Match Jobs for Nurse Practitioner Roles
A quick example on how you can match against listings with Nurse Practitioner profiles through our job feed data API with semantic search capabilities.
This basic example demonstrates how to use the vector embeddings and vector search capabilities of the jobdata API to match Nurse Practitioner job profiles based on semantic similarity. This way you can find job listings that align closely with a given job profile description, even if the exact keywords are not present in the job description. This is particularly useful for HR platforms, recruitment tools, and job boards aiming to improve candidate-job matching accuracy.
By leveraging our pre-generated embeddings and semantic search features, you can unlock powerful semantic matching capabilities to enhance your job search or recruitment platform. Whether you're matching candidates to jobs or analyzing job market trends, these features provide a robust solution for understanding and matching job profiles based on context and meaning.
Job Matching Example
The API provides pre-generated vector embeddings for all job posts, currently created using OpenAI's `text-embedding-3-small` model. These embeddings capture the semantic meaning of job titles and descriptions, enabling the API to perform semantic searches based on a job profile description.
When you provide a job profile description (e.g., "Experienced in providing primary and specialty healthcare services, diagnosing conditions, and developing treatment plans."), the API:
- Converts the text into a vector embedding in real-time.
- Compares this embedding against the pre-generated embeddings of job posts using cosine similarity.
- Returns job listings that are most semantically similar to the profile, ordered by relevance.
Here's a link to a live API results page:
Experienced in providing primary and specialty healthcare services, diagnosing conditions, and developing treatment plans.
The results include a cosine_dist field, which indicates the similarity between the query and each job post. Lower values represent higher semantic similarity.
Query the jobdata API
Example search request (with header auth):
curl -X GET -H \
"Authorization: Api-Key YOUR_API_KEY" \
https://jobdataapi.com/api/jobs/?max_age=90&vec_text=Experienced in providing primary and specialty healthcare services, diagnosing conditions, and developing treatment plans.
Example search request (with auth param):
curl https://jobdataapi.com/api/jobs/?api_key=<YOUR API KEY>&max_age=90&vec_text=Experienced in providing primary and specialty healthcare services, diagnosing conditions, and developing treatment plans.
Shown below is a live example of what a list with the top matched jobs could look like, filtered by the job position profile from above with the most recent data from our global database:
Academic Faculty Physician - Interventional Cardiology
NC, United States
Full Time
Academic Faculty Physician- Anesthesia Pediatric ICU
Winston-Salem, NC, United States
Full Time
Physician- Primary Care
Madison, MS, United States
Full Time
Primary Care Physician
Pittsburgh, Pennsylvania, United States
Full Time
Specialist / Consultant General Pediatrics (PL)
Dubai, United Arab Emirates
Full TimeMid-level
Consultant Surgical Oncology - Tawam Hospital
United Arab Emirates
Full TimeMid-level
Advanced Practice Provider- Pulmonology
Austin, TX, United States
Full TimeMid-level
Part Time Primary Care Physician
Pittsburgh, Pennsylvania, United States
Part Time
Advanced Practice Provider - Specialty (Nephrology)
Austin, TX, United States
Full TimeMid-level
*Physician, Per Diem Neonatologist, CentraState
Freehold, NJ, United States
Full TimeMid-level
Find out more on how to use the jobdata API in our docs.