Separate records from confirmed intent, fit and responsiveness.
Groundwork Field Edition No. 01
The New Hiring Math
The numbers changed. The hiring reports did not.
Applications are easier to create. Candidate attention is harder to earn. AI can save time and add uncertainty in the same workflow. This edition replaces the old equations with measures built for the hiring operation employers actually have now.
Stop grading hiring with numbers that cannot explain the outcome.
Flip through the field edition, use the working tools below, then take the stronger equations into your next source review, technology decision, campaign report or budget conversation.
Add recruiter labor, exceptions and delay to media spend.
Measure the work, not a vague feeling about fit.
Calculate net operating value after error and oversight.
What is cheap applicant volume actually costing you?
Use a quick operating estimate. This is not an accounting statement. It is a way to expose costs that disappear when the report stops at CPA.
Your current CPA$10Estimated processing and exception cost$1,688Estimated true cost per interview-ready candidate$292
The media price is only the opening line of the equation.
An application is not demand until someone on both sides means it.
Stop celebrating a low CPA before you know what it bought.
Every unusable application still takes time from a usable one.
A platform can hit every benchmark and still miss the hire.
A person can be a good hire and still leave a bad job.
Do not grade the AI demo. Grade the decision after it enters real work.
Reach is abundant. Access to the right people is not.
The easiest number to explain often wins money it did not earn.
Should this number be allowed to change the budget?
0 / 8
This number is not ready to carry strategic accountability.
Keep the working edition
Bring better math into the next hiring decision.
Get the complete 25-page field edition and future Groundwork investigations, calculators and operating tools.