The Cognitive

The Niche Role Field Guide

How to find 20x more people for the roles everyone says are impossible.

Every step below ends with what to type in The Cognitive. Try them on a role you have open today.

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01

Search the work, not the title

A niche role has one title on your job ad and ten on people's profiles. Search the title alone and you see only the people who happen to use your employer's words.

Step 1. Write the work as one sentence

Use this shape: what they do + to what + where + to which standard. Leave the title out.

ROTATING EQUIPMENT ENGINEER, GULF COAST REFINERY
Keeps pumps, compressors and steam turbines running in a refinery: vibration analysis, root-cause failure analysis, API 610 and 617 specs, turnaround planning.
CLINICAL DATA MANAGER, ONCOLOGY TRIALS
Runs data management for oncology trials from CRF design to study lock: edit checks, query management, RECIST tumour data, reconciliation with safety data.

Step 2. List the titles the same work hides under

Aim for 5 to 10. Rotating Equipment Engineer:

Clinical Data Manager:

Step 3. Where to find the hidden titles

  1. Read three competitor job ads for the same work. Copy every title and every repeated phrase.
  2. Open the profiles of the last two people who did this job for your client. Write down the titles they held before.
  3. Ask the hiring manager: "What did the best person you ever worked with in this job call themselves?"
  4. Look at speaker and member lists of the trade body for the work (machinery and vibration groups, clinical data management societies).
Trap. Some hidden titles are shared with unrelated work. "Data Manager" alone brings back IT and finance people. "Reliability Engineer" alone brings back software site-reliability people. Keep the work words (CRF, edit checks, RECIST; pumps, compressors, API 610) next to any broad title.

In The Cognitive

  • Type the work as one sentence, not the title: Engineer who keeps pumps, compressors and steam turbines running at a refinery near Baytown, TX.
  • Add the other titles in the same box: Also goes by Machinery Engineer or Reliability Engineer (rotating).
  • Open the Strong matches first. Each one says why it fits. Pass on anyone outside the work.
02

One town over

People list the town they live in, not the city you put on the ad. A search for "Phoenix" misses the technician whose profile says Queen Creek.

Step 1. Set the radius in minutes

Check the drive time at the real shift start, not at midday. A 6 a.m. start and a 9 a.m. start give different maps.

Step 2. Name every town inside it

Open a map, draw the drive-time area, and write down every town, suburb and county name. Add the metro labels people use on profiles too.

CLEANROOM PROCESS TECHNICIAN, FAB IN CHANDLER, AZ (60 MIN)
Chandler, Gilbert, Mesa, Tempe, Queen Creek, San Tan Valley, Ahwatukee, Maricopa, Casa Grande, Apache Junction, Phoenix, Greater Phoenix Area, Phoenix-Mesa-Chandler
ROTATING EQUIPMENT ENGINEER, REFINERY IN BAYTOWN, TX (60-90 MIN)
Baytown, Mont Belvieu, La Porte, Deer Park, Pasadena, Channelview, Texas City, League City, Dayton, Beaumont, Port Arthur, Greater Houston

Step 3. Look one ring further for relocation signals

Outside the radius, keep people who show at least one of these:

Trap. A bridge or tunnel can turn 20 miles into 70 minutes. Draw the area by drive time, never by a circle.

In The Cognitive

  • Type the place as a commute: within 60 minutes of Chandler, AZ.
  • Then type the change and search again: also include people within 90 minutes, and people who worked in Arizona before.
  • Read the reason on each person to see where they are based before you shortlist.
03

The companies that train them

Niche skills are learned in a short list of places. Name those places and you have your search.

Step 1. Fill the five feeder rows

Feeder typeRotating Equipment EngineerAvionics Technician (MRO hangar)
Competitors: same work, same settingOther refineries and petrochemical plants on the Gulf CoastOther MRO shops, airline line and base maintenance
Suppliers: make or service the thingPump, compressor and turbine makers' field service teamsAvionics and component makers' repair shops and field reps
Customers: run the same thing elsewhereChemical plants, LNG terminals, power stations, gas processingCargo carriers, regional airlines, business jet operators
Consultancies and service firmsReliability and vibration service firms, engineering contractorsContract maintenance agencies, aircraft modification centres
Regulators and the militaryInsurance and inspection engineers, Navy machinists and engineering officersAir Force, Navy, Army and Coast Guard avionics; aviation authority inspectors

For a Clinical Data Manager, the same rows read: other sponsors, CROs, EDC software implementation teams, cancer centre trial offices and cooperative trial groups, and audit or regulatory consultancies.

Step 2. Order the list

  1. Start with the rows closest to your daily work (usually competitors and customers).
  2. Add the row your last three hires came from, even if it surprised you.
  3. Then suppliers and service firms. Their people know the equipment deeply but may need to learn your site.
  4. Military last only if you can train the civil paperwork. If you can, move it up.

Step 3. Write the no-go list

Your client's own clients, firms under a non-solicit, and your client itself. Write them down before you search, not after.

In The Cognitive

  • Name the feeders in the brief: people from MRO shops, airline maintenance, avionics repair stations, or military avionics.
  • Put the no-go list in the same box: avoid anyone currently at [client name] or [their clients].
  • Ask for more people for the same role when the first page runs out.
04

Two jobs back

Many people with the skill do not hold the title today. They became a trainer, an inspector, a planner, or moved to a supplier. The skill sits in an earlier job.

Step 1. Know where the skill goes next

List the jobs people take after doing yours. Those are the current titles to search.

Step 2. Spot the skill in the past job

Count a past job when at least two of these show:

Set your own recency cut-off with the hiring manager. Hands-on skills fade faster than knowledge skills: ask "If they last did this four years ago, would you still see them?"

Trap. Some people left the work on purpose (moved into management, or off night shifts). Ask in the first message instead of guessing.
FIRST MESSAGE, PAST-JOB MATCH
Hi Dana, your years on the A320 line at [MRO] are why I'm writing. I'm filling an avionics technician role at an MRO hangar in [town]: troubleshooting, wiring and component changes on narrowbody fleets, day shift. Would you go back to hands-on avionics for the right shift and pay? If not, a quick no is fine.

In The Cognitive

  • Say it in the brief: count avionics work in any of their last three jobs, not only the current one.
  • Read the reason on each Possible before you pass. It says what fits and what is missing.
  • Get the email and phone of the people you pick and send the message above.
05

Thin markets, small towns

Some roles have a dozen qualified people within an hour. Plan for that on day one, not after three empty weeks.

Step 1. Size the market first

Run the search with sections 01 to 03 applied. If you cannot reach ten people worth a call, treat the role as thin and use the steps below at once.

Step 2. Split the job by where it happens

If the work is…Then search…Example
Hands on, every shiftCommute area, then ex-locals, then relocatorsCleanroom Process Technician, Avionics Technician
On site a few days a month2 to 4 hours away, with travel paidRotating Equipment Engineer covering turnarounds
Desk work, team in one time zoneThe whole country or time zoneClinical Data Manager

Ask the hiring manager to confirm the row in writing. "Mostly remote" often means remote after a training period; write that down too.

Step 3. Find the ex-locals

People who grew up, studied or started their careers near a small town have a reason to come back. Search for anyone who:

Step 4. Relocation rules to agree before you search

  1. Budget: is there a relocation package, and a number?
  2. Direction: moves to an equal or lower cost of living are easier to close.
  3. Timing: people at sites that are closing or between contracts move fastest. Public layoff and closure notices tell you where those sites are.
  4. Family: write the first message so the person can say "my partner would need to agree" without dropping out.
THIN MARKET BRIEF, AVIONICS TECHNICIAN
Avionics technician for an MRO hangar in [small airport town]: troubleshooting, wiring and component changes on narrowbody aircraft, day shift, on site. Within 60 minutes of the hangar first. Also people who studied, served or worked within 2 hours of [town] before, and avionics technicians anywhere in the US who have moved for work before. Relocation is paid.

In The Cognitive

  • Paste a brief like the one above, with the ex-local and relocation lines in it.
  • If the role can be remote, say so: remote in US time zones, on site twice a quarter.
  • Shortlist the Strong matches, then ask for more people for the same role.
06

Rank nice-to-haves, don't cut

Every requirement you treat as a must shrinks a thin market further. Keep the cuts for what the job cannot run without, and turn everything else into an order.

Step 1. Test each requirement

Ask the hiring manager, one line at a time: "Would you reject a great person who is missing only this?" Yes means must-have. Anything else is a nice-to-have. Keep three must-haves or fewer.

Step 2. Put the nice-to-haves in order

Ask: "If you could only have one of these, which?" Then repeat with the rest. Number them.

Worked example: Actuarial Analyst, pricing, Hartford

The ad listed eight requirements. After the test:

Must-haves (cut)Nice-to-haves (order)
1. P&C pricing or rating work at an insurer or consultancy
2. At least 2 actuarial exams passed
3. Hybrid, 3 days a week in Hartford
1. Personal auto pricing
2. GLMs built hands-on
3. Python or R
4. Rate filing experience
5. 4 or more exams passed

Then call people in tiers:

Illustration of how this reads on four people:

PersonHasTier
Pricing analyst, personal auto, 3 exams, uses R for GLMsMusts + 1, 2, 3A
Commercial lines pricing, 4 exams, PythonMusts + 3, 5B
Reserving analyst, 2 examsMissing must 1Out
Rating analyst, 2 exams, rate filings, SpringfieldMusts + 4C
Trap. A software name in the ad ("must know SAS") is usually a nice-to-have dressed as a must. Run it through the test in Step 1.
BRIEF WITH AN ORDER
Actuarial analyst for P&C pricing in Hartford, CT, hybrid 3 days in office.
Must: pricing or rating work at an insurer or consultancy; at least 2 actuarial exams passed; within commuting distance of Hartford.
Nice, in this order: personal auto pricing; hands-on GLMs; Python or R; rate filings; 4+ exams.
Avoid: current employees of [client].

In The Cognitive

  • Paste the brief with two lists: Must: … and Nice, in this order: …
  • Open the Strong matches first. Each one says why it fits. Then read the Possibles.
  • Shortlist or pass on each person, get email and phone for the ones you pick, and send them to your ATS if it is connected.
  • Invite the finalists to an AI interview. They book their own time; you get the recording, transcript and scores.

Try it on your hardest open role

Describe the role in one sentence or paste the brief. Every person comes back marked Strong match, Possible or Not a match, with the reason.

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