-
Americas
-
Asia & Oceania
-
A-I
J-Z
EMEA Thought Leadership
Developing IQVIA’s positions on key trends in the pharma and life sciences industries, with a focus on EMEA.
Learn more -
Middle East & Africa
EMEA Thought Leadership
Developing IQVIA’s positions on key trends in the pharma and life sciences industries, with a focus on EMEA.
Learn more
Regions
-
Americas
-
Asia & Oceania
-
Europe
-
Middle East & Africa
-
Americas
-
Asia & Oceania
-
Europe
Europe
- Adriatic
- Belgium
- Bulgaria
- Czech Republic
- Deutschland
- España
- France
- Greece
- Hungary
- Ireland
- Israel
- Italia
EMEA Thought Leadership
Developing IQVIA’s positions on key trends in the pharma and life sciences industries, with a focus on EMEA.
Learn more -
Middle East & Africa
EMEA Thought Leadership
Developing IQVIA’s positions on key trends in the pharma and life sciences industries, with a focus on EMEA.
Learn more
SOLUTIONS
-
Research & Development
-
Real World Evidence
-
Commercialization
-
Safety & Regulatory Compliance
-
Technologies
LIFE SCIENCE SEGMENTS
HEALTHCARE SEGMENTS
- Information Partner Services
- Financial Institutions
- Global Public Health
- Government
- Patient Associations
- Payers
- Providers
THERAPEUTIC AREAS
- Cardiovascular
- Cell and Gene Therapy
- Central Nervous System
- GI & Hepatology
- Infectious Diseases and Vaccines
- Oncology
- Pediatrics
- Rare Diseases
- View All
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 OverviewResearch & 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 OVERVIEWReal 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 OVERVIEWCommercialization 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 OVERVIEWSafety & 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 OVERVIEWTechnology Quick Links
CLINICAL PRODUCTS
COMMERCIAL PRODUCTS
COMPLIANCE, SAFETY, REG PRODUCTS
BLOGS, WHITE PAPERS & CASE STUDIES
Explore our library of insights, thought leadership, and the latest topics & trends in healthcare.
DISCOVER INSIGHTSTHE IQVIA INSTITUTE
An in-depth exploration of the global healthcare ecosystem with timely research, insightful analysis, and scientific expertise.
SEE LATEST REPORTS
FEATURED INNOVATIONS
-
IQVIA Connected Intelligence™
-
IQVIA Healthcare-grade AI™
-
IQVIA AI Assistant
-
Human Data Science Cloud
-
IQVIA Innovation Hub
-
Decentralized Trials
-
Patient Experience Solutions with Apple devices
WHO WE ARE
- Our Story
- Our Impact
- Commitment to Public Health
- Code of Conduct
- Environmental Social Governance
- Privacy
- Executive Team
NEWS & RESOURCES
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
Meet the IQVIA AI Assistant
Your new expert analyst is here. Be at the forefront of data-driven decision-making with a new generative AI tool that enables you to interact with our products and solutions like never before. Get results you can trust, faster.
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 MOREWORKING AT IQVIA
Our mission is to accelerate innovation for a healthier world. Together, we can solve customer challenges and improve patient lives.
LEARN MORELIFE 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 JOBSBlog
Extraction and enrichment of textual data at scale has arrived. What can the NLP Data Factory do for you?
Apr 16, 2021
Many who have used NLP (natural language processing) in the past would be forgiven for thinking that while NLP tools have proven useful in ad hoc projects, their role within enterprise solutions is unlikely. This is because most NLP projects and developments have been confined to small, specialist teams, tuned specifically for individual needs and problems—until now. Extracting value and meaning from semi- and unstructured data reliably and repeatably is essential, not just in ad hoc use cases, but across the enterprise.
That’s why I’m so excited about the launch of the IQVIA NLP Data Factory, IQVIA’s NLP solution that accurately surfaces and normalizes features of interest at scale to deliver comprehensive value across your organization. Using world-class NLP capabilities, the IQVIA NLP Data Factory embeds seamlessly into existing enterprise architectures and workflows across functions to deliver ready-to-use data and solutions that improve healthcare business outcomes.
The value of textual insights at scale
Enterprise data are incredibly complex. Take medical records, for example. Not only do they combine documentation from across the healthcare ecosystem, but data types from each encounter can also vary widely. To further complicate things, the medical vocabulary is notoriously complicated, with medical terms, concepts, synonyms and acronyms that are dramatically different from standard spoken language. Reviewing and consolidating this data manually is time-consuming and unsustainable; but the analysis is essential to inform appropriate care management, analytics, research, and reporting.
The IQVIA NLP Data Factory was built to address this complexity. It’s powered by the IQVIA NLP platform, which means IQVIA’s unparalleled linguistic processing, machine learning, and domain expertise are built in to deliver accurate terminology matching, pattern extraction, and relationship identification. The powerful blend of machine learning and rules-based processing means that the NLP Data Factory delivers high quality results that can be easily configured and tuned using a simple user interface to deliver highly accurate results across different uses. The multipurpose NLP engine is paired with flexible scaling and deployment options, which mean that textual data can be transformed rapidly at a rate of millions of documents per hour. The output of the NLP Data Factory can be channeled to various locations or uses, from feeding predictive models to surfacing valuable information for visualization in business intelligence tools, such as the IQVIA NLP Insights Hub.
The best of both: leading edge and industry vetted NLP
One of the most promising features of the IQVIA NLP Data Factory is that users get the benefit of a cutting-edge solution that is underpinned by IQVIA’s trusted, tested NLP capabilities. Choosing the wrong NLP solution right out of the gate can deliver lackluster results and potentially make users doubt NLP’s ability to deliver reliable, quality solutions for complex healthcare or life sciences needs. IQVIA’s NLP team has built 20 years of trust across both industries, and our NLP capabilities are world class, award winning, and vetted.
Customers are already seeing huge gains from the IQVIA NLP Data Factory. In one use case, a large insurance company with multiple business lines needed insights from member documentation contained in more than 50,000 documents a day. Once the NLP Data Factory pipeline was implemented, the company improved its processes in days (not months or years), eliminated massive data storage requirements, and today uses the NLP Data Factory to automatically extract more than 500 features of interest across two million documents per hour.
The potential applications of such transformative power are broad. With IQVIA NLP already proving valuable in many domains, enterprise-wide NLP automation can easily be turned to biomarker discovery, safety case processing, risk adjustment, medical affairs insights, clinical trial analytics, and more.
By deploying an NLP Data Factory, healthcare and life sciences organizations can ask broader and more impactful questions of their data to build an ecosystem of knowledge that improves healthcare delivery and drug development.
What can the NLP Data Factory do for you? Check out our solutions page or fact sheet and reach out to us today so we can set up a demo.