Title Normalization
Expectation
The goal here is to use these inputs [Raw Job Title, Job Description, Raw Company] and to get these outputs [Normalized Title, Extracted Skills, LOT Occupation (Classified)].
Workflow #1
Workflow #1 - Request #1
Here is the POST call and body.
POST https://classification.emsicloud.com/classifications/2023.9/postings/classify
{
"context": {
"company": "Starpoint Solutions",
"title": "Product Manager",
"body": "This is a sample job posting for a full-time Software Product Manager. This person will be developing a new product to meet verifiable market needs. The person will be responsible for doing market analysis, and developing a go to market strategy for a new software product in the finance space. The SaaS Product will be built with a collection of rest APIs and Snowflake databases to power visualizations for the end user. This role pays between $90,000 - $115,000 annual salary. We are open to hiring remotely. "
},
"outputs": [
"skill",
"naics",
"title",
"lot",
"company",
"salary",
"remoteType",
"educationLevel"
]
}
Workflow #1 - Response #1
{
"data":
{
"company": {
"id": "38076262"
},
"educationLevel": [],
"lot": {
"id": "27111321",
"confidence": 1
},
"naics": {
"id": "541519"
},
"remoteType": {
"provisionalId": "[None]"
},
"salary": {
"gte": 90000,
"lte": 115000,
"units": "USD"
},
"skill": [
{
"id": "ESB80940F2FF8F573D42",
"confidence": 1
},
{
"id": "KS123MC78KV644P5DDZ0",
"confidence": 1
},
{
"id": "KS1282M68WL9T4YH3SLF",
"confidence": 1
},
{
"id": "KS4401V5WX78L6JX0NW7",
"confidence": 1
},
{
"id": "ES3CDF4F5564949F81DB",
"confidence": 1
},
{
"id": "KS1264Z76VQV2ZW2MB02",
"confidence": 1
},
{
"id": "KS1270P6SLFCFT476Y3R",
"confidence": 0.6238285899162292
},
{
"id": "KS1220G68PD5STH2DL2W",
"confidence": 0.546417236328125
}
],
"title": {
"id": "ETAA6FBD39376F5BBC",
"confidence": 1
},
"warnings": []
}
Workflow #1 - Request #2
In this request we are...
GET https://classification.emsicloud.com/taxonomies/occupations/versions/6.0.1/concepts?q=id:27111321&fields=name,id,level,levelName,descriptionUs&limit=1000
Workflow #1 - Response #2
{
"data": [
{
"id": "27111321",
"name": "Software Product Manager",
"levelName": "specializedOccupation",
"level": 3,
"descriptionUs": "A Software Product Manager leads and manages one or several software products from the inception to the phase-out in order to maximize business value. Works across many teams in order to ensure business success for the product."
}
],
"warnings": [],
"errors": []
}
Workflow #2
In this workflow we input the Raw Job Title to get the id number. We have two potential workflows.
Workflow #2 - Request #1
POST https://classification.emsicloud.com/classifications/2023.9/postings/classify
{
"context": {
"title": "Product Manager - AI Tools"
},
"outputs": [
"title"
]
}
Workflow #2 - Response #1
{
"data": {
"title": {
"id": "ETAA6FBD39376F5BBC",
"confidence": 0.4740937352180481
}
},
"warnings": []
}
Now for Workflow #2's second step we have two options - a and b.
Workflow #2a - Request #2
Here we are...
POST https://classification.emsicloud.com/mappings/titles_v5.3.0_lot_v6.1.4
{
"ids": ["ETAA6FBD39376F5BBC"]
}
Workflow #2a - Response #2
{
"data": {
"ETAA6FBD39376F5BBC": [
"27111320"
]
},
"errors": [],
"warnings": []
}
Workflow #2a - Request #3
GET https://classification.emsicloud.com/taxonomies/lot/versions/6.5.0/concepts?q=id:27111320&fields=name,id,level,levelName,descriptionUs&limit=1000
Workflow #2a - Response #3
{
"data": [
{
"id": "27111320",
"name": "Product Manager (General)",
"levelName": "specializedOccupation",
"level": 3,
"descriptionUs": "A Product Manager manages and coordinates all the processes involved in creating a product. Oversees work involved with product design, production, distribution, marketing and sales."
}
],
"warnings": [],
"errors": []
}
Workflow #2b - Request #2
GET https://classification.emsicloud.com/classifications/2023.9/postings/classify
Workflow #2b - Response #2
{
"data": [
{
"id": "ETAA6FBD39376F5BBC",
"name": "Product Manager",
"levelName": "title",
"level": 0
}
],
"warnings": [],
"errors": []
}
Updated 15 days ago