Regions
MAIN/REGIONS
regions/
Regions
  1. Americas
  2. Asia & Oceania
  3. Europe
  4. Middle East & Africa
  1. Solutions
  2. Products
  3. Insights
  4. About
  5. Careers
  6. Contact Us
MAIN/search
MAIN/Solutions
Solutions/
SOLUTIONS
  • Research & Development
  • Real World Evidence
  • Commercialization
  • Safety & Regulatory Compliance
  • Technologies
LIFE SCIENCE SEGMENTS
HEALTHCARE SEGMENTS
THERAPEUTIC AREAS

Impacting People's Lives

"We strive to help improve outcomes and create a healthier, more sustainable world for people everywhere.

LEARN MORE
Harness the power to transform clinical development

Reimagine clinical development by intelligently connecting data, technology, and analytics to optimize your trials. The result? Faster decision making and reduced risk so you can deliver life-changing therapies faster.

Research & Development Overview
Research & Development Quick Links
Real World Evidence. Real Confidence. Real Results.

Generate and disseminate evidence that answers crucial clinical, regulatory and commercial questions, enabling you to drive smarter decisions and meet your stakeholder needs with confidence.

REAL WORLD EVIDENCE OVERVIEW
Real World Evidence Quick Links
See markets more clearly. Opportunities more often.

Elevate commercial models with precision and speed using AI-driven analytics and technology that illuminate hidden insights in data.

COMMERCIALIZATION OVERVIEW
Commercialization Quick Links
Service driven. Tech-enabled. Integrated compliance.

Orchestrate your success across the complete compliance lifecycle with best-in-class services and solutions for safety, regulatory, quality and medical information.

COMPLIANCE OVERVIEW
Safety & Regulatory Compliance Quick Links
Intelligence that transforms life sciences end-to-end.

When your destination is a healthier world, making intelligent connections between data, technology, and services is your roadmap.

TECHNOLOGIES OVERVIEW
Technology Quick Links
MAIN/Products
Products/
CLINICAL PRODUCTS
COMMERCIAL PRODUCTS
COMPLIANCE, SAFETY, REG PRODUCTS
REAL WORLD PRODUCTS

CASE STUDY

"Data in a Day

LEARN MORE
MAIN/Insights
Insights/
BLOGS, WHITE PAPERS & CASE STUDIES

Explore our library of insights, thought leadership, and the latest topics & trends in healthcare.

DISCOVER INSIGHTS
THE IQVIA INSTITUTE

An in-depth exploration of the global healthcare ecosystem with timely research, insightful analysis, and scientific expertise.

SEE LATEST REPORTS

INSTITUTE REPORT

"Digital Health Trends 2024 - Implications for Research and Patient Care

READ MORE

EMEA Insights

"IQVIA thought leadership with a focus on EMEA.

Learn more

WHITE PAPER

"DCTs Deliver Big ROI

LEARN MORE

WHITE PAPER

"Capturing value at scale: The $4 billion RWE imperative

LEARN MORE
MAIN/About
About/
FEATURED INNOVATIONS
  • IQVIA Connected Intelligence™
  • IQVIA Healthcare-grade AI™
  • Human Data Science Cloud
  • IQVIA Innovation Hub
  • Decentralized Trials
  • Patient Experience Solutions with Apple devices
WHO WE ARE
NEWS & RESOURCES

INVESTOR RELATIONS

"Visit our investor relations site for more information.

LEARN MORE
Unlock your potential to drive healthcare forward

By making intelligent connections between your needs, our capabilities, and the healthcare ecosystem, we can help you be more agile, accelerate results, and improve patient outcomes.

LEARN MORE
IQVIA AI is Healthcare-grade AI

Building on a rich history of developing AI for healthcare, IQVIA AI connects the right data, technology, and expertise to address the unique needs of healthcare. It's what we call Healthcare-grade AI.

LEARN MORE

Your healthcare data deserves more than just a cloud.

The IQVIA Human Data Science Cloud is our unique capability designed to enable healthcare-grade analytics, tools, and data management solutions to deliver fit-for-purpose global data at scale.

LEARN MORE
Innovations make an impact when bold ideas meet powerful partnerships

The IQVIA Innovation Hub connects start-ups with the extensive IQVIA network of assets, resources, clients, and partners. Together, we can help lead the future of healthcare with the extensive IQVIA network of assets, resources, clients, and partners.

LEARN MORE
Proven, faster DCT solutions

IQVIA Decentralized Trials deliver purpose-built clinical services and technologies that engage the right patients wherever they are. Our hybrid and fully virtual solutions have been used more than any others.

LEARN MORE
IQVIA Patient Experience Solutions with Apple devices

Empowering patients to personalize their healthcare and connecting them to caregivers has the potential to change the care delivery paradigm.

LEARN MORE
MAIN/Careers
Careers/
WORKING AT IQVIA

Our mission is to accelerate innovation for a healthier world. Together, we can solve customer challenges and improve patient lives.

LEARN MORE
LIFE AT IQVIA

Careers, culture and everything in between. Find out what’s going on right here, right now.

LEARN MORE

WE’RE HIRING

"Improving human health requires brave thinkers who are willing to explore new ideas and build on successes. Unleash your potential with us.

SEARCH JOBS
MAIN/Contact Us
Contact Us/
Blog
Achieve interoperability in clinical development
Harness heterogeneous data sources for advanced analytics
Mar 17, 2021
  • Blogs
  • Achieve interoperability in clinical development

Life science companies are facing an explosion of structured and unstructured data sources. Patient-level data from connected mobile devices and patient-centric applications are increasing in complexity and quantity.

Clinical teams know that tremendous value can be unlocked from this data – to track trial performance against objectives, scrutinize sites for risk, identify new indications for compounds by studying real world evidence, and numerous other use cases. Yet most organizations struggle to ingest and process this data for investigation, and there are several reasons why.

R&D organizations have made major investments in information technology but find it increasingly difficult to derive value from the accelerating amount of available data. This patchwork of risk-based monitoring, site management, and clinical research associate systems performs a narrow set of tasks and has a limited ability to exchange data. Even today stakeholders exchange data manually by switching between standalone apps (e.g., from EDC to a CTMS) or copying MS Excel files. These approaches are both time-consuming and prone to errors.

Life science companies require a solution to ingest and manage data holistically and empower users to perform machine-learning enabled analytics. Such a solution should be agile and adapt to decentralized trials and other new models. The high volume and velocity of data demonstrate the need for machine learning to automate certain data processing and augment analytics. Equally important is the ability to connect heterogeneous data and systems that have historically been difficult to link.

Customers evaluating enterprise-grade clinical data and analytics solutions should include these capabilities in their criteria:

  • Collect and clean data from heterogeneous sources including clinical and business applications, mobile apps, eTMF files, and more.
  • Provide a central repository that houses structured and unstructured data sets at scale.
  • Enable stakeholders across the organization to perform advanced analytics (including AI and Machine Learning) within a single ecosystem.
  • Embrace an open API and algorithm library model to inject created insights into workflows and maximize reuse.
  • Deliver a modular platform with the flexibility to complement existing R&D IT environments with specific components, instead of a one-size-fits-all solution.

IQVIA’s proven track record in working with clinical data comes from conducting numerous clinical trials as a Contract Research Organization (CRO) – integrating data, analytics, and technology around the specific requirements of sponsors to ask the right questions and support smarter decision making.

IQVIA has a new cloud platform that combines data from different point solutions, enabling exploration of all data. The Clinical Data Analytics Suite collects multiple sources of data for review and analysis, uses AI/ML and other techniques to create intelligent insights, and delivers those insights to appropriate workflows. These next best actions and other recommendations improve stakeholder collaboration between patients, sites, and sponsors.

LEARN MORE

Related solutions

IQVIA Technologies

Combine data science, technology, and analytics driven by artificial intelligence to support new efficiencies and business insights -- without additional capital investment.

Contact Us