Course › Module 3 · Sourcing with AI

Sourcing math: profiles per hire, by role type

Module 3, Lesson 1  ·  4 min read ·  Updated 21 September 2026

Module 3 · Lesson 1

Before you look for anyone, work out how many people you need to find. The number is usually bigger than the hiring manager thinks, and smaller than the panic that arrives in week three.

Six circles joined in a line — profiles, contacted, replied, interviewed, offer and hire — with hire highlighted at the end. (opens the image full size)
Every stage loses people. Work backwards from one hire to see how many you need to find.

Work backwards from the hire

One hire usually needs two offers, because one gets turned down more often than anyone plans for. Two offers need a handful of final-stage candidates. Those need more first interviews. Those need more replies. Those need many more people contacted.

How many people you need for one hireA narrowing funnel from 150 to 250 profiles found down to one hire, with typical numbers at each stage.Profiles found150–250Contacted60–100Replied12–25Interested6–10First interview5–7Final stage2–3Offer1–2Hired1Reply rate moves this more than anything else
How many people you need at the top for one hire at the bottom.

Each step loses people. Multiply the losses together and you get the number that matters: how many people you need at the top for one person to start.

A rough plan

These are starting numbers for a job you have never filled before. Replace every one of them with your own after two or three hires. Yours will be different, sometimes a lot.

StageHow many make it throughRunning total for 1 hire
People found150–250
ContactedAbout 4 in 1060–100
RepliedAbout 2 in 1012–25
Interested and suitableAbout 4 in 106–10
First interviewAbout 7 in 105–7
Final stageAbout 4 in 102–3
Offer1–2
Accepted6 to 8 in 101

The number to watch is reply rate. It moves more than anything else here — by type of job, by how well targeted your message was, and by how many other recruiters contacted the same person that month. If your reply rate halves, you need twice as much searching for the same hire.

Different jobs, different shapes

Type of jobWhat is differentWhat it means
Common, lots of candidatesBig pool, people replyApplications may be enough on their own
Mid-level specialistEnough people, lots of competitionTargeting matters more than volume
Niche technicalMaybe a few hundred people in the countryYou are not filtering a pool. You are working through one
Senior or leadershipSmall pool, slow conversationsPlan in months, not weeks

The niche row is worth stopping on. When the total number of people who could do the job is smaller than the number this plan says you need, no amount of clever searching fixes it. What fixes it is changing the requirements, the salary, or the location. That is a conversation, not a search.

Using this with a hiring manager

This is the most useful thing you can bring to a manager who wants to add another requirement. Two sentences:

"That requirement takes the pool from about 900 people to about 120. At our reply rate, that turns a six-week search into a four-month one. Still want it?"

You are not refusing. You are putting a price on the request. That is much harder to argue with, and a far better position than an opinion about how difficult something is.

Do this first

Before searching, write down how many people you are aiming to find. It stops two things: the list of 20 that quietly becomes your shortlist, and the endless searching that never turns into contact because nobody decided when to stop looking.