---
title: HealthVerity Blog (3)
description: Read the latest insights and research from the HealthVerity team. (3)
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/)
    - Technology Products 
          - [Identity Manager (HVID)](https://healthverity.com/identity-manager/)
          - [HealthVerity FLOW](https://healthverity.com/flow/portal/)
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- Symphony 
    - 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/)
- Who We Serve 
    - [Life Sciences](https://healthverity.com/life-sciences/)
    - [Government](https://healthverity.com/government/)
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    - [Data Ecosystem Partners](https://healthverity.com/data-ecosystem-partners/)
- Resources 
    - [HealthVerity Blog](https://blog.healthverity.com/)
    - [News & Events](https://healthverity.com/resources/news-and-events/)
    - [Resource Library](https://healthverity.com/resources/resource-library/)
    - [Publications](https://healthverity.com/resources/publications/)
    - [The IPGE Approach](https://healthverity.com/ipge-approach/)
    - [Zombie Data Explained](https://healthverity.com/get-verified/)
- [Careers](https://healthverity.com/careers/)
- [About Us](https://healthverity.com/about-us/)

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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.

[![Menopause at a turning point: RWD matters more than ever](https://blog.healthverity.com/hs-fs/hubfs/menopause-at-a-turning-point.png?width=352&name=menopause-at-a-turning-point.png)](https://blog.healthverity.com/menopause-at-a-turning-point-rwd-matters-more-than-ever)

#### [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 patches that is visible in RWD as demand for menopause support skyrockets. Menopause affects millions of women, yet it has long remained one of the...

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

[![Can you trust AI for RWE? HealthVerity eXOs validation study says yes](https://blog.healthverity.com/hubfs/can-you-trust-ai-for-rwe-healverity-exos-validation-study-says-yes-featured.png)](https://blog.healthverity.com/can-you-trust-ai-for-rwe-healthverity-exos-validation-study-says-yes)

[Solutions & Best Practices](https://blog.healthverity.com/tag/solutions-best-practices) [AI](https://blog.healthverity.com/tag/ai) [eXOs](https://blog.healthverity.com/tag/exos)

###### [Can you trust AI for RWE? HealthVerity eXOs validation study says yes](https://blog.healthverity.com/can-you-trust-ai-for-rwe-healthverity-exos-validation-study-says-yes)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  April 6, 2026

Artificial intelligence is moving quickly into healthcare research, but one question still comes...

[Read More](https://blog.healthverity.com/can-you-trust-ai-for-rwe-healthverity-exos-validation-study-says-yes)

[![The role of real-world data in advancement of Alzheimer’s treatments](https://blog.healthverity.com/hubfs/aiding-the-advancement-of-alzheimers-treatment-blog.png)](https://blog.healthverity.com/the-role-of-real-world-data-in-advancement-of-alzheimers-treatments)

[Solutions & Best Practices](https://blog.healthverity.com/tag/solutions-best-practices) [HEOR](https://blog.healthverity.com/tag/heor) [taXonomy Pathways](https://blog.healthverity.com/tag/taxonomy-pathways)

###### [The role of real-world data in advancement of Alzheimer’s treatments](https://blog.healthverity.com/the-role-of-real-world-data-in-advancement-of-alzheimers-treatments)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  April 3, 2026

One in nine Americans age 65 and older has Alzheimer’s disease (AD), a devastating illness that...

[Read More](https://blog.healthverity.com/the-role-of-real-world-data-in-advancement-of-alzheimers-treatments)

[![Inside taXonomy, a next-gen closed claims solution for real-world evidence generation](https://blog.healthverity.com/hubfs/claim-better-outcomes-blog.png)](https://blog.healthverity.com/inside-taxonomy-a-next-gen-closed-claims-solution-for-real-world-evidence-generation)

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

###### [Inside taXonomy, a next-gen closed claims solution for real-world evidence generation](https://blog.healthverity.com/inside-taxonomy-a-next-gen-closed-claims-solution-for-real-world-evidence-generation)

By [John Cosenza](https://blog.healthverity.com/author/john-cosenza)  April 2, 2026

Healthcare claims data are one of the most powerful sources of data in generating real-world...

[Read More](https://blog.healthverity.com/inside-taxonomy-a-next-gen-closed-claims-solution-for-real-world-evidence-generation)

[![Rethinking healthcare audience targeting for data-driven precision](https://blog.healthverity.com/hubfs/disrupting-healthcare-audiences-blog.png)](https://blog.healthverity.com/rethinking-healthcare-audience-targeting-for-data-driven-precision)

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

###### [Rethinking healthcare audience targeting for data-driven precision](https://blog.healthverity.com/rethinking-healthcare-audience-targeting-for-data-driven-precision)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  March 31, 2026

Why healthcare marketers need more transparency in audience targeting Healthcare marketers are...

[Read More](https://blog.healthverity.com/rethinking-healthcare-audience-targeting-for-data-driven-precision)

[![What The Pitt gets right about AI and clinical notes](https://blog.healthverity.com/hubfs/what-the-pitt-gets-right-about-ai-and-clinical-notes-featured-1.png)](https://blog.healthverity.com/what-the-pitt-gets-right-about-ai-and-clinical-notes)

[Notes](https://blog.healthverity.com/tag/notes)

###### [What The Pitt gets right about AI and clinical notes](https://blog.healthverity.com/what-the-pitt-gets-right-about-ai-and-clinical-notes)

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

In Season 2 of The Pitt, Dr. Santos accepts an AI-drafted clinical note and moves on. It’s one of...

[Read More](https://blog.healthverity.com/what-the-pitt-gets-right-about-ai-and-clinical-notes)

[![Why diagnosis codes alone fall short for long COVID surveillance](https://blog.healthverity.com/hubfs/how-unstructured-notes-expanded-long-covid-featured.png)](https://blog.healthverity.com/why-diagnosis-codes-alone-fall-short-for-long-covid-surveillance)

[Case Studies](https://blog.healthverity.com/tag/case-studies) [Notes](https://blog.healthverity.com/tag/notes)

###### [Why diagnosis codes alone fall short for long COVID surveillance](https://blog.healthverity.com/why-diagnosis-codes-alone-fall-short-for-long-covid-surveillance)

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

When our client, a global pharmaceutical company, set out to better understand long COVID pathways,...

[Read More](https://blog.healthverity.com/why-diagnosis-codes-alone-fall-short-for-long-covid-surveillance)

[![GenAI vs. Agentic AI: The difference for real-world evidence](https://blog.healthverity.com/hubfs/gen-vs-agentic-ai-featured.png)](https://blog.healthverity.com/genai-vs.-agentic-ai-the-difference-for-real-world-evidence)

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

###### [GenAI vs. Agentic AI: The difference for real-world evidence](https://blog.healthverity.com/genai-vs.-agentic-ai-the-difference-for-real-world-evidence)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  March 11, 2026

AI is playing a growing role in real-world evidence, but not all AI serves the same purpose. Two...

[Read More](https://blog.healthverity.com/genai-vs.-agentic-ai-the-difference-for-real-world-evidence)

[![Why RWE programs fail under regulatory scrutiny — and what leaders can do about it](https://blog.healthverity.com/hubfs/why-rwe-programs-fail-under-regulatory-scrutiny-featured.png)](https://blog.healthverity.com/why-rwe-programs-fail-under-regulatory-scrutiny-and-what-leaders-can-do-about-it)

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

###### [Why RWE programs fail under regulatory scrutiny — and what leaders can do about it](https://blog.healthverity.com/why-rwe-programs-fail-under-regulatory-scrutiny-and-what-leaders-can-do-about-it)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  March 10, 2026

FDA has made its expectations for RWE clearer and more structured through recent guidance and...

[Read More](https://blog.healthverity.com/why-rwe-programs-fail-under-regulatory-scrutiny-and-what-leaders-can-do-about-it)

[![HPV vaccination trends from 2016 to 2025: Progress and missed opportunities](https://blog.healthverity.com/hubfs/hpv-vaccination-trends-featured-1.png)](https://blog.healthverity.com/hpv-vaccination-trends-from-2016-to-2025)

[Thought Leadership](https://blog.healthverity.com/tag/thought-leadership) [Trends & Insights](https://blog.healthverity.com/tag/trends-insights) [Case Studies](https://blog.healthverity.com/tag/case-studies) [Marketplace](https://blog.healthverity.com/tag/marketplace)

###### [HPV vaccination trends from 2016 to 2025: Progress and missed opportunities](https://blog.healthverity.com/hpv-vaccination-trends-from-2016-to-2025)

By [Alexandra Miller, MPH](https://blog.healthverity.com/author/alexandra-miller-mph)  March 4, 2026

by: Alexandra Miller, MPH Human papillomavirus (HPV) is one of the most common sexually...

[Read More](https://blog.healthverity.com/hpv-vaccination-trends-from-2016-to-2025)

[![The Missing Pieces: How Rare Disease Diagnoses Come Together](https://blog.healthverity.com/hubfs/the-missing-pieces-how-rare-disease-diagnoses-come-together-featured.png)](https://blog.healthverity.com/the-missing-pieces-how-rare-disease-diagnoses-come-together)

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

###### [The Missing Pieces: How Rare Disease Diagnoses Come Together](https://blog.healthverity.com/the-missing-pieces-how-rare-disease-diagnoses-come-together)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  February 26, 2026

Rare diseases may be individually uncommon, but collectively they affect an estimated 30 million...

[Read More](https://blog.healthverity.com/the-missing-pieces-how-rare-disease-diagnoses-come-together)

###### Search

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###### 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)
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- [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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- [Industry Updates](https://blog.healthverity.com/tag/industry-updates)
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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)
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