SlideShare a Scribd company logo
1 of 12
Copyright © 2018, Saama Technologies
How to Destroy Clinical Data Silos
#DPharm2018
2Copyright © 2018, Saama Technologies
#DPharm2018
Agenda
01
02
03
04 Q&A
Challenges
Background
Solution
3Copyright © 2018, Saama Technologies
#DPharm2018
Recent Trends in Clinical Trials: The Ground Truth
Upward Trend in Number
of Studies Registered
per Year
Global Studies
Higher Outsourcing
Technology Explosion
4Copyright © 2018, Saama Technologies
#DPharm2018
Problem Areas Within an Organization
Study Manager
What is the query resolution
rate for ABC –XXX-YZ?
Global Clinical Operations Head
Across therapeutic areas how many studies are at risk?
Franchise Head
Are we above budget for
studies?
User Personas need specific Insights
“Challenge is Speed to Insights”
Complex Ecosystem
CRO 1
CRO 2
Partner 1
Partner 2
M&A
Multiple Siloed System
CTMS
EDC
IVR
Finance
Unstructured
5Copyright © 2018, Saama Technologies
#DPharm2018
Solving the Problem: Improve Data Processing,
Standardization, and Creation of Analytics Ready
Data Sets
6Copyright © 2018, Saama Technologies
#DPharm2018
Improve Data Processing, Standardization, and
Creation of Analytics Ready Data Sets
Strategy of managing
data-pipelines
Right Technology Stack
E.g. Visualizing data pipeline work flows
Manage
Data Quality
7Copyright © 2018, Saama Technologies
#DPharm2018
Centralize (and Contextualize) Data in Flight
8Copyright © 2018, Saama Technologies
#DPharm2018
Integrated and Interactive Dashboards: Speed to
Insights
9Copyright © 2018, Saama Technologies
#DPharm2018
“Smart Assistant” for Clinical Operations: Conversation with data
How may I help?
Show me screen failures
rates for study ABC-1234?
12%
10Copyright © 2018, Saama Technologies
#DPharm2018
Source : https://www.creditkarma.com/
John Doe
All phase II Studies are on track.
Next DBL for Study 001 Dec 1st
2018.
Study on trackBudget utilization
Avg. study periodStudy at risk
Upcoming DBLTotal Ongoing Studies
Your Study Portfolio looks
good
What the Future Will Look Like: Executive Summaries
11Copyright © 2018, Saama Technologies
#DPharm2018
Machine Learning Use Cases for Clinical Operations
Planning
Startup
Conduct
Closeout
• Clinical trial design: Prediction of patient drop outs and PV/D
• Benchmark studies identification
• Country and site selection and rate of recruitment prediction
• Site document verification
• Site contracts
• Prediction of risks
• Risk identification in monitoring visit reports (MVR)
• Smart queries
• Medical monitoring
• Automated standardization of SDTM and ADaM
12Copyright © 2018, Saama Technologies
#DPharm2018
Thank you !!!

More Related Content

What's hot

SCOPE 2018 - Clinical Data Analytics – A Solutions Approach in the Cloud
SCOPE 2018 - Clinical Data Analytics – A Solutions Approach in the Cloud SCOPE 2018 - Clinical Data Analytics – A Solutions Approach in the Cloud
SCOPE 2018 - Clinical Data Analytics – A Solutions Approach in the Cloud Saama
 
Build a Next-Generation Clinical Operational Metrics Solution
Build a Next-Generation Clinical Operational Metrics SolutionBuild a Next-Generation Clinical Operational Metrics Solution
Build a Next-Generation Clinical Operational Metrics SolutionSaama
 
Natural Language Understanding at AI and Machine Learning in Clinical Trials ...
Natural Language Understanding at AI and Machine Learning in Clinical Trials ...Natural Language Understanding at AI and Machine Learning in Clinical Trials ...
Natural Language Understanding at AI and Machine Learning in Clinical Trials ...Saama
 
Saama and Pharmacyclics Present at CTI: Clinical Data Analytics – A Solutions...
Saama and Pharmacyclics Present at CTI: Clinical Data Analytics – A Solutions...Saama and Pharmacyclics Present at CTI: Clinical Data Analytics – A Solutions...
Saama and Pharmacyclics Present at CTI: Clinical Data Analytics – A Solutions...Saama
 
Natural Language Understanding - BioData West 2018
Natural Language Understanding - BioData West 2018Natural Language Understanding - BioData West 2018
Natural Language Understanding - BioData West 2018Saama
 
Tiger graph 2021 corporate overview [read only]
Tiger graph 2021 corporate overview [read only]Tiger graph 2021 corporate overview [read only]
Tiger graph 2021 corporate overview [read only]ercan5
 
Choosing the Right Document Processing Solution for Healthcare Organizations
Choosing the Right Document Processing Solution for Healthcare OrganizationsChoosing the Right Document Processing Solution for Healthcare Organizations
Choosing the Right Document Processing Solution for Healthcare OrganizationsProvectus
 
Skytree Partner Program 2-15
Skytree Partner Program 2-15Skytree Partner Program 2-15
Skytree Partner Program 2-15Dylan Steeg
 
Top industry use cases for streaming analytics
Top industry use cases for streaming analyticsTop industry use cases for streaming analytics
Top industry use cases for streaming analyticsIBM Analytics
 
Smart Data Slides: Machine Learning - Case Studies
Smart Data Slides: Machine Learning - Case StudiesSmart Data Slides: Machine Learning - Case Studies
Smart Data Slides: Machine Learning - Case StudiesDATAVERSITY
 
Nvidia why every industry should be thinking about AI today
Nvidia why every industry should be thinking about AI todayNvidia why every industry should be thinking about AI today
Nvidia why every industry should be thinking about AI todayJustin Hayward
 
Bigdata based fraud detection
Bigdata based fraud detectionBigdata based fraud detection
Bigdata based fraud detectionMk Kim
 
How to Use Open Source Technologies in Safety-critical Medical Device Platforms
How to Use Open Source Technologies in Safety-critical Medical Device PlatformsHow to Use Open Source Technologies in Safety-critical Medical Device Platforms
How to Use Open Source Technologies in Safety-critical Medical Device PlatformsShahid Shah
 
SJSU Business School: Guest Lecture - Big Data in Business (Sept 28, 2015)
SJSU Business School: Guest Lecture - Big Data in Business (Sept 28, 2015) SJSU Business School: Guest Lecture - Big Data in Business (Sept 28, 2015)
SJSU Business School: Guest Lecture - Big Data in Business (Sept 28, 2015) saravana krishnamurthy
 
Accelerate Healthcare Technology Modernization with Containerization and DevOps
Accelerate Healthcare Technology Modernization with Containerization and DevOpsAccelerate Healthcare Technology Modernization with Containerization and DevOps
Accelerate Healthcare Technology Modernization with Containerization and DevOpsCitiusTech
 
Big Data Use Cases
Big Data Use CasesBig Data Use Cases
Big Data Use Casesaziksa
 
Frontiers in Alternative Data : Techniques and Use Cases
Frontiers in Alternative Data : Techniques and Use CasesFrontiers in Alternative Data : Techniques and Use Cases
Frontiers in Alternative Data : Techniques and Use CasesQuantUniversity
 
The Hive Think Tank: AI in The Enterprise by Venkat Srinivasan
The Hive Think Tank: AI in The Enterprise by Venkat SrinivasanThe Hive Think Tank: AI in The Enterprise by Venkat Srinivasan
The Hive Think Tank: AI in The Enterprise by Venkat SrinivasanThe Hive
 

What's hot (20)

SCOPE 2018 - Clinical Data Analytics – A Solutions Approach in the Cloud
SCOPE 2018 - Clinical Data Analytics – A Solutions Approach in the Cloud SCOPE 2018 - Clinical Data Analytics – A Solutions Approach in the Cloud
SCOPE 2018 - Clinical Data Analytics – A Solutions Approach in the Cloud
 
Build a Next-Generation Clinical Operational Metrics Solution
Build a Next-Generation Clinical Operational Metrics SolutionBuild a Next-Generation Clinical Operational Metrics Solution
Build a Next-Generation Clinical Operational Metrics Solution
 
Natural Language Understanding at AI and Machine Learning in Clinical Trials ...
Natural Language Understanding at AI and Machine Learning in Clinical Trials ...Natural Language Understanding at AI and Machine Learning in Clinical Trials ...
Natural Language Understanding at AI and Machine Learning in Clinical Trials ...
 
Saama and Pharmacyclics Present at CTI: Clinical Data Analytics – A Solutions...
Saama and Pharmacyclics Present at CTI: Clinical Data Analytics – A Solutions...Saama and Pharmacyclics Present at CTI: Clinical Data Analytics – A Solutions...
Saama and Pharmacyclics Present at CTI: Clinical Data Analytics – A Solutions...
 
Natural Language Understanding - BioData West 2018
Natural Language Understanding - BioData West 2018Natural Language Understanding - BioData West 2018
Natural Language Understanding - BioData West 2018
 
Tiger graph 2021 corporate overview [read only]
Tiger graph 2021 corporate overview [read only]Tiger graph 2021 corporate overview [read only]
Tiger graph 2021 corporate overview [read only]
 
Choosing the Right Document Processing Solution for Healthcare Organizations
Choosing the Right Document Processing Solution for Healthcare OrganizationsChoosing the Right Document Processing Solution for Healthcare Organizations
Choosing the Right Document Processing Solution for Healthcare Organizations
 
Healthcare fraud detection
Healthcare fraud detectionHealthcare fraud detection
Healthcare fraud detection
 
Skytree Partner Program 2-15
Skytree Partner Program 2-15Skytree Partner Program 2-15
Skytree Partner Program 2-15
 
Top industry use cases for streaming analytics
Top industry use cases for streaming analyticsTop industry use cases for streaming analytics
Top industry use cases for streaming analytics
 
Smart Data Slides: Machine Learning - Case Studies
Smart Data Slides: Machine Learning - Case StudiesSmart Data Slides: Machine Learning - Case Studies
Smart Data Slides: Machine Learning - Case Studies
 
Nvidia why every industry should be thinking about AI today
Nvidia why every industry should be thinking about AI todayNvidia why every industry should be thinking about AI today
Nvidia why every industry should be thinking about AI today
 
Bigdata based fraud detection
Bigdata based fraud detectionBigdata based fraud detection
Bigdata based fraud detection
 
How to Use Open Source Technologies in Safety-critical Medical Device Platforms
How to Use Open Source Technologies in Safety-critical Medical Device PlatformsHow to Use Open Source Technologies in Safety-critical Medical Device Platforms
How to Use Open Source Technologies in Safety-critical Medical Device Platforms
 
IoT Big Data Analytics Insights from Patents
IoT Big Data Analytics Insights from PatentsIoT Big Data Analytics Insights from Patents
IoT Big Data Analytics Insights from Patents
 
SJSU Business School: Guest Lecture - Big Data in Business (Sept 28, 2015)
SJSU Business School: Guest Lecture - Big Data in Business (Sept 28, 2015) SJSU Business School: Guest Lecture - Big Data in Business (Sept 28, 2015)
SJSU Business School: Guest Lecture - Big Data in Business (Sept 28, 2015)
 
Accelerate Healthcare Technology Modernization with Containerization and DevOps
Accelerate Healthcare Technology Modernization with Containerization and DevOpsAccelerate Healthcare Technology Modernization with Containerization and DevOps
Accelerate Healthcare Technology Modernization with Containerization and DevOps
 
Big Data Use Cases
Big Data Use CasesBig Data Use Cases
Big Data Use Cases
 
Frontiers in Alternative Data : Techniques and Use Cases
Frontiers in Alternative Data : Techniques and Use CasesFrontiers in Alternative Data : Techniques and Use Cases
Frontiers in Alternative Data : Techniques and Use Cases
 
The Hive Think Tank: AI in The Enterprise by Venkat Srinivasan
The Hive Think Tank: AI in The Enterprise by Venkat SrinivasanThe Hive Think Tank: AI in The Enterprise by Venkat Srinivasan
The Hive Think Tank: AI in The Enterprise by Venkat Srinivasan
 

Similar to Destroy Data Siloes at Digital Innovations to Advance Clinical Trials

Five Trends in Real Time Applications
Five Trends in Real Time ApplicationsFive Trends in Real Time Applications
Five Trends in Real Time Applicationsconfluent
 
Herding Cats in the Digital World
Herding Cats in the Digital WorldHerding Cats in the Digital World
Herding Cats in the Digital WorldCapgemini
 
Pactera Big Data Solutions for Retail
Pactera Big Data Solutions for Retail Pactera Big Data Solutions for Retail
Pactera Big Data Solutions for Retail Pactera_US
 
Protect Your Revenue Streams: Big Data & Analytics in Tax
Protect Your Revenue Streams: Big Data & Analytics in TaxProtect Your Revenue Streams: Big Data & Analytics in Tax
Protect Your Revenue Streams: Big Data & Analytics in TaxCapgemini
 
What's Next: Engaging HCPs in a Digital World
What's Next: Engaging HCPs in a Digital WorldWhat's Next: Engaging HCPs in a Digital World
What's Next: Engaging HCPs in a Digital WorldOgilvy Consulting
 
The Data Platform for Today’s Intelligent Applications
The Data Platform for Today’s Intelligent ApplicationsThe Data Platform for Today’s Intelligent Applications
The Data Platform for Today’s Intelligent ApplicationsNeo4j
 
The digital transformation of retail
The digital transformation of retailThe digital transformation of retail
The digital transformation of retailCloudera, Inc.
 
e-Marketing Research
e-Marketing Researche-Marketing Research
e-Marketing ResearchUsman Tariq
 
Using Kafka in Your Organization with Real-Time User Insights for a Customer ...
Using Kafka in Your Organization with Real-Time User Insights for a Customer ...Using Kafka in Your Organization with Real-Time User Insights for a Customer ...
Using Kafka in Your Organization with Real-Time User Insights for a Customer ...confluent
 
ReQue - Advanced Analytics for Lead Scoring in Recruitment
ReQue - Advanced Analytics for Lead Scoring in RecruitmentReQue - Advanced Analytics for Lead Scoring in Recruitment
ReQue - Advanced Analytics for Lead Scoring in RecruitmentAnthony Leshinsky
 
Transforming Insurance Analytics with Big Data and Automated Machine Learning

Transforming Insurance Analytics with Big Data and Automated Machine Learning
Transforming Insurance Analytics with Big Data and Automated Machine Learning

Transforming Insurance Analytics with Big Data and Automated Machine Learning
Cloudera, Inc.
 
"Big data in western europe today" Forrester / Xerox 2015
"Big data in western europe today" Forrester / Xerox 2015"Big data in western europe today" Forrester / Xerox 2015
"Big data in western europe today" Forrester / Xerox 2015yann le gigan
 
Do It for Your Patients: Drive Better Patient Outcomes at Speed With Intellig...
Do It for Your Patients: Drive Better Patient Outcomes at Speed With Intellig...Do It for Your Patients: Drive Better Patient Outcomes at Speed With Intellig...
Do It for Your Patients: Drive Better Patient Outcomes at Speed With Intellig...accenture
 
Big Data LDN 2018: THE NEXT WAVE: DATA, AI AND ANALYTICS IN 2019 AND BEYOND
Big Data LDN 2018: THE NEXT WAVE: DATA, AI AND ANALYTICS IN 2019 AND BEYONDBig Data LDN 2018: THE NEXT WAVE: DATA, AI AND ANALYTICS IN 2019 AND BEYOND
Big Data LDN 2018: THE NEXT WAVE: DATA, AI AND ANALYTICS IN 2019 AND BEYONDMatt Stubbs
 
Analytics driving innovation and efficiency in Banking
Analytics driving innovation and efficiency in BankingAnalytics driving innovation and efficiency in Banking
Analytics driving innovation and efficiency in BankingGianpaolo Zampol
 
Marcel van der Heijden - SpeedInvest & Aircloak - EU GDPR & Data Privacy Comp...
Marcel van der Heijden - SpeedInvest & Aircloak - EU GDPR & Data Privacy Comp...Marcel van der Heijden - SpeedInvest & Aircloak - EU GDPR & Data Privacy Comp...
Marcel van der Heijden - SpeedInvest & Aircloak - EU GDPR & Data Privacy Comp...Burton Lee
 
The future of FinTech product using pervasive Machine Learning automation - A...
The future of FinTech product using pervasive Machine Learning automation - A...The future of FinTech product using pervasive Machine Learning automation - A...
The future of FinTech product using pervasive Machine Learning automation - A...Shift Conference
 
[Infographic] Are Data Center Demons Keeping You Up at Night?
[Infographic] Are Data Center Demons Keeping You Up at Night?[Infographic] Are Data Center Demons Keeping You Up at Night?
[Infographic] Are Data Center Demons Keeping You Up at Night?CA Technologies
 
Artificial Intelligence and Analytic Ops to Continuously Improve Business Out...
Artificial Intelligence and Analytic Ops to Continuously Improve Business Out...Artificial Intelligence and Analytic Ops to Continuously Improve Business Out...
Artificial Intelligence and Analytic Ops to Continuously Improve Business Out...DataWorks Summit
 

Similar to Destroy Data Siloes at Digital Innovations to Advance Clinical Trials (20)

Five Trends in Real Time Applications
Five Trends in Real Time ApplicationsFive Trends in Real Time Applications
Five Trends in Real Time Applications
 
Herding Cats in the Digital World
Herding Cats in the Digital WorldHerding Cats in the Digital World
Herding Cats in the Digital World
 
Pactera Big Data Solutions for Retail
Pactera Big Data Solutions for Retail Pactera Big Data Solutions for Retail
Pactera Big Data Solutions for Retail
 
Protect Your Revenue Streams: Big Data & Analytics in Tax
Protect Your Revenue Streams: Big Data & Analytics in TaxProtect Your Revenue Streams: Big Data & Analytics in Tax
Protect Your Revenue Streams: Big Data & Analytics in Tax
 
BankSight Intelligent Banking CRM
BankSight Intelligent Banking CRMBankSight Intelligent Banking CRM
BankSight Intelligent Banking CRM
 
What's Next: Engaging HCPs in a Digital World
What's Next: Engaging HCPs in a Digital WorldWhat's Next: Engaging HCPs in a Digital World
What's Next: Engaging HCPs in a Digital World
 
The Data Platform for Today’s Intelligent Applications
The Data Platform for Today’s Intelligent ApplicationsThe Data Platform for Today’s Intelligent Applications
The Data Platform for Today’s Intelligent Applications
 
The digital transformation of retail
The digital transformation of retailThe digital transformation of retail
The digital transformation of retail
 
e-Marketing Research
e-Marketing Researche-Marketing Research
e-Marketing Research
 
Using Kafka in Your Organization with Real-Time User Insights for a Customer ...
Using Kafka in Your Organization with Real-Time User Insights for a Customer ...Using Kafka in Your Organization with Real-Time User Insights for a Customer ...
Using Kafka in Your Organization with Real-Time User Insights for a Customer ...
 
ReQue - Advanced Analytics for Lead Scoring in Recruitment
ReQue - Advanced Analytics for Lead Scoring in RecruitmentReQue - Advanced Analytics for Lead Scoring in Recruitment
ReQue - Advanced Analytics for Lead Scoring in Recruitment
 
Transforming Insurance Analytics with Big Data and Automated Machine Learning

Transforming Insurance Analytics with Big Data and Automated Machine Learning
Transforming Insurance Analytics with Big Data and Automated Machine Learning

Transforming Insurance Analytics with Big Data and Automated Machine Learning

 
"Big data in western europe today" Forrester / Xerox 2015
"Big data in western europe today" Forrester / Xerox 2015"Big data in western europe today" Forrester / Xerox 2015
"Big data in western europe today" Forrester / Xerox 2015
 
Do It for Your Patients: Drive Better Patient Outcomes at Speed With Intellig...
Do It for Your Patients: Drive Better Patient Outcomes at Speed With Intellig...Do It for Your Patients: Drive Better Patient Outcomes at Speed With Intellig...
Do It for Your Patients: Drive Better Patient Outcomes at Speed With Intellig...
 
Big Data LDN 2018: THE NEXT WAVE: DATA, AI AND ANALYTICS IN 2019 AND BEYOND
Big Data LDN 2018: THE NEXT WAVE: DATA, AI AND ANALYTICS IN 2019 AND BEYONDBig Data LDN 2018: THE NEXT WAVE: DATA, AI AND ANALYTICS IN 2019 AND BEYOND
Big Data LDN 2018: THE NEXT WAVE: DATA, AI AND ANALYTICS IN 2019 AND BEYOND
 
Analytics driving innovation and efficiency in Banking
Analytics driving innovation and efficiency in BankingAnalytics driving innovation and efficiency in Banking
Analytics driving innovation and efficiency in Banking
 
Marcel van der Heijden - SpeedInvest & Aircloak - EU GDPR & Data Privacy Comp...
Marcel van der Heijden - SpeedInvest & Aircloak - EU GDPR & Data Privacy Comp...Marcel van der Heijden - SpeedInvest & Aircloak - EU GDPR & Data Privacy Comp...
Marcel van der Heijden - SpeedInvest & Aircloak - EU GDPR & Data Privacy Comp...
 
The future of FinTech product using pervasive Machine Learning automation - A...
The future of FinTech product using pervasive Machine Learning automation - A...The future of FinTech product using pervasive Machine Learning automation - A...
The future of FinTech product using pervasive Machine Learning automation - A...
 
[Infographic] Are Data Center Demons Keeping You Up at Night?
[Infographic] Are Data Center Demons Keeping You Up at Night?[Infographic] Are Data Center Demons Keeping You Up at Night?
[Infographic] Are Data Center Demons Keeping You Up at Night?
 
Artificial Intelligence and Analytic Ops to Continuously Improve Business Out...
Artificial Intelligence and Analytic Ops to Continuously Improve Business Out...Artificial Intelligence and Analytic Ops to Continuously Improve Business Out...
Artificial Intelligence and Analytic Ops to Continuously Improve Business Out...
 

More from Saama

Enabling Better Clinical Operations through a Clinical Operations Store
Enabling Better Clinical Operations through a Clinical Operations StoreEnabling Better Clinical Operations through a Clinical Operations Store
Enabling Better Clinical Operations through a Clinical Operations StoreSaama
 
Supporting a Collaborative R&D Organization with a Dynamic Big Data Solution
Supporting a Collaborative R&D Organization with a Dynamic Big Data SolutionSupporting a Collaborative R&D Organization with a Dynamic Big Data Solution
Supporting a Collaborative R&D Organization with a Dynamic Big Data SolutionSaama
 
Centralizing Data to Address Imperatives in Clinical Development
Centralizing Data to Address Imperatives in Clinical DevelopmentCentralizing Data to Address Imperatives in Clinical Development
Centralizing Data to Address Imperatives in Clinical DevelopmentSaama
 
Five steps to getting maximum value from Real World Data
Five steps to getting maximum value from Real World DataFive steps to getting maximum value from Real World Data
Five steps to getting maximum value from Real World DataSaama
 
Who’s Keeping Score? A Quantitative Approach to Trial Feasibility
Who’s Keeping Score? A Quantitative Approach to Trial FeasibilityWho’s Keeping Score? A Quantitative Approach to Trial Feasibility
Who’s Keeping Score? A Quantitative Approach to Trial FeasibilitySaama
 
Future of RWE Digital Pharma West presentation
Future of RWE Digital Pharma West presentationFuture of RWE Digital Pharma West presentation
Future of RWE Digital Pharma West presentationSaama
 
Future of RWE - Big Data and Analytics for Pharma 2017 presentation
Future of RWE - Big Data and Analytics for Pharma 2017 presentationFuture of RWE - Big Data and Analytics for Pharma 2017 presentation
Future of RWE - Big Data and Analytics for Pharma 2017 presentationSaama
 
Leverage Big Data Analytics to Enhance Clinical Trials from Planning to Execu...
Leverage Big Data Analytics to Enhance Clinical Trials from Planning to Execu...Leverage Big Data Analytics to Enhance Clinical Trials from Planning to Execu...
Leverage Big Data Analytics to Enhance Clinical Trials from Planning to Execu...Saama
 
Who's Keeping Score? A Quantitative Approach to Trial Feasibility
Who's Keeping Score? A Quantitative Approach to Trial FeasibilityWho's Keeping Score? A Quantitative Approach to Trial Feasibility
Who's Keeping Score? A Quantitative Approach to Trial FeasibilitySaama
 
Next Gen Clinical Data Sciences
Next Gen Clinical Data SciencesNext Gen Clinical Data Sciences
Next Gen Clinical Data SciencesSaama
 
Journey to analytics in the cloud
Journey to analytics in the cloudJourney to analytics in the cloud
Journey to analytics in the cloudSaama
 
Social Media Analytics
Social Media AnalyticsSocial Media Analytics
Social Media AnalyticsSaama
 
Predictive Maintenance
Predictive MaintenancePredictive Maintenance
Predictive MaintenanceSaama
 
Exponentially influencing business outcomes with Big Data Analytics
Exponentially influencing business outcomes with Big Data AnalyticsExponentially influencing business outcomes with Big Data Analytics
Exponentially influencing business outcomes with Big Data AnalyticsSaama
 

More from Saama (14)

Enabling Better Clinical Operations through a Clinical Operations Store
Enabling Better Clinical Operations through a Clinical Operations StoreEnabling Better Clinical Operations through a Clinical Operations Store
Enabling Better Clinical Operations through a Clinical Operations Store
 
Supporting a Collaborative R&D Organization with a Dynamic Big Data Solution
Supporting a Collaborative R&D Organization with a Dynamic Big Data SolutionSupporting a Collaborative R&D Organization with a Dynamic Big Data Solution
Supporting a Collaborative R&D Organization with a Dynamic Big Data Solution
 
Centralizing Data to Address Imperatives in Clinical Development
Centralizing Data to Address Imperatives in Clinical DevelopmentCentralizing Data to Address Imperatives in Clinical Development
Centralizing Data to Address Imperatives in Clinical Development
 
Five steps to getting maximum value from Real World Data
Five steps to getting maximum value from Real World DataFive steps to getting maximum value from Real World Data
Five steps to getting maximum value from Real World Data
 
Who’s Keeping Score? A Quantitative Approach to Trial Feasibility
Who’s Keeping Score? A Quantitative Approach to Trial FeasibilityWho’s Keeping Score? A Quantitative Approach to Trial Feasibility
Who’s Keeping Score? A Quantitative Approach to Trial Feasibility
 
Future of RWE Digital Pharma West presentation
Future of RWE Digital Pharma West presentationFuture of RWE Digital Pharma West presentation
Future of RWE Digital Pharma West presentation
 
Future of RWE - Big Data and Analytics for Pharma 2017 presentation
Future of RWE - Big Data and Analytics for Pharma 2017 presentationFuture of RWE - Big Data and Analytics for Pharma 2017 presentation
Future of RWE - Big Data and Analytics for Pharma 2017 presentation
 
Leverage Big Data Analytics to Enhance Clinical Trials from Planning to Execu...
Leverage Big Data Analytics to Enhance Clinical Trials from Planning to Execu...Leverage Big Data Analytics to Enhance Clinical Trials from Planning to Execu...
Leverage Big Data Analytics to Enhance Clinical Trials from Planning to Execu...
 
Who's Keeping Score? A Quantitative Approach to Trial Feasibility
Who's Keeping Score? A Quantitative Approach to Trial FeasibilityWho's Keeping Score? A Quantitative Approach to Trial Feasibility
Who's Keeping Score? A Quantitative Approach to Trial Feasibility
 
Next Gen Clinical Data Sciences
Next Gen Clinical Data SciencesNext Gen Clinical Data Sciences
Next Gen Clinical Data Sciences
 
Journey to analytics in the cloud
Journey to analytics in the cloudJourney to analytics in the cloud
Journey to analytics in the cloud
 
Social Media Analytics
Social Media AnalyticsSocial Media Analytics
Social Media Analytics
 
Predictive Maintenance
Predictive MaintenancePredictive Maintenance
Predictive Maintenance
 
Exponentially influencing business outcomes with Big Data Analytics
Exponentially influencing business outcomes with Big Data AnalyticsExponentially influencing business outcomes with Big Data Analytics
Exponentially influencing business outcomes with Big Data Analytics
 

Recently uploaded

Accredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdfAccredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdfadriantubila
 
CebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxCebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxolyaivanovalion
 
April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysismanisha194592
 
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...amitlee9823
 
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Pooja Nehwal
 
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...amitlee9823
 
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night StandCall Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...amitlee9823
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...ZurliaSoop
 
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...amitlee9823
 
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteedamy56318795
 
Discover Why Less is More in B2B Research
Discover Why Less is More in B2B ResearchDiscover Why Less is More in B2B Research
Discover Why Less is More in B2B Researchmichael115558
 
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...SUHANI PANDEY
 
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...only4webmaster01
 
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...amitlee9823
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...amitlee9823
 
Probability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter LessonsProbability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter LessonsJoseMangaJr1
 

Recently uploaded (20)

Accredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdfAccredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdf
 
CebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxCebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptx
 
April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysis
 
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
 
Sampling (random) method and Non random.ppt
Sampling (random) method and Non random.pptSampling (random) method and Non random.ppt
Sampling (random) method and Non random.ppt
 
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
 
Anomaly detection and data imputation within time series
Anomaly detection and data imputation within time seriesAnomaly detection and data imputation within time series
Anomaly detection and data imputation within time series
 
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
 
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night StandCall Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
 
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
 
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
 
Discover Why Less is More in B2B Research
Discover Why Less is More in B2B ResearchDiscover Why Less is More in B2B Research
Discover Why Less is More in B2B Research
 
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
 
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
 
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
 
Probability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter LessonsProbability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter Lessons
 

Destroy Data Siloes at Digital Innovations to Advance Clinical Trials

  • 1. Copyright © 2018, Saama Technologies How to Destroy Clinical Data Silos #DPharm2018
  • 2. 2Copyright © 2018, Saama Technologies #DPharm2018 Agenda 01 02 03 04 Q&A Challenges Background Solution
  • 3. 3Copyright © 2018, Saama Technologies #DPharm2018 Recent Trends in Clinical Trials: The Ground Truth Upward Trend in Number of Studies Registered per Year Global Studies Higher Outsourcing Technology Explosion
  • 4. 4Copyright © 2018, Saama Technologies #DPharm2018 Problem Areas Within an Organization Study Manager What is the query resolution rate for ABC –XXX-YZ? Global Clinical Operations Head Across therapeutic areas how many studies are at risk? Franchise Head Are we above budget for studies? User Personas need specific Insights “Challenge is Speed to Insights” Complex Ecosystem CRO 1 CRO 2 Partner 1 Partner 2 M&A Multiple Siloed System CTMS EDC IVR Finance Unstructured
  • 5. 5Copyright © 2018, Saama Technologies #DPharm2018 Solving the Problem: Improve Data Processing, Standardization, and Creation of Analytics Ready Data Sets
  • 6. 6Copyright © 2018, Saama Technologies #DPharm2018 Improve Data Processing, Standardization, and Creation of Analytics Ready Data Sets Strategy of managing data-pipelines Right Technology Stack E.g. Visualizing data pipeline work flows Manage Data Quality
  • 7. 7Copyright © 2018, Saama Technologies #DPharm2018 Centralize (and Contextualize) Data in Flight
  • 8. 8Copyright © 2018, Saama Technologies #DPharm2018 Integrated and Interactive Dashboards: Speed to Insights
  • 9. 9Copyright © 2018, Saama Technologies #DPharm2018 “Smart Assistant” for Clinical Operations: Conversation with data How may I help? Show me screen failures rates for study ABC-1234? 12%
  • 10. 10Copyright © 2018, Saama Technologies #DPharm2018 Source : https://www.creditkarma.com/ John Doe All phase II Studies are on track. Next DBL for Study 001 Dec 1st 2018. Study on trackBudget utilization Avg. study periodStudy at risk Upcoming DBLTotal Ongoing Studies Your Study Portfolio looks good What the Future Will Look Like: Executive Summaries
  • 11. 11Copyright © 2018, Saama Technologies #DPharm2018 Machine Learning Use Cases for Clinical Operations Planning Startup Conduct Closeout • Clinical trial design: Prediction of patient drop outs and PV/D • Benchmark studies identification • Country and site selection and rate of recruitment prediction • Site document verification • Site contracts • Prediction of risks • Risk identification in monitoring visit reports (MVR) • Smart queries • Medical monitoring • Automated standardization of SDTM and ADaM
  • 12. 12Copyright © 2018, Saama Technologies #DPharm2018 Thank you !!!