Insights

Field notes from the analyst pods.

Playbooks, ops notes, and field research on niche-vertical B2B data, ABM, and demand-gen — written by the people doing the work.

DATA QUALITY posts

19 posts

DATA QUALITY

The Coverage Number Is Never the Full Story

A vendor's coverage percentage sounds precise, but it's often measuring the wrong thing against the wrong baseline entirely.

Sep 26, 20264 min read

DATA QUALITY

"Real-Time Verified" Is Becoming Meaningless. Here's How to Test It Anyway.

'Real-time verified' is now a default vendor claim—here's how to tell which vendors actually earn it versus just say it.

Sep 22, 20265 min read

DATA QUALITY

Cost-Per-Verified-Contact vs. Cost-Per-Lead: Which Number Should You Trust

CPL and cost-per-verified-contact measure different things—know which one you're actually optimizing before you compare vendor quotes.

Sep 20, 20265 min read

DATA QUALITY

What "Verified" Actually Means (and Doesn't) When a Data Vendor Says It

'Verified email' has no industry standard—each healthcare data vendor defines and tests it differently, so the label alone tells you almost…

Sep 18, 20264 min read

DATA QUALITY

How Physician Turnover Between Practices Breaks Static Contact Lists

Physician mobility quietly rots healthcare contact databases—here's a practical process to detect and manage it before it costs you…

Sep 11, 20265 min read

DATA QUALITY

Verified Doesn't Mean Delivered: Why Healthcare Marketers Keep Getting This Wrong

Verified email lists still land in spam — because verification checks if a mailbox exists, not whether ISPs trust the sender.

Sep 10, 20265 min read

DATA QUALITY

The NPI Registry Is Free and Public — So Why Do So Many GTM Teams Still Get It Wrong?

NPPES is free and public, but raw registry data still needs cleaning, enrichment, and context before it's useful for real healthcare…

Sep 10, 20264 min read

DATA QUALITY

Why Healthcare Contact Data Has a Shorter Shelf Life Than You're Planning For

Healthcare contact data doesn't just go stale—it's structurally built to decay faster than almost any other B2B vertical, and most teams…

Sep 9, 20265 min read

DATA QUALITY

Reading Between the Lines of a Vendor's "Coverage" Claim

'Coverage' numbers in healthcare data sales pitches often hide more than they reveal — here's how to actually vet them.

Aug 27, 20264 min read

DATA QUALITY

Real-Time Verified: A Buyer's Guide to Calling BS (Or Not)

A skeptic's guide to decoding vendor 'real-time verified' claims in healthcare data—what actually to test before you buy.

Aug 23, 20265 min read

DATA QUALITY

Cost-Per-Verified-Contact vs. Cost-Per-Lead: Which Number Should You Trust

Cost-per-lead hides bad data behind a cheap number, while cost-per-verified-contact forces teams to price in the cleanup they're already…

Aug 21, 20265 min read

DATA QUALITY

"Verified Email" Means Different Things at Different Data Vendors

'Verified' email claims vary wildly across data vendors—here's what to actually check before you trust the label.

Aug 19, 20264 min read