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Impacting People's Lives

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

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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
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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
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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
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CASE STUDY

"Data in a Day

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BLOGS, WHITE PAPERS & CASE STUDIES

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

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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

"Global Trends in R&D 2024

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EMEA Insights

"IQVIA thought leadership with a focus on EMEA.

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WHITE PAPER

"DCTs Deliver Big ROI

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WHITE PAPER

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

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FEATURED INNOVATIONS
  • IQVIA Connected Intelligence™
  • IQVIA Healthcare-grade AI™
  • Human Data Science Cloud
  • IQVIA Innovation Hub
  • Decentralized Trials
  • Patient Experience Solutions with Apple devices
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INVESTOR RELATIONS

"Visit our investor relations site for more information.

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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.

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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.

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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.

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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.

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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.

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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.

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WORKING AT IQVIA

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

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LIFE AT IQVIA

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

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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.

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IQVIA Human Assisted Review Tool (HART)​

Human in the loop, AI in healthcare

To get high-quality insights, your datasets need to be accurate, structured and normalized. Manual cleaning is laborious, but fully automated pipelines for data extraction tend to produce “garbage in, garbage out” results.

IQVIA Human Assisted Review Tool (HART) combines human precision with industry-leading NLP. Rapidly extract, review and curate features from free text using our interactive web-based tool. HART simplifies the creation of high-quality gold standards and training data, to improve feature engineering and and drive the development of machine learning models.

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Solutions Real World Evidence Natural Language Processing IQVIA Human Assisted Review Tool (HART)​

AI-powered interactive curation

HART combines healthcare NLP with expert domain curation to deliver precise outputs, accomplishing in minutes what used to take hours. 

  • Proven: AI-powered curation by the world leader in healthcare NLP
  • Accurate: Best-in-class text mining approaches drive accurate, impactful insights from unstructured data
  • Interactive: Web-based code-free tool empowers users to accept or reject automatically detected hits
  • Integration: Seamlessly connect your IQVIA NLP products to create a connected workflow
  • Intuitive: Interface enables easy viewing of normalized results and original document 

female look at graphs on laptop

Uniting three technologies for optimized curation

Human review is the fastest and most cost-effective strategy to refine even the best AI systems. HART brings together three different technology approaches to make data curation fast, accurate and straight forward:

  • IQVIA NLP enables documents to be pre-annotated with high-quality information about concepts, relationships, and relevant meta-data to feed HART.
  • Built-in ontologies guide concept curation to classify data, and filtering within these ontologies enables faster, more accurate information.
  • Addition of new text matches and data validation of existing matches within the original document reduces errors.

Intuitive interface. Impactful results.

Embed human-in-the-loop AI into your healthcare NLP ecosystem

HART was designed to flexibly and seamlessly integrate where and when you need it most.

  • Interpretability/ Integration: Upload diverse document formats and leverage existing IQVIA NLP products to provide a seamless connection with IQVIA NLP Interactive Extraction
  • Easy-to-use interface enables the reviewer to link and group documents to monitor the project or review progress.
  • Support for dynamic annotation via highlighting, editing assertations and the ability to validate data using specific ontologies.
  • Export curated results as a gold standard with a configurable split between test and training sets. Results can then be used to calculate recall, precision and F-score.

Coming soon:

Comprehensive Audit Trail: Automatically keeps track of reviewer’s decisions providing transparency.

From risk adjustment to improved care

  • Determine the cumulative risk of each patient and report a complete picture of risk adjustment factor through HCC codes.
  • Enable users to evaluate patients on an equal scale by ensuring EMR are coded accurately, and all factors are represented.
  • Create powerful workflows that combine the best text mining approaches for impactful outputs from unstructured data
  • Entity recognition and data normalization ensures that clinical outcomes are not lost within unstructured text
  • Drive strategic direction and integrate NLP workflows use an iterative process to improve accuracy
  • Enable users to improve algorithm development by easily creating Query Gold Standards from IQVIA NLP Interactive Extraction results and original documents
  • Prepare data for Machine Learning workflows; Model Training and Model Evaluation

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Fact Sheet
IQVIA Human Assisted Review Tool (HART) for Healthcare

Efficiency, accuracy, collaboration: Empower your medical record review
Fact Sheet
IQVIA Natural Language Processing (NLP) Risk Adjustment Solution

Improve efficiency and accuracy of medical record review for a more holistic risk adjustment coding
Fact Sheet
IQVIA Human Assisted Review Tool (HART)

Extract, review and annotate natural language processing (NLP) results to boost accuracy
Blog
Extraction and enrichment of textual data at scale has arrived. What can the NLP Data Factory do for you?
By: Dr. Calum Yacoubian
Webinar
Natural Language Processing innovations for drug safety in Pharma
September 13, 2022
Fact Sheet
IQVIA Natural Language Processing (NLP) Data Factory

Deliver comprehensive, systematic value from textual data across your organization

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