Artificial Intelligence Service in Healthcare
Artificial Intelligence Service in HealthcareArtificial Intelligence Service in Healthcare
Artificial Intelligence Service in HealthcareAnkit Jain
 
artificial intelligence in Pharmacy field.pptx
artificial intelligence in Pharmacy field.pptxartificial intelligence in Pharmacy field.pptx
artificial intelligence in Pharmacy field.pptxpriyranjan8
 
Artificial Intelligence in Healthcare Report
Artificial Intelligence in Healthcare Report Artificial Intelligence in Healthcare Report
Artificial Intelligence in Healthcare Report Mohit Sharma (GAICD)
 
Application of BI in pharmaceutical industry
Application of BI in pharmaceutical industryApplication of BI in pharmaceutical industry
Application of BI in pharmaceutical industryBiBoard.Org
 
How the Internet of Things Is Transforming Medical Devices
How the Internet of Things Is Transforming Medical DevicesHow the Internet of Things Is Transforming Medical Devices
How the Internet of Things Is Transforming Medical DevicesCognizant
 
Running head HEALTH-COP COMPANY .docx
Running head HEALTH-COP COMPANY                                  .docxRunning head HEALTH-COP COMPANY                                  .docx
Running head HEALTH-COP COMPANY .docxjeanettehully
 
Artificial intelligence in healthcare market global trends, market share, ind...
Artificial intelligence in healthcare market global trends, market share, ind...Artificial intelligence in healthcare market global trends, market share, ind...
Artificial intelligence in healthcare market global trends, market share, ind...Shubham Bhosale
 
Healthcare Digital Transformation - Outlook and recommendations for 2019
Healthcare Digital Transformation - Outlook and recommendations for 2019Healthcare Digital Transformation - Outlook and recommendations for 2019
Healthcare Digital Transformation - Outlook and recommendations for 2019Damo Consulting Inc.
 
Bhadale group of companies pharma industry products catalogue
Bhadale group of companies pharma industry products catalogueBhadale group of companies pharma industry products catalogue
Bhadale group of companies pharma industry products catalogueVijayananda Mohire
 
Artificial Intelligence in Pharmaceutical Science
Artificial Intelligence in Pharmaceutical ScienceArtificial Intelligence in Pharmaceutical Science
Artificial Intelligence in Pharmaceutical ScienceAhmed Obaidullah
 
Figure 2.2The Five Forces of Competition ModelThe five forces .docx
Figure 2.2The Five Forces of Competition ModelThe five forces .docxFigure 2.2The Five Forces of Competition ModelThe five forces .docx
Figure 2.2The Five Forces of Competition ModelThe five forces .docxmydrynan
 

Similar a CB-Insights_Big-Tech-In-Pharma.pdf (20)

Pharma Digital Marketing Trends to Watch in 2020
Pharma Digital Marketing Trends to Watch in 2020Pharma Digital Marketing Trends to Watch in 2020
Pharma Digital Marketing Trends to Watch in 2020
 
Artificial intelegance.pptx
Artificial intelegance.pptxArtificial intelegance.pptx
Artificial intelegance.pptx
 
CB-Insights_Big-Tech-In-Healthcare-2022.pdf
CB-Insights_Big-Tech-In-Healthcare-2022.pdfCB-Insights_Big-Tech-In-Healthcare-2022.pdf
CB-Insights_Big-Tech-In-Healthcare-2022.pdf
 
Fulfilling the Digital Promise for Medicine_Navigate The New
Fulfilling the Digital Promise for Medicine_Navigate The NewFulfilling the Digital Promise for Medicine_Navigate The New
Fulfilling the Digital Promise for Medicine_Navigate The New
 
AI is Not Magic: It’s Time to Demystify and Apply Srinivasan Parthiban (VINGY...
AI is Not Magic: It’s Time to Demystify and Apply Srinivasan Parthiban (VINGY...AI is Not Magic: It’s Time to Demystify and Apply Srinivasan Parthiban (VINGY...
AI is Not Magic: It’s Time to Demystify and Apply Srinivasan Parthiban (VINGY...
 
Artificial intelligence
Artificial intelligenceArtificial intelligence
Artificial intelligence
 
Artificial intelligence in field of pharmacy
Artificial intelligence in field of pharmacyArtificial intelligence in field of pharmacy
Artificial intelligence in field of pharmacy
 
Through the looking glass - A digital future for healthcare
Through the looking glass - A digital future for healthcareThrough the looking glass - A digital future for healthcare
Through the looking glass - A digital future for healthcare
 
Artificial Intelligence Service in Healthcare
Artificial Intelligence Service in HealthcareArtificial Intelligence Service in Healthcare
Artificial Intelligence Service in Healthcare
 
artificial intelligence in Pharmacy field.pptx
artificial intelligence in Pharmacy field.pptxartificial intelligence in Pharmacy field.pptx
artificial intelligence in Pharmacy field.pptx
 
Artificial Intelligence in Healthcare Report
Artificial Intelligence in Healthcare Report Artificial Intelligence in Healthcare Report
Artificial Intelligence in Healthcare Report
 
Application of BI in pharmaceutical industry
Application of BI in pharmaceutical industryApplication of BI in pharmaceutical industry
Application of BI in pharmaceutical industry
 
How the Internet of Things Is Transforming Medical Devices
How the Internet of Things Is Transforming Medical DevicesHow the Internet of Things Is Transforming Medical Devices
How the Internet of Things Is Transforming Medical Devices
 
Running head HEALTH-COP COMPANY .docx
Running head HEALTH-COP COMPANY                                  .docxRunning head HEALTH-COP COMPANY                                  .docx
Running head HEALTH-COP COMPANY .docx
 
Artificial intelligence in healthcare market global trends, market share, ind...
Artificial intelligence in healthcare market global trends, market share, ind...Artificial intelligence in healthcare market global trends, market share, ind...
Artificial intelligence in healthcare market global trends, market share, ind...
 
Healthcare Digital Transformation - Outlook and recommendations for 2019
Healthcare Digital Transformation - Outlook and recommendations for 2019Healthcare Digital Transformation - Outlook and recommendations for 2019
Healthcare Digital Transformation - Outlook and recommendations for 2019
 
Bhadale group of companies pharma industry products catalogue
Bhadale group of companies pharma industry products catalogueBhadale group of companies pharma industry products catalogue
Bhadale group of companies pharma industry products catalogue
 
Bigdatappt
BigdatapptBigdatappt
Bigdatappt
 
Artificial Intelligence in Pharmaceutical Science
Artificial Intelligence in Pharmaceutical ScienceArtificial Intelligence in Pharmaceutical Science
Artificial Intelligence in Pharmaceutical Science
 
Figure 2.2The Five Forces of Competition ModelThe five forces .docx
Figure 2.2The Five Forces of Competition ModelThe five forces .docxFigure 2.2The Five Forces of Competition ModelThe five forces .docx
Figure 2.2The Five Forces of Competition ModelThe five forces .docx
 

Más de shekhar suman

Jeet Research Scholarship
Jeet Research ScholarshipJeet Research Scholarship
Jeet Research Scholarshipshekhar suman
 
Pratigya Batch Launch Event.pptx
Pratigya Batch Launch Event.pptxPratigya Batch Launch Event.pptx
Pratigya Batch Launch Event.pptxshekhar suman
 
Tips & Tricks for CSIR NET Chemical Science Exam
Tips & Tricks for CSIR NET Chemical Science ExamTips & Tricks for CSIR NET Chemical Science Exam
Tips & Tricks for CSIR NET Chemical Science Examshekhar suman
 
Crack CSIR UGC NET chemical science - Study Plan
Crack CSIR UGC NET chemical science - Study PlanCrack CSIR UGC NET chemical science - Study Plan
Crack CSIR UGC NET chemical science - Study Planshekhar suman
 
Biotecnika Times Newspaper 22 May 2018
Biotecnika Times Newspaper 22 May 2018Biotecnika Times Newspaper 22 May 2018
Biotecnika Times Newspaper 22 May 2018shekhar suman
 
Biotecnika Times Newspaper 15 May 2018
Biotecnika Times Newspaper 15 May 2018Biotecnika Times Newspaper 15 May 2018
Biotecnika Times Newspaper 15 May 2018shekhar suman
 
How to Handle CSIR NET / GATE Exam Stress?
How to Handle CSIR NET / GATE Exam Stress?How to Handle CSIR NET / GATE Exam Stress?
How to Handle CSIR NET / GATE Exam Stress?shekhar suman
 
Biotecnika newspaper 20-february_2018
Biotecnika   newspaper 20-february_2018Biotecnika   newspaper 20-february_2018
Biotecnika newspaper 20-february_2018shekhar suman
 
Biotecnika newspaper 19th-dec_2017
Biotecnika newspaper 19th-dec_2017Biotecnika newspaper 19th-dec_2017
Biotecnika newspaper 19th-dec_2017shekhar suman
 
Biotecnika newspaper 16-january_2018
Biotecnika   newspaper 16-january_2018Biotecnika   newspaper 16-january_2018
Biotecnika newspaper 16-january_2018shekhar suman
 
Biotecnika Times Newspaper 13-February_2018
Biotecnika Times Newspaper 13-February_2018Biotecnika Times Newspaper 13-February_2018
Biotecnika Times Newspaper 13-February_2018shekhar suman
 
Biotecnika Times Newspaper 13 Dec 2017
Biotecnika Times Newspaper 13 Dec 2017Biotecnika Times Newspaper 13 Dec 2017
Biotecnika Times Newspaper 13 Dec 2017shekhar suman
 
Biotecnika Times Newspaper 6th December 2018
Biotecnika Times Newspaper 6th December 2018Biotecnika Times Newspaper 6th December 2018
Biotecnika Times Newspaper 6th December 2018shekhar suman
 
Biotecnika Times Newspaper 16th Jan 2018
Biotecnika Times Newspaper 16th Jan 2018Biotecnika Times Newspaper 16th Jan 2018
Biotecnika Times Newspaper 16th Jan 2018shekhar suman
 
Biotecnika Times newspaper Dated 1st Jan 2018
Biotecnika Times newspaper Dated 1st Jan 2018Biotecnika Times newspaper Dated 1st Jan 2018
Biotecnika Times newspaper Dated 1st Jan 2018shekhar suman
 
Biotecnika Times Newspaper Feb 13 2018
 Biotecnika Times Newspaper Feb 13 2018 Biotecnika Times Newspaper Feb 13 2018
Biotecnika Times Newspaper Feb 13 2018shekhar suman
 
Biotecnika Times Newspaper 27th November 2017
Biotecnika Times Newspaper 27th November 2017Biotecnika Times Newspaper 27th November 2017
Biotecnika Times Newspaper 27th November 2017shekhar suman
 
Are you Silently Sabotaging your Job Search ?
Are you Silently Sabotaging your Job Search ?Are you Silently Sabotaging your Job Search ?
Are you Silently Sabotaging your Job Search ?shekhar suman
 
Questions previous years
Questions previous yearsQuestions previous years
Questions previous yearsshekhar suman
 

Más de shekhar suman (20)

ARM Scholarship
ARM ScholarshipARM Scholarship
ARM Scholarship
 
Jeet Research Scholarship
Jeet Research ScholarshipJeet Research Scholarship
Jeet Research Scholarship
 
Pratigya Batch Launch Event.pptx
Pratigya Batch Launch Event.pptxPratigya Batch Launch Event.pptx
Pratigya Batch Launch Event.pptx
 
Tips & Tricks for CSIR NET Chemical Science Exam
Tips & Tricks for CSIR NET Chemical Science ExamTips & Tricks for CSIR NET Chemical Science Exam
Tips & Tricks for CSIR NET Chemical Science Exam
 
Crack CSIR UGC NET chemical science - Study Plan
Crack CSIR UGC NET chemical science - Study PlanCrack CSIR UGC NET chemical science - Study Plan
Crack CSIR UGC NET chemical science - Study Plan
 
Biotecnika Times Newspaper 22 May 2018
Biotecnika Times Newspaper 22 May 2018Biotecnika Times Newspaper 22 May 2018
Biotecnika Times Newspaper 22 May 2018
 
Biotecnika Times Newspaper 15 May 2018
Biotecnika Times Newspaper 15 May 2018Biotecnika Times Newspaper 15 May 2018
Biotecnika Times Newspaper 15 May 2018
 
How to Handle CSIR NET / GATE Exam Stress?
How to Handle CSIR NET / GATE Exam Stress?How to Handle CSIR NET / GATE Exam Stress?
How to Handle CSIR NET / GATE Exam Stress?
 
Biotecnika newspaper 20-february_2018
Biotecnika   newspaper 20-february_2018Biotecnika   newspaper 20-february_2018
Biotecnika newspaper 20-february_2018
 
Biotecnika newspaper 19th-dec_2017
Biotecnika newspaper 19th-dec_2017Biotecnika newspaper 19th-dec_2017
Biotecnika newspaper 19th-dec_2017
 
Biotecnika newspaper 16-january_2018
Biotecnika   newspaper 16-january_2018Biotecnika   newspaper 16-january_2018
Biotecnika newspaper 16-january_2018
 
Biotecnika Times Newspaper 13-February_2018
Biotecnika Times Newspaper 13-February_2018Biotecnika Times Newspaper 13-February_2018
Biotecnika Times Newspaper 13-February_2018
 
Biotecnika Times Newspaper 13 Dec 2017
Biotecnika Times Newspaper 13 Dec 2017Biotecnika Times Newspaper 13 Dec 2017
Biotecnika Times Newspaper 13 Dec 2017
 
Biotecnika Times Newspaper 6th December 2018
Biotecnika Times Newspaper 6th December 2018Biotecnika Times Newspaper 6th December 2018
Biotecnika Times Newspaper 6th December 2018
 
Biotecnika Times Newspaper 16th Jan 2018
Biotecnika Times Newspaper 16th Jan 2018Biotecnika Times Newspaper 16th Jan 2018
Biotecnika Times Newspaper 16th Jan 2018
 
Biotecnika Times newspaper Dated 1st Jan 2018
Biotecnika Times newspaper Dated 1st Jan 2018Biotecnika Times newspaper Dated 1st Jan 2018
Biotecnika Times newspaper Dated 1st Jan 2018
 
Biotecnika Times Newspaper Feb 13 2018
 Biotecnika Times Newspaper Feb 13 2018 Biotecnika Times Newspaper Feb 13 2018
Biotecnika Times Newspaper Feb 13 2018
 
Biotecnika Times Newspaper 27th November 2017
Biotecnika Times Newspaper 27th November 2017Biotecnika Times Newspaper 27th November 2017
Biotecnika Times Newspaper 27th November 2017
 
Are you Silently Sabotaging your Job Search ?
Are you Silently Sabotaging your Job Search ?Are you Silently Sabotaging your Job Search ?
Are you Silently Sabotaging your Job Search ?
 
Questions previous years
Questions previous yearsQuestions previous years
Questions previous years
 

Último

Lucknow 💋 Female Escorts Service in Lucknow | Service-oriented sexy call girl...
Lucknow 💋 Female Escorts Service in Lucknow | Service-oriented sexy call girl...Lucknow 💋 Female Escorts Service in Lucknow | Service-oriented sexy call girl...
Lucknow 💋 Female Escorts Service in Lucknow | Service-oriented sexy call girl...anilsa9823
 
Amelia's Dad's Father of the Bride Speech
Amelia's Dad's Father of the Bride SpeechAmelia's Dad's Father of the Bride Speech
Amelia's Dad's Father of the Bride Speechdavidbearn1
 
GENUINE EscoRtS,Call Girls IN South Delhi Locanto TM''| +91-8377087607
GENUINE EscoRtS,Call Girls IN South Delhi Locanto TM''| +91-8377087607GENUINE EscoRtS,Call Girls IN South Delhi Locanto TM''| +91-8377087607
GENUINE EscoRtS,Call Girls IN South Delhi Locanto TM''| +91-8377087607dollysharma2066
 
VIP Ramnagar Call Girls, Ramnagar escorts Girls 📞 8617697112
VIP Ramnagar Call Girls, Ramnagar escorts Girls 📞 8617697112VIP Ramnagar Call Girls, Ramnagar escorts Girls 📞 8617697112
VIP Ramnagar Call Girls, Ramnagar escorts Girls 📞 8617697112Nitya salvi
 
Call girls in Kanpur - 9761072362 with room service
Call girls in Kanpur - 9761072362 with room serviceCall girls in Kanpur - 9761072362 with room service
Call girls in Kanpur - 9761072362 with room servicediscovermytutordmt
 
Lucknow 💋 Call Girls Service Lucknow ₹7.5k Pick Up & Drop With Cash Payment 8...
Lucknow 💋 Call Girls Service Lucknow ₹7.5k Pick Up & Drop With Cash Payment 8...Lucknow 💋 Call Girls Service Lucknow ₹7.5k Pick Up & Drop With Cash Payment 8...
Lucknow 💋 Call Girls Service Lucknow ₹7.5k Pick Up & Drop With Cash Payment 8...anilsa9823
 
Lucknow 💋 Call Girl in Lucknow 10k @ I'm VIP Independent Escorts Girls 892311...
Lucknow 💋 Call Girl in Lucknow 10k @ I'm VIP Independent Escorts Girls 892311...Lucknow 💋 Call Girl in Lucknow 10k @ I'm VIP Independent Escorts Girls 892311...
Lucknow 💋 Call Girl in Lucknow 10k @ I'm VIP Independent Escorts Girls 892311...anilsa9823
 
Lucknow 💋 Russian Call Girls Sushant Golf City - 450+ Call Girl Cash Payment ...
Lucknow 💋 Russian Call Girls Sushant Golf City - 450+ Call Girl Cash Payment ...Lucknow 💋 Russian Call Girls Sushant Golf City - 450+ Call Girl Cash Payment ...
Lucknow 💋 Russian Call Girls Sushant Golf City - 450+ Call Girl Cash Payment ...anilsa9823
 
Lucknow 💋 Escort Service in Lucknow (Adult Only) 8923113531 Escort Service 2...
Lucknow 💋 Escort Service in Lucknow  (Adult Only) 8923113531 Escort Service 2...Lucknow 💋 Escort Service in Lucknow  (Adult Only) 8923113531 Escort Service 2...
Lucknow 💋 Escort Service in Lucknow (Adult Only) 8923113531 Escort Service 2...anilsa9823
 
Bobbie goods coloring book 81 pag_240127_163802.pdf
Bobbie goods coloring book 81 pag_240127_163802.pdfBobbie goods coloring book 81 pag_240127_163802.pdf
Bobbie goods coloring book 81 pag_240127_163802.pdfMARIBEL442158
 
Lucknow 💋 High Profile Call Girls in Lucknow - Book 8923113531 Call Girls Ava...
Lucknow 💋 High Profile Call Girls in Lucknow - Book 8923113531 Call Girls Ava...Lucknow 💋 High Profile Call Girls in Lucknow - Book 8923113531 Call Girls Ava...
Lucknow 💋 High Profile Call Girls in Lucknow - Book 8923113531 Call Girls Ava...anilsa9823
 
Authentic # 00971556872006 # Hot Call Girls Service in Dubai By International...
Authentic # 00971556872006 # Hot Call Girls Service in Dubai By International...Authentic # 00971556872006 # Hot Call Girls Service in Dubai By International...
Authentic # 00971556872006 # Hot Call Girls Service in Dubai By International...home
 
Jeremy Casson - An Architectural and Historical Journey Around Europe
Jeremy Casson - An Architectural and Historical Journey Around EuropeJeremy Casson - An Architectural and Historical Journey Around Europe
Jeremy Casson - An Architectural and Historical Journey Around EuropeJeremy Casson
 
Lucknow 💋 Call Girls in Lucknow | Service-oriented sexy call girls 8923113531...
Lucknow 💋 Call Girls in Lucknow | Service-oriented sexy call girls 8923113531...Lucknow 💋 Call Girls in Lucknow | Service-oriented sexy call girls 8923113531...
Lucknow 💋 Call Girls in Lucknow | Service-oriented sexy call girls 8923113531...anilsa9823
 
Jeremy Casson - Top Tips for Pottery Wheel Throwing
Jeremy Casson - Top Tips for Pottery Wheel ThrowingJeremy Casson - Top Tips for Pottery Wheel Throwing
Jeremy Casson - Top Tips for Pottery Wheel ThrowingJeremy Casson
 
Young⚡Call Girls in Lajpat Nagar Delhi >༒9667401043 Escort Service
Young⚡Call Girls in Lajpat Nagar Delhi >༒9667401043 Escort ServiceYoung⚡Call Girls in Lajpat Nagar Delhi >༒9667401043 Escort Service
Young⚡Call Girls in Lajpat Nagar Delhi >༒9667401043 Escort Servicesonnydelhi1992
 
RAK Call Girls Service # 971559085003 # Call Girl Service In RAK
RAK Call Girls Service # 971559085003 # Call Girl Service In RAKRAK Call Girls Service # 971559085003 # Call Girl Service In RAK
RAK Call Girls Service # 971559085003 # Call Girl Service In RAKedwardsara83
 
Editorial sephora annual report design project
Editorial sephora annual report design projectEditorial sephora annual report design project
Editorial sephora annual report design projecttbatkhuu1
 
Lucknow 💋 (Call Girls) in Mahanagar | Service-oriented sexy call girls 892311...
Lucknow 💋 (Call Girls) in Mahanagar | Service-oriented sexy call girls 892311...Lucknow 💋 (Call Girls) in Mahanagar | Service-oriented sexy call girls 892311...
Lucknow 💋 (Call Girls) in Mahanagar | Service-oriented sexy call girls 892311...anilsa9823
 

Último (20)

Lucknow 💋 Female Escorts Service in Lucknow | Service-oriented sexy call girl...
Lucknow 💋 Female Escorts Service in Lucknow | Service-oriented sexy call girl...Lucknow 💋 Female Escorts Service in Lucknow | Service-oriented sexy call girl...
Lucknow 💋 Female Escorts Service in Lucknow | Service-oriented sexy call girl...
 
Amelia's Dad's Father of the Bride Speech
Amelia's Dad's Father of the Bride SpeechAmelia's Dad's Father of the Bride Speech
Amelia's Dad's Father of the Bride Speech
 
GENUINE EscoRtS,Call Girls IN South Delhi Locanto TM''| +91-8377087607
GENUINE EscoRtS,Call Girls IN South Delhi Locanto TM''| +91-8377087607GENUINE EscoRtS,Call Girls IN South Delhi Locanto TM''| +91-8377087607
GENUINE EscoRtS,Call Girls IN South Delhi Locanto TM''| +91-8377087607
 
VIP Ramnagar Call Girls, Ramnagar escorts Girls 📞 8617697112
VIP Ramnagar Call Girls, Ramnagar escorts Girls 📞 8617697112VIP Ramnagar Call Girls, Ramnagar escorts Girls 📞 8617697112
VIP Ramnagar Call Girls, Ramnagar escorts Girls 📞 8617697112
 
Call girls in Kanpur - 9761072362 with room service
Call girls in Kanpur - 9761072362 with room serviceCall girls in Kanpur - 9761072362 with room service
Call girls in Kanpur - 9761072362 with room service
 
Lucknow 💋 Call Girls Service Lucknow ₹7.5k Pick Up & Drop With Cash Payment 8...
Lucknow 💋 Call Girls Service Lucknow ₹7.5k Pick Up & Drop With Cash Payment 8...Lucknow 💋 Call Girls Service Lucknow ₹7.5k Pick Up & Drop With Cash Payment 8...
Lucknow 💋 Call Girls Service Lucknow ₹7.5k Pick Up & Drop With Cash Payment 8...
 
Lucknow 💋 Call Girl in Lucknow 10k @ I'm VIP Independent Escorts Girls 892311...
Lucknow 💋 Call Girl in Lucknow 10k @ I'm VIP Independent Escorts Girls 892311...Lucknow 💋 Call Girl in Lucknow 10k @ I'm VIP Independent Escorts Girls 892311...
Lucknow 💋 Call Girl in Lucknow 10k @ I'm VIP Independent Escorts Girls 892311...
 
Lucknow 💋 Russian Call Girls Sushant Golf City - 450+ Call Girl Cash Payment ...
Lucknow 💋 Russian Call Girls Sushant Golf City - 450+ Call Girl Cash Payment ...Lucknow 💋 Russian Call Girls Sushant Golf City - 450+ Call Girl Cash Payment ...
Lucknow 💋 Russian Call Girls Sushant Golf City - 450+ Call Girl Cash Payment ...
 
Lucknow 💋 Escort Service in Lucknow (Adult Only) 8923113531 Escort Service 2...
Lucknow 💋 Escort Service in Lucknow  (Adult Only) 8923113531 Escort Service 2...Lucknow 💋 Escort Service in Lucknow  (Adult Only) 8923113531 Escort Service 2...
Lucknow 💋 Escort Service in Lucknow (Adult Only) 8923113531 Escort Service 2...
 
Bobbie goods coloring book 81 pag_240127_163802.pdf
Bobbie goods coloring book 81 pag_240127_163802.pdfBobbie goods coloring book 81 pag_240127_163802.pdf
Bobbie goods coloring book 81 pag_240127_163802.pdf
 
Lucknow 💋 High Profile Call Girls in Lucknow - Book 8923113531 Call Girls Ava...
Lucknow 💋 High Profile Call Girls in Lucknow - Book 8923113531 Call Girls Ava...Lucknow 💋 High Profile Call Girls in Lucknow - Book 8923113531 Call Girls Ava...
Lucknow 💋 High Profile Call Girls in Lucknow - Book 8923113531 Call Girls Ava...
 
Authentic # 00971556872006 # Hot Call Girls Service in Dubai By International...
Authentic # 00971556872006 # Hot Call Girls Service in Dubai By International...Authentic # 00971556872006 # Hot Call Girls Service in Dubai By International...
Authentic # 00971556872006 # Hot Call Girls Service in Dubai By International...
 
Jeremy Casson - An Architectural and Historical Journey Around Europe
Jeremy Casson - An Architectural and Historical Journey Around EuropeJeremy Casson - An Architectural and Historical Journey Around Europe
Jeremy Casson - An Architectural and Historical Journey Around Europe
 
Lucknow 💋 Call Girls in Lucknow | Service-oriented sexy call girls 8923113531...
Lucknow 💋 Call Girls in Lucknow | Service-oriented sexy call girls 8923113531...Lucknow 💋 Call Girls in Lucknow | Service-oriented sexy call girls 8923113531...
Lucknow 💋 Call Girls in Lucknow | Service-oriented sexy call girls 8923113531...
 
Jeremy Casson - Top Tips for Pottery Wheel Throwing
Jeremy Casson - Top Tips for Pottery Wheel ThrowingJeremy Casson - Top Tips for Pottery Wheel Throwing
Jeremy Casson - Top Tips for Pottery Wheel Throwing
 
Young⚡Call Girls in Lajpat Nagar Delhi >༒9667401043 Escort Service
Young⚡Call Girls in Lajpat Nagar Delhi >༒9667401043 Escort ServiceYoung⚡Call Girls in Lajpat Nagar Delhi >༒9667401043 Escort Service
Young⚡Call Girls in Lajpat Nagar Delhi >༒9667401043 Escort Service
 
RAK Call Girls Service # 971559085003 # Call Girl Service In RAK
RAK Call Girls Service # 971559085003 # Call Girl Service In RAKRAK Call Girls Service # 971559085003 # Call Girl Service In RAK
RAK Call Girls Service # 971559085003 # Call Girl Service In RAK
 
Editorial sephora annual report design project
Editorial sephora annual report design projectEditorial sephora annual report design project
Editorial sephora annual report design project
 
(NEHA) Call Girls Mumbai Call Now 8250077686 Mumbai Escorts 24x7
(NEHA) Call Girls Mumbai Call Now 8250077686 Mumbai Escorts 24x7(NEHA) Call Girls Mumbai Call Now 8250077686 Mumbai Escorts 24x7
(NEHA) Call Girls Mumbai Call Now 8250077686 Mumbai Escorts 24x7
 
Lucknow 💋 (Call Girls) in Mahanagar | Service-oriented sexy call girls 892311...
Lucknow 💋 (Call Girls) in Mahanagar | Service-oriented sexy call girls 892311...Lucknow 💋 (Call Girls) in Mahanagar | Service-oriented sexy call girls 892311...
Lucknow 💋 (Call Girls) in Mahanagar | Service-oriented sexy call girls 892311...
 

CB-Insights_Big-Tech-In-Pharma.pdf

  • 1. The Big Tech in Pharma Report How Amazon, Microsoft, Apple, and Alphabet are capitalizing on pharma’s digital transformation
  • 2. Contents Summary of findings 6 Market drivers 8 Amazon 14 Microsoft 26 Apple 38 Alphabet 50 5 Big tech | Pharma
  • 3. Big tech pharma acquisitions slowed in 2022, compared to 2021… • Big tech’s acquisition activity dropped steeply in 2022, after a very active 2021. …and big tech investments also slowed over the same period. • Alphabet leads big tech in unique pharma investments (20) in 2022, followed by Microsoft (4). • GV (Google Ventures) is the most active big tech venture arm in pharma by a wide margin. What’s next? • Big tech companies are likely to double down on hardware and software, with the aim of capturing as much patient data as possible. The amount of data generated from these products is significant. Expect big tech companies to utilize their data expertise to discover and commercialize digital biomarkers. • Big tech companies will continue to offer AI expertise to pharmaceutical companies. Anticipate big tech to begin negotiating contracts with shared upside for drugs discovered as a result of their pharmaceutical partnerships. Overview of big tech’s activities in pharma Summary of findings 6 Big tech | Pharma
  • 4. Where big tech is developing solutions in pharma 7 Big tech | Pharma
  • 5. Where big tech is making moves 8
  • 6. Amazon is building the pharmacy of the future by using its existing supply chain to create a customer experience on par with its e-commerce business. It is scaling remote patient monitoring (RPM) solutions to create a unified experience from prescription to delivery to follow-up. Microsoft is launching healthcare SaaS solutions, leveraging its experience as an enterprise software company. It is entering the pharmaceuticals market through partnerships with existing players. Microsoft’s enterprise software products collect patient data, which is then used to build clinical trials and drug discovery solutions. Apple is using its consumer hardware and massive user base to its advantage as it aims to build a secure and centralized location for patient health data. It is creating hardware to collect patient data and is building a developer ecosystem — similar to its strategy with the iPhone and the App Store. Alphabet is collecting patient data through its devices and organizing the data into secure patient health records. What differentiates it from other big tech companies is how Alphabet is using AI expertise to build in-house drug R&D capabilities. How big tech is transforming pharma 9 Big tech | Pharma
  • 7. Inefficiencies abound Many processes and workflows across the drug development value chain are still manual (e.g., lab notebooks). Pharma is partnering with big tech companies to decrease costs by improving drug discovery, enabling faster clinical trials, and offering better distribution models. Data, data, data The amount of patient data available has skyrocketed in the past few years. Big tech is using this data to identify drug targets, predict real-time medication demand, and build patient monitoring and health records technologies. Digital transformation Return on investment for drug R&D has ticked up over the past 2 years, after continuous decline throughout the 2010s. Big tech is capitalizing on opportunities across cloud, artificial intelligence, and IoT across the pharmaceutical value chain. What’s driving big tech activity in pharma? 10 Big tech | Pharma | Market drivers
  • 8. Drug development workflows and processes are still largely manual, from lab notebooks for R&D to data collection for clinical trials. Pharma is working with startups and big tech to deploy digital solutions from drug discovery to clinical trials to the supply chain. Big tech companies are actively investing in and building solutions that improve drug development efficiency. Much of drug development is still manual 11 Big tech | Pharma | Market drivers
  • 9. The quantity of patient data housed in clinical systems skyrocketed nearly 500% from 2016 to 2020. This data is valuable as “real-world evidence” (RWE) for drug development. Big tech is using this data to identify drug targets, predict real- time medication demand, and build patient monitoring and health records technology. More patient data = improved personalization 12 Big tech | Pharma | Market drivers
  • 10. Return on investment for drug R&D has increased over the past few years, after continuous decline throughout the 2010s. This correlates with big tech’s increased activity in the space. Big tech is capitalizing on opportunities in cloud, artificial intelligence, and IoT across the pharmaceutical value chain. Digital transformation takes hold as returns tick up Source: Drug Discovery Trends 13 Big tech | Pharma | Market drivers
  • 12. Digital pharmacy Amazon aims to offer an upgraded customer experience for ordering and receiving medications. Supply chain Amazon is leveraging its supply chain expertise for generics manufacturing. Personalization Amazon is using IoT devices and patient data to personalize healthcare experiences. Where Amazon is focusing 15 Big tech | Pharma | Amazon
  • 13. Amazon is building a digital pharmacy 16 Theme 1: Digital Pharmacy
  • 14. Coverage of Amazon’s digital pharmacy has dropped from its peak… 17 456 469 369 295 627 569 625 864 880 636 480 464 396 313 555 0 100 200 300 400 500 600 700 800 900 1000 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 2019 2020 2021 2022 News mentions of “Amazon” and “pharmacy” Big tech | Pharma | Amazon
  • 15. ….but Amazon continues to build its pharmacy capabilities 18 Amazon pharmacy partners with Blue Plans in five states March 10, 2022 | Amazon in talks with Apollo Hospitals for partnership in pharmacy business November 26, 2021 | Amazon launches virtual clinic to provide virtual care and prescriptions November 15, 2022 | Amazon spends $3.9B to acquire One Medical July 21, 2022 | Big tech | Pharma | Amazon
  • 16. Amazon is developing pharma supply chain expertise 19 Theme 2: Supply Chain
  • 17. Soft Robotics Series C $26M Soft Robotics builds soft rubber grippers for robots to grab items for automated fulfillment. Attabotics Series C $72M Attabotics develops an automated fulfillment system to reduce costs in warehouse environments. Project44 Unattributed $31M Project44 offers an end-to- end supply chain visibility platform for shippers and third-party logistics firms. Pharma logistics is a hot space… 20 Big tech | Pharma | Amazon
  • 18. The $482B generic drugs market provides an opportunity for Amazon to manufacture drugs in-house — which could reduce prices and improve delivery times for customers. The company is developing its supply chain expertise by helping Novartis and Pfizer digitize their pharmaceutical manufacturing, supply chain, and delivery operations. …and Amazon is quietly building expertise through pharma partnerships Source: Amazon 21 Big tech | Pharma | Amazon
  • 19. Amazon is personalizing healthcare with IoT devices and data 22 Theme 3: Personalization
  • 20. 2.5 4.1 7.5 27.1 46.5 0.0 5.0 10.0 15.0 20.0 25.0 30.0 35.0 40.0 45.0 50.0 Apple Sonos Other Google Amazon Amazon has a head start in remote patient monitoring through smart speaker dominance… Number of smart speaker installations in USA (millions), as of Jan 2020 Big tech | Pharma | Amazon 23 Source: Statista
  • 21. …and it’s building a competitive advantage through integrations and partnerships 24 Amazon’s Alexa voice assistant can now help you diagnose Covid-19, with information from the CDC May 27, 2020 | Amazon partnered with Cerner to let patients share Halo watch data with providers September 1, 2020 | Nurx teams up with Amazon Alexa on birth control reminders and sex education September 28, 2021 | Amazon Halo can now share heart rate data with third-party apps and equipment August 5, 2021 | Big tech | Pharma | Amazon
  • 22. Amazon’s plans point to key trends for 2023 25 Amazon is building a digital pharmacy Amazon is developing supply chain expertise Amazon is personalizing healthcare with IoT devices and data Summary Amazon’s e-commerce infrastructure and PillPack acquisition enable consumers to easily order and manage medications. Amazon has an opportunity to reduce drug prices by integrating generics manufacturing with its existing supply chain. Amazon’s existing IoT solutions (such as Alexa and Echo) enable integration into remote patient monitoring and care delivery. Implications Expect Amazon to leverage its existing supply chain to ramp up its digital pharmacy efforts. Due to synergies with its e-commerce business, anticipate Amazon building a pharmaceutical manufacturing unit. Consider that Amazon may be after more than consumer purchasing data with its widespread deployment of these devices. Big tech | Pharma | Amazon | Key takeaways & implications
  • 24. Software-as-a-Service Microsoft is building SaaS offerings for healthcare enterprises. Interoperability Microsoft is using its data experience to address the healthcare interoperability challenge. Drug discovery Microsoft is offering its AI expertise to pharma companies to help expedite drug discovery. Where Microsoft is focusing 27 Big tech | Pharma | Microsoft
  • 25. Microsoft is creating SaaS solutions for healthcare enterprises 28 Theme 1: SaaS
  • 26. 1 2 1 6 6 5 7 0 2 4 6 8 10 12 14 2014 2015 2016 2017 2018 2019 2020 2021 2022 YTD 11 Partnerships 13 Microsoft has stepped up its healthcare partnerships in recent years… Disclosed business relationships (as of 12/1/2022) 29 Big tech | Pharma | Microsoft
  • 27. …and is now building its own SaaS business through acquisitions and product launches 30 Microsoft and CMR Surgical are collaborating on “Project Silica” to store clinical data into glass July 4, 2022 | Microsoft is working with SAS to make health analytics more accessible to healthcare organizations September 1, 2020 | Microsoft Cloud for Healthcare expands portfolio with Azure Healthcare APIs August 3, 2021 | Microsoft acquires Nuance to enhance Healthcare AI, Cloud strategy April 12, 2021 | Big tech | Pharma | Microsoft
  • 28. Microsoft is building data storage and interoperability tech 31 Theme 2: Interoperability
  • 29. Interoperability funding has skyrocketed over the past few years $1.1B $2.2B $4.3B $5.2B Funding $4.0B $0.0B $1.0B $2.0B $3.0B $4.0B $5.0B $6.0B 2018 2019 2020 2021 2022 Big tech | Pharma | Microsoft 32
  • 30. CMR Surgical Series D $600M Microsoft and CMR Surgical are collaborating on “Project Silica” to store clinical data using glass. Rescale Series C $50M Rescale is a R&D platform that helps scientists build, compute, analyze, and scale simulations in the cloud. Allscripts (Veradigm) IPO $112M Microsoft is working Allscripts to use EHR data for clinical trial matchmaking. Microsoft is partnering with and investing in data storage and accessibility companies 33 Big tech | Pharma | Microsoft
  • 31. Microsoft is helping pharma discover new drugs 34 Theme 3: Drug discovery
  • 32. AI algorithms allow pharmaceutical companies and CROs to rapidly and cost-effectively identify drug candidates. Leaders such as AstraZeneca, Sanofi, and Biogen are rapidly adopting AI-powered drug discovery platforms as a core part of their R&D process. As AI-powered discovery technology matures, providers (such as Microsoft) will look for more shared upside in the drug candidates they help discover. AI-powered drug discovery is a top priority for pharmaceutical companies 35 Big tech | Pharma | Microsoft
  • 33. Novo Nordisk Microsoft and Novo Nordisk are collaborating to automate the summarization and analysis of information from sources such as literature, patents, scientific reports and discussion forums to get scientific insights. About: Novartis Microsoft partnered with Novartis in 2019 to create an AI innovation lab for drug R&D. About: UCB Pharma In early 2021, Microsoft entered into an agreement with UCB to create an oral antiviral for Covid- 19. By leveraging Microsoft’s Azure, UCB was able screen and design compounds in 3 days — a process that usually takes 6 months. About: Microsoft is discovering drugs with pharma partners 36 Big tech | Pharma | Microsoft
  • 34. Microsoft’s plans point to key trends for 2023 37 Microsoft is creating SaaS solutions for healthcare enterprises Microsoft is building data storage and interoperability tech Microsoft is helping pharma discover new drugs Summary In the past year, Microsoft has doubled down on healthcare SaaS offerings, through product launches, acquisitions, and partnerships. Microsoft is partnering with startups to improve data storage and interoperability. Microsoft has already had remarkable success helping pharmaceutical partners discover drug candidates. Implications Following its healthcare cloud launch and Nuance acquisition, expect Microsoft to continue investing in its healthcare SaaS business. Expect Microsoft to keep exploring new technologies for data storage, access, and interoperability. Consider that Microsoft is well- positioned to build an AI-driven drug discovery business unit. Big tech | Pharma | Microsoft | Key takeaways & implications
  • 36. Hardware Apple is investing in hardware improvements, primarily the Apple Watch, to collect more patient data. Biomarkers Apple is turning patient data into new biomarkers for disease. Ecosystem Apple offers a software ecosystem for pharma companies to build apps. Where Apple is focusing 39 Big tech | Pharma | Apple
  • 37. Apple is building hardware to collect health data 40 Theme 1: Hardware
  • 38. Portable Ultrasound Electrocardiogram (ECG) Vital Signs The iPhone can integrate with medical devices 41 Big tech | Pharma | Apple Grant Series F Series B $5M Butterfly Network provides portable point-of- care ultrasounds devices that can be read through a smartphone. Unknown AliveCor offers a mobile ECG solution that can provide sinus rhythm analysis and atrial fibrillation detection. $14M Binah.ai enables real-time vital signs measurement via a device’s in-built camera.
  • 39. Apple is focused on enabling health measurements with the Apple Watch 42 NIH-funded study to test if Apple Watch can prevent strokes, limit blood thinners August 31, 2022 | Rune Labs translates Apple Watch data into Parkinson’s insights with FDA nod June 13, 2022 | Apple reveals medication tracking feature and more health updates June 6, 2022 | AI researchers at Mayo Clinic use the Apple Watch to detect silent, weakening heart disease May 3, 2022 | Big tech | Pharma | Apple
  • 40. Amazon is creating/discovering digital biomarkers 43 Theme 2: Digital biomarkers
  • 41. 141 187 331 476 471 0 50 100 150 200 250 300 350 400 450 500 2018 2019 2020 2021 2022 YTD Interest in digital biomarkers is growing… News mentions of “digital biomarker” from 2018 to 2022 YTD Big tech | Pharma | Apple 44
  • 42. …and Apple is in a unique position to capitalize 45 Biogen, Apple to initiate study to develop cognitive health digital biomarkers January 11, 2021 | Digital biomarker for asthma indicates Apple Watch move into health tech December 1, 2020 | UCLA collaborates with Apple to develop digital biomarkers for depression December 1, 2020 | Apple, Eli Lilly, and Evidation present first results from digital Alzheimer’s study August 8, 2019 | Big tech | Pharma | Apple
  • 43. Apple is building a healthcare software ecosystem 46 Theme 3: Ecosystem
  • 44. ResearchKit CareKit HealthKit Apple has created an open-source framework… 47 Big tech | Pharma | Apple ResearchKit is a tool for medical research that enables consent flows, dynamic tasks, and surveys delivered through developer apps. It gives access to valuable data for research studies, such as step counts, calories, and heart rate. CareKit helps developers better understand and manage user health by creating dynamic care plans, tracking symptoms, connecting to care teams, and more. HealthKit integrates into health and fitness apps to create a more seamless user experience. It provides access for developers to read and write health and activity data.
  • 45. …that universities and companies are using to build health apps 48 University of Rochester is using ResearchKit to monitor and measure Parkinson’s disease Duke University is using ResearchKit to discover a better way to diagnose autism Johns Hopkins is using CareKit to offer heart attack recovery at your fingertips One Drop is using CareKit to provide an easier way to manage diabetes Big tech | Pharma | Apple
  • 46. Apple’s plans point to key trends for 2023 49 Apple is building hardware to collect patient data Apple is turning patient data into disease biomarkers Apple is offering a software ecosystem for health apps Summary Apple has doubled down on hardware, in particular the Apple Watch, to collect patient data. Apple is partnering with academia and pharma to turn patient data into new biomarkers for disease. Pharmaceutical companies are using Apple’s software ecosystem to build healthcare apps. Implications Expect Apple to continue advancing its Apple Watch hardware. Consider that Apple may eventually dominate the remote patient monitoring market. Consider that Apple is creating a competitive moat by collecting and storing unique patient data via the Apple Watch. Recognize that Apple’s software kits are uniquely positioned in the pharma tech ecosystem, and they continue to garner usage since their release in the mid-2010s. Big tech | Pharma | Apple | Key takeaways & implications
  • 48. Interoperability Alphabet is making health data easier to access and utilize. Hardware Alphabet is building hardware to collect patient data. Drug discovery Alphabet is discovering drugs with AI through its subsidiary companies. Where Alphabet is focusing 51 Big tech | Pharma | Alphabet
  • 49. Alphabet is making health data easier to access and utilize 52 Theme 1: Interoperability
  • 50. DNAnexus Series I $200M DNAnexus offers a cloud- based DNA data management and biomedical data analysis platform. Verana Health Series E $150M Verana Health offers real- world data to accelerate drug research and provide clinical decision support for physicians. Tempus Debt $275M Tempus offers molecular and clinical data to help physicians deliver personalized cancer care. Alphabet is backing real-world data and informatics startups 53 Big tech | Pharma | Alphabet
  • 51. Alphabet is also acquiring health data directly through partnerships 54 Mayo Clinic CIO: Google partnership will ‘transform healthcare’ November 19, 2021 | Google Cloud to beef up HCA Healthcare’s clinical operational data analytics in multiyear partnership May 26, 2021 | Highmark Health inks 6-year partnership with Google subsidiary Verily Life Sciences March 2, 2021 | Google, Ascension continue EHR collaboration by launching new search tool February 23, 2021 | Big tech | Pharma | Alphabet
  • 52. Verily, the life sciences subsidiary under Alphabet, raised $1B in capital in September 2022. Verily will use these funds to invest in and build “precision health” products. Applying machine learning to research, clinical, and non-clinical data, Verily hopes to improve healthcare personalization. The capital may also be used to fund strategic partnerships, business development, and potential acquisitions. In 2021, Verily acquired SignalPath, a clinical trials operating system provider. It has also partnered with Lumea, L’Oreal, and Mayo Clinic. Verily raised $1B to use patient data for precision healthcare 55 Big tech | Pharma | Alphabet
  • 53. Alphabet is building hardware and software to collect patient data 56 Theme 2: Hardware
  • 54. 198 304 305 360 401 150 200 250 300 350 400 450 2018 2019 2020 2021 2022 Executives are increasingly talking about remote patient monitoring Earnings transcript mentions of “remote patient monitoring” or “RPM” from 2018 to 2022 Big tech | Pharma | Alphabet 57
  • 55. Alphabet is building RPM hardware and software 58 Alphabet’s Verily, ResMed launch sleep platform Primasun November 14, 2022 | Patent granted for “Imputation of blood glucose monitoring data” October 18, 2022 | Patent granted for “Display on a bandage-type monitoring device” October 4, 2022 | Google and Samsung join forces to make it easier to sync fitness data between apps May 15, 2022 | Big tech | Pharma | Alphabet
  • 56. Alphabet is discovering new drugs with AI 59 Theme 3: Drug discovery
  • 57. Drug discovery funding falls from all-time high but stays above pre-pandemic levels in 2022 $1.4B $1.3B $2.5B $6.0B Funding $2.8B $0.0B $1.0B $2.0B $3.0B $4.0B $5.0B $6.0B $7.0B 2018 2019 2020 2021 2022 YTD Big tech | Pharma | Alphabet 60
  • 58. Google’s DeepMind division is developing AI for Drug R&D. AlphaFold — released in 2021 — predicted more than 350,000 protein structures, which encompass proteomes for humans and other organisms. Google packaged this technology into a new company called Isomorphic Laboratories, which will take an “AI-first approach” to drug discovery and development. In addition, Google’s work in quantum computing may eventually amplify its drug development capabilities. Alphabet launched a drug discovery company based on DeepMind’s research 61 Big tech | Pharma | Alphabet
  • 59. Terray Therapeutics AbbVie Broad Institute Alphabet subsidiary Calico Life Sciences is partnering to develop anti-aging drugs 62 Big tech | Pharma | Alphabet Terray Therapeutics and Calico have a multi-target collaboration to discover small molecule therapeutics for age-related diseases, including cancer. AbbVie and Calico are working together to develop drugs for aging- related diseases, including neurodegeneration and cancer. The Broad Institute and Calico have an ongoing partnership focused on the biology and genetics of aging and early-stage drug discovery.
  • 60. Alphabet’s plans point to key trends for 2023 63 Alphabet is making health data easier to access and utilize Alphabet is building hardware to collect patient data Alphabet is discovering drugs with AI Summary Alphabet is investing in health data startups and gathering health data through partnerships. Alphabet’s companies are partnering with existing players and patenting novel technologies for remote patient monitoring. Alphabet now has 3 separate pharmaceutical ventures, with Verily, Calico, and Isomorphic Labs. Implications Expect Alphabet to continue investing in companies, products, and partnerships that provide access to patient data. On the heels of recent granted patents, expect Verily Life Sciences to use a portion of its recent $1B funding round to develop remote patient monitoring tech. Consider that Alphabet is the only big tech company to pursue drug discovery and development in-house. Its unique AI expertise is well-suited to this strategy. Big tech | Pharma | Alphabet | Key takeaways & implications