IQVIA is using vast quantities of data in powerful new ways. See how we can help you tap into information from past trials, patient reported outcomes and other sources to accelerate your research.
Developing IQVIA’s positions on key trends in the pharma and life sciences industries, with a focus on EMEA.
Learn moreDeveloping IQVIA’s positions on key trends in the pharma and life sciences industries, with a focus on EMEA.
Learn moreDeveloping IQVIA’s positions on key trends in the pharma and life sciences industries, with a focus on EMEA.
Learn moreDeveloping IQVIA’s positions on key trends in the pharma and life sciences industries, with a focus on EMEA.
Learn moreReimagine 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 OverviewGenerate 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 OVERVIEWElevate commercial models with precision and speed using AI-driven analytics and technology that illuminate hidden insights in data.
COMMERCIALIZATION OVERVIEWOrchestrate your success across the complete compliance lifecycle with best-in-class services and solutions for safety and quality.
COMPLIANCE OVERVIEWWhen your destination is a healthier world, making intelligent connections between data, technology, and services is your roadmap.
TECHNOLOGIES OVERVIEWExplore our library of insights, thought leadership, and the latest topics & trends in healthcare.
DISCOVER INSIGHTSAn in-depth exploration of the global healthcare ecosystem with timely research, insightful analysis, and scientific expertise.
SEE LATEST REPORTSBy 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 MOREArtificial intelligence is accelerating opportunities. Realizing the benefits for healthcare requires the right expertise. Together, we can solve the problems of today, and drive the breakthroughs of tomorrow.
LEARN MOREThe 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 MOREThe 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 MOREIQVIA 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 MOREIQVIA enables genomic research via global access to a network of genomic-clinical data, proprietary technologies that enable federated analytics, and therapeutic area & bioinformatics expertise to help you answer your most pressing research questions.
LEARN MOREOur mission is to accelerate innovation for a healthier world. Together, we can solve customer challenges and improve patient lives.
LEARN MORECareers, culture and everything in between. Find out what’s going on right here, right now.
LEARN MORE"Improving human health requires brave thinkers who are willing to explore new ideas and build on successes. Unleash your potential with us.
SEARCH JOBSFor medical affairs teams, publicly available data can provide a broad range of insights about research, competitive activity, experts, patient perspectives, and other stakeholder insights. But the closest medical affairs teams get to the very latest perspectives, those dealing with the diagnosis and treatment of today’s patients, are in the interactions of field medical teams with physicians. From medical topics, real world challenges and perspectives on specific decisions being made to requests for education and information, these notes can be invaluable. The data can inform the next interaction with specific doctors. But together they can inform strategy, content development and evidence generation.
Medical scientific liaison (MSL) notes can be a rich reservoir of valuable information, but they are often inconsistent, vary in richness and take time to review manually. By using technology to streamline and scale the process of extracting value from field notes, this data can become a key component in a medical affairs insights process. At IQVIA, we use our natural language processing (NLP) tools to ingest raw MSL notes and any accompanying structured data about the interaction and employ text-mining techniques to tag each note with key topics and sub-topics. This is done with a blend of trained machine learning models, large language models and established rules-based linguistics and ontologies to work quickly and efficiently with a wide range of dataset sizes. For example, our toolkit includes a continuously updated library of more than 6.5m terms and synonyms for diseases, symptoms, drug names, biomarkers, genes making the time to results much faster than developing new models and custom ontologies. Beyond the technology, we collaborate with IQVIA medical experts, researchers and HEOR professionals to create annotated datasets to train large language models to classify notes in custom ways as well as inform the final summarization of the data.
Now is the time for medical affairs teams to be more data driven. You have the potential to improve responsiveness to a dynamic range of physicians and stakeholders by bringing together the rich data sources, with technology, to create a repeatable, scalable process across disease areas.
IQVIA is using vast quantities of data in powerful new ways. See how we can help you tap into information from past trials, patient reported outcomes and other sources to accelerate your research.
Empowering teams with tools and technologies that unlock the value in bio-medical databases, real world sources and data from stakeholder interactions is vital for medical affairs teams. Our intelligence hubs and data services, underpinned by natural language processing (NLP), support new insights, data-driven decision making and more efficient working to quickly impact the way teams work.