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.
Start free trial: 7 days, no cardSearch 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.
Keeps pumps, compressors and steam turbines running in a refinery: vibration analysis, root-cause failure analysis, API 610 and 617 specs, turnaround planning.
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
- Read three competitor job ads for the same work. Copy every title and every repeated phrase.
- Open the profiles of the last two people who did this job for your client. Write down the titles they held before.
- Ask the hiring manager: "What did the best person you ever worked with in this job call themselves?"
- Look at speaker and member lists of the trade body for the work (machinery and vibration groups, clinical data management societies).
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.
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
- Daily on-site, fixed shifts: 45 to 60 minutes one way at shift-change traffic.
- Compressed schedules (4x10, 12-hour rotations): up to 90 minutes. Fewer trips make a longer drive acceptable.
- Hybrid, 2 to 3 days in: 60 to 75 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.
Chandler, Gilbert, Mesa, Tempe, Queen Creek, San Tan Valley, Ahwatukee, Maricopa, Casa Grande, Apache Junction, Phoenix, Greater Phoenix Area, Phoenix-Mesa-Chandler
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:
- Lived, studied or worked in the area before.
- Has moved for work at least twice already.
- Current job is a contract, a rotation, or a site that is closing.
- Works the same kind of site in a similar or higher-cost area (a Texas City engineer will look at Lake Charles; a fab tech in Oregon or Texas will look at Arizona).
- Profile says open to relocation.
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.
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 type | Rotating Equipment Engineer | Avionics Technician (MRO hangar) |
|---|---|---|
| Competitors: same work, same setting | Other refineries and petrochemical plants on the Gulf Coast | Other MRO shops, airline line and base maintenance |
| Suppliers: make or service the thing | Pump, compressor and turbine makers' field service teams | Avionics and component makers' repair shops and field reps |
| Customers: run the same thing elsewhere | Chemical plants, LNG terminals, power stations, gas processing | Cargo carriers, regional airlines, business jet operators |
| Consultancies and service firms | Reliability and vibration service firms, engineering contractors | Contract maintenance agencies, aircraft modification centres |
| Regulators and the military | Insurance and inspection engineers, Navy machinists and engineering officers | Air 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
- Start with the rows closest to your daily work (usually competitors and customers).
- Add the row your last three hires came from, even if it surprised you.
- Then suppliers and service firms. Their people know the equipment deeply but may need to learn your site.
- 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.
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.
- Avionics Technician moves to: Quality Inspector, Technical Instructor, Maintenance Planner, Field Service Rep, Technical Records.
- Actuarial Analyst moves to: Pricing Analyst, Data Scientist at an insurer, Underwriting Analyst, Reserving Analyst, Product Analyst.
- Cleanroom Process Technician moves to: Equipment Technician, Metrology Technician, Quality Technician, Production Supervisor.
Step 2. Spot the skill in the past job
Count a past job when at least two of these show:
- The past job description names the work (wiring, troubleshooting, component changes; rate indications, GLMs, rate filings).
- The past employer is on your feeder list from section 03.
- A licence or exam that stays with the person: FAA A&P or FCC GROL, EASA B2, SOA or CAS exams passed.
- Named equipment, aircraft types or lines of business.
- The move away made sense: same company, new duties, or a step toward the current job.
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?"
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.
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 shift | Commute area, then ex-locals, then relocators | Cleanroom Process Technician, Avionics Technician |
| On site a few days a month | 2 to 4 hours away, with travel paid | Rotating Equipment Engineer covering turnarounds |
| Desk work, team in one time zone | The whole country or time zone | Clinical 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:
- Studied at the local college, technical school or nearby university.
- Held a job in the area in the past.
- Served at a nearby base.
Step 4. Relocation rules to agree before you search
- Budget: is there a relocation package, and a number?
- Direction: moves to an equal or lower cost of living are easier to close.
- Timing: people at sites that are closing or between contracts move fastest. Public layoff and closure notices tell you where those sites are.
- Family: write the first message so the person can say "my partner would need to agree" without dropping out.
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.
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:
- Tier A: all must-haves and nice-to-haves 1 and 2.
- Tier B: all must-haves and any one of nice-to-haves 1 to 3.
- Tier C: all must-haves only. Call these as soon as A and B are done.
Illustration of how this reads on four people:
| Person | Has | Tier |
|---|---|---|
| Pricing analyst, personal auto, 3 exams, uses R for GLMs | Musts + 1, 2, 3 | A |
| Commercial lines pricing, 4 exams, Python | Musts + 3, 5 | B |
| Reserving analyst, 2 exams | Missing must 1 | Out |
| Rating analyst, 2 exams, rate filings, Springfield | Musts + 4 | C |
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: …
andNice, 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.
Free trial: 7 days, 100 credits, no card.