Not recycled takes.
Practical intelligence for a harder hiring world
Better decisions for real hiring work.
Groundwork investigates what's really happening in talent, workforce and recruitment, then gives you the evidence, context and tools to move forward.
GROUNDWORKFIELD EDITION NO. 01
The New
The New
Hiring
Math
The numbers changed.
The hiring reports did not.
Same numbers.
Different story.
Let's get to the real one.
Different story.
Let's get to the real one.
Built for your work.
No vendor agenda.
People. Systems. Outcomes.
Technology & Data
AI Can Improve Hiring Quality. It Can Also Industrialize a Bad Decision.
AI can help teams find patterns, reduce administrative work and make review more consistent. It cannot rescue an unclear job, weak evidence or an ungoverned selection process.
Read →Quality & Conversion
What Employers Are Measuring Incorrectly in Hiring
Many hiring metrics are not wrong because the math is bad. They are wrong because the metric is being asked to prove something it cannot prove.
Read →Application Integrity
Why Application Volume Can No Longer Stand In for Candidate Demand
A growing applicant count can reflect genuine interest, automated submissions, duplicates, low-intent behavior or broken attribution. Employers need a better denominator.
Read →GROUNDWORKFIELD EDITIONResearch you can actually use.
GROUNDWORKFIELD EDITION NO. 01The New
The New
Hiring Math
The numbers changed.
The hiring reports did not.
Featured research
The New Hiring Math
A research edition on what the numbers miss, what hiring activity is really costing you, and how to make better decisions with the evidence you already have.
25 pagesResearch edition
InteractiveCalculator + decision test
FreeWith Groundwork subscription
Tools for the workStop guessing.
Open the working edition →Stop guessing.
Start with better inputs.
Free and premium tools to help you evaluate, plan and make the case for change.
True Cost of Applicant Volume
See what application volume is really costing after review and exception work.
Use the calculator →Hiring Decision Readiness Score
Test whether a metric should influence a real decision or carry budget accountability.
Run the test →Before You Renew
Use sharper questions, evidence requirements and operating criteria before the next vendor decision.
Explore the analysis →Latest from Groundwork
View all →Useful work, not content for content's sake.
Vendors & Partnerships
How scope gaps become invisible service labor
When systems and promises do not line up, responsible people keep the work moving. Their effort can hide the real operating failure.
Read →Spend & ROIThe Cost per Application Is $12. The Cost per Usable Candidate Is Not.
A practical model for exposing the difference between inexpensive application volume and actual recruiting value.
Member access →Spend & ROIWhen the Media Platform, ATS and Recruiter Tell Three Different Stories
Conflicting hiring reports usually reflect different event definitions, system boundaries or timing, not one simple bad number.
Read →Application IntegrityFake Applications Are Not One Problem. Employers Need to Know Which One They Have.
A suspicious application can come from identity fraud, automation, weak intent, duplicate records or a broken integration. The response depends on identifying the mechanism before assigning blame.
Read →Application IntegrityThe Candidate Is Real. The Application Still May Not Mean What You Think.
A real person can still produce a low-intent, duplicated, misclassified or system-created application. Authenticity and intent are not the same question, and treating them as one creates bad hiring decisions.
Read →