---
title: HealthVerity Blog | HealthVerity
description: Read the latest insights and research from the HealthVerity team.
image: https://blog.healthverity.com/hubfs/healthverity-blog.png
---

Announcing HealthVerity Precision Event Alerts, a next-generation physician alerting solution. [Learn more](https://healthverity.com/news/healthverity-precision-event-alerts-launch/)

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- How We Help 
    - Featured Content 
          - [HealthVerity MarketplaceTM](https://healthverity.com/marketplace/healthverity-marketplace/)
          - [HealthVerity TaxonomySM](https://healthverity.com/taxonomy-portal/)
          - [Life Sciences](https://healthverity.com/life-sciences/)
          - [Identity Manager (HVID)](https://healthverity.com/identity-manager/)
    - Data Ecosystem 
          - [HealthVerity MarketplaceTM](https://healthverity.com/marketplace/healthverity-marketplace/)
          - [HealthVerity TaxonomySM](https://healthverity.com/taxonomy-portal/)
          - [Precision Event Alerts](https://healthverity.com/precision-event-alerts/)
          - [HealthVerity Mastersets](https://healthverity.com/mastersets/portal/)
          - [Media Measurement](https://healthverity.com/media-measurement/)
          - [Insurance Underwriting](https://healthverity.com/insurance-underwriting/)
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    - Symphony Health Platform 
          - [Symphony Health Overview](https://healthverity.com/symphony-health/overview/)
          - [Integrated Dataverse](https://healthverity.com/symphony-health/integrated-dataverse-and-source-solutions/)
          - [Symphony HealthCloud](https://healthverity.com/symphony-health/health-technology-and-business-intelligence-solutions/)
    - Symphony Solutions 
          - [Health technology and business intelligence solutions](https://healthverity.com/symphony-health/health-technology-and-business-intelligence-solutions/)
          - [Integrated Dataverse and Source Solutions](https://healthverity.com/symphony-health/integrated-dataverse-and-source-solutions/)
          - [Brand strategy and sales](https://healthverity.com/symphony-health/optimize-brand-strategy-and-sales-effectiveness/)
          - [HealthRankings](https://healthverity.com/symphony-health/health-rankings/)
          - [Market access](https://healthverity.com/symphony-health/solve-market-access-challenges/)
          - [Patient Journey](https://healthverity.com/symphony-health/understand-the-patient-journey/)
          - [Medicines affordability](https://healthverity.com/symphony-health/making-medicines-more-affordable/)
    - Symphony Products 
          - [PayerSource®](https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-PayerSource.pdf)
          - [PrescriberSource®](https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-PrescriberSource.pdf)
          - [PatientSource®](https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-PatientSource.pdf)
          - [PatientSourceCompleteTM](https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-PatientSourceComplete.pdf)
          - [PatientSourceDUOTM](https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-PatientSourceDUO.pdf)
          - [Symphony FLEXTM](https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-Symphony-FLEX.pdf)
          - [CustomerSource®](https://healthverity.com/symphony-health/integrated-dataverse-and-source-solutions/)
          - [DiagnosticSource®](https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-DiagnosticSource.pdf)
          - [NonRetailSource®](https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-NonRetailSource.pdf)
    - Symphony Technology 
          - [Symphony HealthCloud](https://healthverity.com/symphony-health/health-technology-and-business-intelligence-solutions/)
          - [Synoma Data Integration](https://healthverity.com/symphony-health/health-technology-and-business-intelligence-solutions/)
          - [Vantage Applications](https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-Vantage-Applications.pdf)
          - [Metys](https://healthverity.com/symphony-health/health-technology-and-business-intelligence-solutions/metys/)
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- Resources 
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- How We Help
- Symphony
- Who We Serve
- Resources
- [Careers](https://healthverity.com/careers/)
- [About Us](https://healthverity.com/about-us/)

[Request Demo](https://healthverity.com/request-demo/)

 Featured Content

<https://healthverity.com/marketplace/healthverity-marketplace/>

###### HealthVerity MarketplaceTM

 The nation’s largest healthcare and consumer data ecosystem

<https://healthverity.com/pathways/>

###### taXonomy Pathways

 Unique features per therapeutic area with claims, labs and EHR including notes

<https://healthverity.com/exos/>

###### HealthVerity eXOs

 AI-native real-world evidence generation

<https://healthverity.com/identity-manager/>

###### Identity Manager (HVID)

 Standalone de-identification as a service

 Data Ecosystem

<https://healthverity.com/marketplace/healthverity-marketplace/> HealthVerity MarketplaceTM

<https://healthverity.com/taxonomy-portal/> HealthVerity TaxonomySM

<https://healthverity.com/notes/> HealthVerity Notes

<https://healthverity.com/precision-event-alerts/> Precision Event Alerts

<https://healthverity.com/mastersets/portal/> HealthVerity Mastersets

<https://healthverity.com/media-measurement/> Media Measurement

<https://healthverity.com/audiences/> Syndicated Audiences

<https://healthverity.com/insurance-underwriting/> Insurance Underwriting

 Technology Products

<https://healthverity.com/identity-manager/> Identity Manager (HVID)

<https://healthverity.com/healthverity-for-clinical-trial-linkage/> HealthVerity for Clinical Trial Linkage

<https://healthverity.com/healthverity-for-commercial/> HealthVerity for Commercial

<https://healthverity.com/smart-contracts-manager/> Smart Contracts

<https://healthverity.com/healthverity-for-registries/> HealthVerity for Registries

 Symphony Health Platform

<https://healthverity.com/symphony-health/overview/>

###### Symphony Health Overview

 Seamless Data. Stronger Insights. Smarter Decisions.

<https://healthverity.com/symphony-health/integrated-dataverse-and-source-solutions/>

###### Integrated Dataverse

 Integrated Dataverse (IDV®) is de-identified claims data platform that combines medical, hospital, prescription, and demographic data into a single unifed view.

<https://healthverity.com/symphony-health/health-technology-and-business-intelligence-solutions/>

###### Symphony HealthCloud

 Securely store, integrate, access, and analyze virtually unlimited volumes of data with Symphony HealthCloud.

 Symphony Solutions

<https://healthverity.com/symphony-health/health-technology-and-business-intelligence-solutions/> Health technology and business intelligence solutions

<https://healthverity.com/symphony-health/integrated-dataverse-and-source-solutions/> Integrated Dataverse and Source Solutions

<https://healthverity.com/symphony-health/optimize-brand-strategy-and-sales-effectiveness/> Brand strategy and sales

<https://healthverity.com/symphony-health/health-rankings/> HealthRankings

<https://healthverity.com/symphony-health/solve-market-access-challenges/> Market access

<https://healthverity.com/symphony-health/understand-the-patient-journey/> Patient Journey

<https://healthverity.com/symphony-health/making-medicines-more-affordable/> Medicines affordability

 Symphony Products

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-PayerSource.pdf> PayerSource®

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-PrescriberSource.pdf> PrescriberSource®

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-PatientSource.pdf> PatientSource®

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-PatientSourceComplete.pdf> PatientSourceCompleteTM

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-PatientSourceDUO.pdf> PatientSourceDUOTM

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-Symphony-FLEX.pdf> Symphony FLEXTM

<https://healthverity.com/symphony-health/integrated-dataverse-and-source-solutions/> CustomerSource®

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-DiagnosticSource.pdf> DiagnosticSource®

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-NonRetailSource.pdf> NonRetailSource®

 Symphony Technology

<https://healthverity.com/symphony-health/health-technology-and-business-intelligence-solutions/> Symphony HealthCloud

<https://healthverity.com/symphony-health/health-technology-and-business-intelligence-solutions/> Synoma Data Integration

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-Vantage-Applications.pdf> Vantage Applications

<https://healthverity.com/symphony-health/health-technology-and-business-intelligence-solutions/metys/> Metys

<https://healthverity.com/life-sciences/>

###### Life Sciences

 Technology solutions from development through commercialization

<https://healthverity.com/channel-partners/>

###### Channel Partners

 HealthVerity enables partners to unlock unprecedented value and insights for clients

<https://healthverity.com/government/>

###### Government

 Comprehensive and compliant solutions to manage the nation’s care

<https://healthverity.com/data-ecosystem-partners/>

###### Data Ecosystem Partners

 Join the nation’s largest data partner ecosystem

<https://healthverity.com/insurance/>

###### Insurance

 Insurance-grade solutions that excel in managing risk and rebates

<https://blog.healthverity.com/>

###### HealthVerity Blog

 Insights and updates from industry experts

<https://healthverity.com/resources/publications/>

###### Publications

 Peer-reviewed research and discoveries

<https://healthverity.com/resources/news-and-events/>

###### News & Events

 Stay informed about our latest announcements and happenings

<https://healthverity.com/ipge-approach/>

###### The IPGE Approach

 Fundamentals that power everything that we do and every solution we offer

<https://www.healthverity.com/resources/resource-library/>

###### Resource Library

 Explore guides, webinars, and tools to enhance your understanding

<http://www.healthverity.com/get-verified>

###### Zombie Data Explained

 Learn how data quality drives better research outcomes

# HealthVerity Blog

[know more](https://www.hubspot.com/)

- Read the latest insights from the HealthVerity team.

[![What 250 validation runs reveal about agentic AI in real-world evidence](https://blog.healthverity.com/hubfs/what-250-validation-runs-featured.png)](https://blog.healthverity.com/what-250-validation-runs-reveal-about-agentic-ai-in-real-world-evidence)

[AI](https://blog.healthverity.com/tag/ai) [eXOs](https://blog.healthverity.com/tag/exos)

###### [What 250 validation runs reveal about agentic AI in real-world evidence](https://blog.healthverity.com/what-250-validation-runs-reveal-about-agentic-ai-in-real-world-evidence)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  September 23, 2026

Stress-testing a research question Every technology vendor claims their product works. The question...

[Read More](https://blog.healthverity.com/what-250-validation-runs-reveal-about-agentic-ai-in-real-world-evidence)

[![SDoH data for efficient, patient-centered clinical trials](https://blog.healthverity.com/hubfs/New%20HV%20Blogs%20July%202026/SDoH%20data%20for%20efficient%20patient-centered%20clinial%20trials.webp)](https://blog.healthverity.com/sdoh-data-efficient-patient-centred-clinical-trials)

[Solutions & Best Practices](https://blog.healthverity.com/tag/solutions-best-practices) [Commercial Pharmaceutical](https://blog.healthverity.com/tag/commercial-pharmaceutical) [Marketplace](https://blog.healthverity.com/tag/marketplace)

###### [SDoH data for efficient, patient-centered clinical trials](https://blog.healthverity.com/sdoh-data-efficient-patient-centred-clinical-trials)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  September 16, 2026

The social determinants of health (SDoH) are a key component of understanding and delivering better...

[Read More](https://blog.healthverity.com/sdoh-data-efficient-patient-centred-clinical-trials)

[![The future of multiple sclerosis: Progression focused therapies and RWE](https://blog.healthverity.com/hubfs/New%20HV%20Blogs%20July%202026/The%20future%20of%20multiple%20sclerosis%20care%20Progression%20focused%20therapies%20and%20real%20world%20evidence.webp)](https://blog.healthverity.com/future-multiple-sclerosis-care)

[Marketplace](https://blog.healthverity.com/tag/marketplace)

###### [The future of multiple sclerosis: Progression focused therapies and RWE](https://blog.healthverity.com/future-multiple-sclerosis-care)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  August 19, 2026

Multiple sclerosis (MS) is a chronic autoimmune disease affecting the central nervous system (CNS)...

[Read More](https://blog.healthverity.com/future-multiple-sclerosis-care)

[![Connecting healthcare data to digital campaigns: Solving the attribution challenge](https://blog.healthverity.com/hubfs/New%20HV%20Blogs%20July%202026/Connecting%20healthcare%20data%20to%20digital%20campaigns%20Solving%20the%20attribution%20challenge.webp)](https://blog.healthverity.com/connecting-healthcare-data-to-digital-campaigns-solving-the-attribution-challenge)

###### [Connecting healthcare data to digital campaigns: Solving the attribution challenge](https://blog.healthverity.com/connecting-healthcare-data-to-digital-campaigns-solving-the-attribution-challenge)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  August 4, 2026

Launching a pharmaceutical marketing campaign takes months of planning, creative development and...

[Read More](https://blog.healthverity.com/connecting-healthcare-data-to-digital-campaigns-solving-the-attribution-challenge)

[![Mitigating data disruptions in open claims datasets](https://blog.healthverity.com/hubfs/Mitigating%20data%20disruptions%20-%202.png)](https://blog.healthverity.com/mitigating-data-disruptions-in-open-claims-datasets)

[Marketplace](https://blog.healthverity.com/tag/marketplace)

###### [Mitigating data disruptions in open claims datasets](https://blog.healthverity.com/mitigating-data-disruptions-in-open-claims-datasets)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  July 30, 2026

Healthcare data now accounts for approximately 30% of global data volume and with this surge in...

[Read More](https://blog.healthverity.com/mitigating-data-disruptions-in-open-claims-datasets)

[![An integrated approach for deeper insight with both open and closed claims data](https://blog.healthverity.com/hubfs/New%20HV%20Blogs%20July%202026/An%20integrated%20approach%20for%20deeper%20insight%20with%20both%20open%20and%20closed%20claims%20data.webp)](https://blog.healthverity.com/an-integrated-approach-for-deeper-insight-with-both-open-and-closed-claims-data)

[Solutions & Best Practices](https://blog.healthverity.com/tag/solutions-best-practices) [Marketplace](https://blog.healthverity.com/tag/marketplace)

###### [An integrated approach for deeper insight with both open and closed claims data](https://blog.healthverity.com/an-integrated-approach-for-deeper-insight-with-both-open-and-closed-claims-data)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  July 20, 2026

Pharma teams are under sharper financial scrutiny and policy pressure than they've been in years,...

[Read More](https://blog.healthverity.com/an-integrated-approach-for-deeper-insight-with-both-open-and-closed-claims-data)

[![Beyond reach: How real-world signals reshape healthcare audience targeting](https://blog.healthverity.com/hubfs/Beyond-reach-header.png)](https://blog.healthverity.com/beyond-reach-how-real-world-signals-reshape-healthcare-audience-targeting)

[Audiences](https://blog.healthverity.com/tag/audiences)

###### [Beyond reach: How real-world signals reshape healthcare audience targeting](https://blog.healthverity.com/beyond-reach-how-real-world-signals-reshape-healthcare-audience-targeting)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  July 17, 2026

Why most syndicated healthcare audiences fall short Claims data is the foundation of any credible...

[Read More](https://blog.healthverity.com/beyond-reach-how-real-world-signals-reshape-healthcare-audience-targeting)

[![Menopause at a turning point: RWD matters more than ever](https://blog.healthverity.com/hubfs/menopause-at-a-turning-point.png)](https://blog.healthverity.com/menopause-at-a-turning-point-rwd-matters-more-than-ever)

[Trends & Insights](https://blog.healthverity.com/tag/trends-insights) [Marketplace](https://blog.healthverity.com/tag/marketplace)

###### [Menopause at a turning point: RWD matters more than ever](https://blog.healthverity.com/menopause-at-a-turning-point-rwd-matters-more-than-ever)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  July 13, 2026

A recent CNBC article used HealthVerity real-world data (RWD) to highlight a shortage of estrogen...

[Read More](https://blog.healthverity.com/menopause-at-a-turning-point-rwd-matters-more-than-ever)

[![Why underpowered studies are more dangerous than you think](https://blog.healthverity.com/hubfs/why-underpowered-studies-are-more-dangerous-than-you-think2.png)](https://blog.healthverity.com/why-underpowered-studies-are-more-dangerous-than-you-think)

###### [Why underpowered studies are more dangerous than you think](https://blog.healthverity.com/why-underpowered-studies-are-more-dangerous-than-you-think)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  May 20, 2026

In epidemiology, statistical power determines whether a study can accurately detect an effect of a...

[Read More](https://blog.healthverity.com/why-underpowered-studies-are-more-dangerous-than-you-think)

[![Why 'good enough' data is risky](https://blog.healthverity.com/hubfs/why-good-enough-data-is-risky-featured.png)](https://blog.healthverity.com/why-good-enough-data-is-risky)

[Thought Leadership](https://blog.healthverity.com/tag/thought-leadership)

###### [Why 'good enough' data is risky](https://blog.healthverity.com/why-good-enough-data-is-risky)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  April 16, 2026

Real World Data (RWD) is increasingly being incorporated into healthcare and life science research...

[Read More](https://blog.healthverity.com/why-good-enough-data-is-risky)

###### Search

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###### Category

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- [Rare Diseases](https://blog.healthverity.com/tag/rare-diseases)

###### Popular Post

- [The GLP-1 trend: What the real-world data reveals](https://blog.healthverity.com/the-glp-1-surge-what-the-real-world-data-reveals)
- [GLP-1 trends 2025: real-world data, patient outcomes & future therapies](https://blog.healthverity.com/glp-1-trends-2025-real-world-data-patient-outcomes-future-therapies)
- [Open claims vs. closed payer claims: What’s the difference?](https://blog.healthverity.com/open-claims-vs-closed-payer-claims)
- [An integrated approach for deeper insight with both open and closed claims data](https://blog.healthverity.com/an-integrated-approach-for-deeper-insight-with-both-open-and-closed-claims-data)
- [GLP‑1 real‑world data for obesity: A new standard for metabolic care](https://blog.healthverity.com/glp-1-real-world-data-for-obesity-a-new-standard-for-metabolic-care)

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## [What's hot in HealthVerity Marketplace: New sources expand what you can know](https://blog.healthverity.com/whats-hot-in-healthverity-marketplace-new-sources-expand-what-you-can-know)

Most life sciences teams don't have a data shortage. They have blind spots such as patients who drop out of view, therapies that never appear in the claims they license, and clinical context that never makes it into a structured field. In a recent we...

[Read more](https://blog.healthverity.com/whats-hot-in-healthverity-marketplace-new-sources-expand-what-you-can-know)

- [Solutions & Best Practices (82)](https://blog.healthverity.com/tag/solutions-best-practices)
- [Trends & Insights (40)](https://blog.healthverity.com/tag/trends-insights)
- [HEOR (29)](https://blog.healthverity.com/tag/heor)
- [Marketplace (28)](https://blog.healthverity.com/tag/marketplace)
- [Thought Leadership (25)](https://blog.healthverity.com/tag/thought-leadership)
- [Industry Updates (18)](https://blog.healthverity.com/tag/industry-updates)
- [taXonomy (18)](https://blog.healthverity.com/tag/taxonomy)
- [Case Studies (13)](https://blog.healthverity.com/tag/case-studies)
- [Commercial Pharmaceutical (10)](https://blog.healthverity.com/tag/commercial-pharmaceutical)
- [Government (10)](https://blog.healthverity.com/tag/government)
- [AI (9)](https://blog.healthverity.com/tag/ai)
- [eXOs (7)](https://blog.healthverity.com/tag/exos)
- [Audiences (5)](https://blog.healthverity.com/tag/audiences)
- [taXonomy Pathways (4)](https://blog.healthverity.com/tag/taxonomy-pathways)
- [Notes (3)](https://blog.healthverity.com/tag/notes)
- [Rare Diseases (1)](https://blog.healthverity.com/tag/rare-diseases)

### Contact us

#### Who we serve

- [Life Sciences](https://healthverity.com/life-sciences/)
- [Government](https://healthverity.com/government/)
- [Insurance](https://healthverity.com/insurance/)
- [Channel Partners](https://healthverity.com/channel-partners/)
- [Data Ecosystem Partners](https://healthverity.com/data-ecosystem-partners/)

#### How we help

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#### Our company

- [About Us](https://healthverity.com/about-us/)
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- [Board of Directors](https://healthverity.com/about-us/#board)
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