Industry · Healthcare

Recruiting software for healthcare: how AI sourcing works with registrations and shifts

In healthcare, AIcruiters is recruiting software that separates what the law requires from what the ward prefers: a BIG-registered title and a recognised specialisation are hard, a specific hospital background usually is not. It searches across the many titles care work goes by, ranks on registration, specialisation and shift fit, and approaches people about roster, hours and team. A human checks registration.

A white stethoscope with an orange ring on a paper background.

How many vacancies does Dutch healthcare have?

45
vacancies per 1,000 jobs in health and social care (Q2 2026)
CBS StatLine 80567ned, provisional
42
vacancies per 1,000 jobs across all sectors (Q2 2026)
CBS StatLine 80567ned, provisional

Where do you find healthcare professionals?

Care professionals are often spread over more channels than office workers, and in many roles LinkedIn profiles are less complete. A nurse on a night roster does not update a profile after every course. Sourcing in healthcare therefore starts with a realistic view of each channel.

  • LinkedIn works well for specialised nurses, physician assistants, managers, team leads and staff in hospitals and larger care organisations. For community care and elderly care, profiles are thinner or missing.
  • Professional associations and networks such as V&VN for nurses, specialist sections, alumni groups of training programmes and regional care networks are where people stay connected to their field.
  • Referrals and former colleagues are an important channel: many carers prefer to move to a team where they already know someone.
  • Flex pools and staffing agencies hold many professionals who want control over their roster. That is also a signal about what they value.

Which requirements in a healthcare vacancy are hard?

In healthcare some requirements are set by law, not by the hiring manager. Get those right first, then be flexible on the rest.

Requirement
Hard or soft
Why
How to handle it
BIG registration
Hard for protected titles
Only people in the BIG-register may use titles such as nurse (verpleegkundige), doctor or physiotherapist
Always verified by a person in the public BIG-register before an offer
Specialisation
Hard for IC, emergency or OR roles
Specialist nursing requires a recognised further training
Search for the specialisation and for people in training
Level (MBO/HBO)
Often softer than stated
Many teams mix levels; the task package decides
Ask the manager which tasks truly need HBO
Shifts and hours
Hard for the candidate
Nights, weekends and contract hours decide more moves than salary
Put the roster in the first message
Same type of employer
Soft
Hospital, mental health and elderly care skills overlap more than job ads suggest
Rank transferable experience, flag the gap

Registration shows that someone is authorised, not that they are competent: the BIG-register itself advises employers to assess competence separately.

What makes healthcare searches go wrong?

Care titles look standard but are used loosely, and the differences carry legal weight.

  • Similar titles, different authority. A verzorgende IG and a nurse can work on the same ward, but only the nurse holds a BIG-registered title. Searching on "care worker" mixes both.
  • Many names for one role. Specialised nurse, IC nurse, intensive care nurse and CCU nurse overlap in part; team names like "acute care" hide the specialisation.
  • Outdated registration. BIG registration has to be renewed every five years, with a work-experience requirement. A title on a profile does not prove current registration.
  • Filtering out people in training. Someone halfway through a specialist training may be the best hire for next year.
  • Ignoring the roster. A strong match who only wants day shifts is not a match for a night-heavy role.

How AIcruiters' five steps play out in healthcare

Illustrative example (fictional): an IC nurse for a regional hospital in North Brabant, 28 to 36 hours, irregular shifts.

Step 01 · Vacancy analysis

Law first, preferences second

Hard: BIG registration as nurse, completed IC specialisation or in training, willing to work irregular shifts, within commuting distance. Soft: experience in a comparable hospital, extra competencies such as ECMO. Titles to map include IC nurse, intensive care nurse and specialised nurse.

A flat lay of paper, black and orange blocks with a magnifying glass: a vacancy broken into search signals.

Step 02 · Market search

Searching titles, specialisations and regions

Routes cover specialisation terms, adjacent units such as CCU and emergency care, and a travel radius instead of one city. Duplicates and profiles without nursing experience are removed.

A black magnifying glass over a stack of cards, one orange card under the lens: searching the market.

Step 03 · Fit ranking

Scores that show what still needs checking

Every candidate gets a rationale: specialisation found, hospital type, likely commute. Missing or unclear registration is listed as a requirement to verify, not assumed.

Many white spheres narrowing into a single line that ends in one orange sphere: ranking candidates.

Step 04 · Personal outreach

Roster, hours and team in the first message

The message leads with what nurses weigh: contract hours, shift pattern, team size and the unit. In healthcare it is sensible to let a recruiter approve outreach before it goes out.

Three white paper planes with an orange one in front: outreach.

Step 05 · Follow-up and handover

The recruiter verifies and takes over

Nurses who reply with interest go to the recruiter with profile, match rationale and conversation. Registration is checked in the BIG-register by a person before any next step.

A black and an orange cylinder touching end to end: the handover from agent to recruiter.

How do care professionals want to be approached?

With respect for their time and their work. Nurses and carers often read messages between shifts, so the facts that decide a move should be in the first lines: hours, shifts, travel time, team and start date. Generic employer praise lands badly; a concrete description of the unit and how rosters are made lands well.

Tone matters too. Care is vocational work, but a message that only appeals to calling and ignores workload feels out of touch. Keep it short, honest about irregular hours and easy to answer later. With human-in-the-loop approval your recruiters decide which messages go out as written. Outreach runs through LinkedIn. For roles where few candidates are active there, keep referrals, flex pools and job boards in the mix.

Healthcare data is sensitive, but sourcing uses professional profile data, not patient data. How candidate data is accessed and retained is set per workflow; see security and the GDPR guide for sourcing.

Questions about healthcare sourcing

Does AIcruiters check BIG registration?

No, not as a legal verification. It can flag registration as a hard requirement and show when it is unclear in a profile, but checking the public BIG-register stays with your recruiter before an offer.

Does this work if many nurses are not active on LinkedIn?

Which talent sources are used is agreed per implementation, and outreach runs through LinkedIn. Roles with visible profiles, such as specialised nurses, physician assistants and team leads, are easier to source. For thinner markets, keep referrals, flex pools and job boards alongside it rather than relying on one channel.

Is this useful for healthcare staffing agencies?

Yes. Staffing firms can add availability, preferred shifts and contract type to the criteria. See AIcruiters for staffing agencies.

Can we require approval for every message to a care professional?

Yes. Approval rules can be set per action, including outreach, so nothing reaches a candidate without a recruiter's check if you want that.

See it on one of your care vacancies

Bring a real nursing or care vacancy to a 30-minute demo and review the search strategy, ranking and draft messages with your own approval rules.

Book a demo on your own vacancy30 minutes · your vacancy · your numbersCalculate the business case