add job-match functionality

.env

@@ -0,0 +1 @@
+COHERE_TOKEN=''

.gitattributes

@@ -0,0 +1 @@
+static/*.csv filter=lfs diff=lfs merge=lfs -text

Dockerfile

@@ -1,11 +1,6 @@
-FROM python:3.10
+FROM python:3.10.9
 WORKDIR /app
 COPY requirements.txt .
-RUN pip3 install --no-cache-dir --upgrade -r requirements.txt && \
-    useradd -m -u 1000 user
-USER user
-ENV HOME=/home/user \
-	PATH=/home/user/.local/bin:$PATH
-WORKDIR $HOME/app
-COPY --chown=user . $HOME/app
+RUN pip3 install --no-cache-dir -r requirements.txt
+COPY . .
 CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "7860"]

README.md

@@ -2,7 +2,7 @@
 ![logo](./static/PF.png)   
 
 ## Purpose: 
-#### This is a web application designed to allow job-seekers to learn more about various occupations and explore their future career path. See below for details and page descriptions. If you like the app, please star and/or fork and check back frequently for future releases. 
+#### This is a FastAPI web application designed to allow job-seekers to learn more about various occupations and explore their future career path. See below for details and page descriptions. If you like the app, please star and/or fork and check back frequently for future releases. 
 
 ## To Access the App:
 https://pathfinder-rhe6.onrender.com
@@ -11,6 +11,7 @@ https://pathfinder-rhe6.onrender.com
 ## To Clone the App and Run it Locally:
 #### Note:
 * You must have python3.10.9 installed.
+* In addition, for the current release you must have a cohere.ai API key for the job-matching functionality to work (I plan to add an open-source option in a future release). Register for a free developer account here: https://dashboard.cohere.ai/welcome/register. 
 
 #### In a terminal run the following commands:
 
@@ -19,6 +20,8 @@ pip3 install --user virtualenv
 git clone https://github.com/celise88/ONET-Application.git
 ```
 
+Once you have your API key, copy and paste it into the .env file in the ONET-Application folder. Make sure you save the file. Then proceed with the following commands in your terminal:
+
 ```
 cd Pathfinder
 python3 -m venv .venv
@@ -29,7 +32,7 @@ uvicorn main:app
 
 And navigate to http://localhost:8000/ in your browser
 
-(Advanced: You can also use the Dockerfile in the repo to build an image and run a container.)
+(Advanced: You can also use the Dockerfile in the repo to build an image and run a container. Note that the port in the Dockerfile is 7860.)
 
 ## Page Descriptions:
 
@@ -43,8 +46,25 @@ And navigate to http://localhost:8000/ in your browser
 
 ![Page2](./static/main/Page2.png)
 
-#### *Please see the version history below for a description of the models and algorithms underlying the app functionality. 
+### Job-Matcher Page:
+#### Click on the "Find My Match" link to upload your resume, see your skillset, and get job recommendations. 
+
+#### Resume Upload Functionality:
+![Page3-Input](./static/main/Page3-Input.png)
+
+#### Example Extracted Skills Ouput:
+![Page3-Output](./static/main/Page3-output.png)
+
+#### Job Matches for the Example Resume:
+![Page3-Matches](./static/main/Page3-Matches.png)
+
+#### *Please see the version history below for a description of the models and algorithms underlying the app functionality.  
 
 ## Version history:
  
 * Initial commit - 2/3/2023 - Allows users to select a job title to learn more about and get a brief description of the selected job and the major tasks involved, which is dynamically scraped from https://onetonline.org. The job neighborhoods page was generated by using Co:here AI's LLM to embed ONET's task statements and subsequently performing dimension reduction using t-SNE to get a 2-D representation of job "clusters." The distance between jobs in the plot corresponds to how similar they are to one another - i.e., more similar jobs (according to the tasks involved in the job) will appear more closely "clustered" on the plot.
+
+* Version 1.1.1 (current version) - 2/5/2023 - Added full functionality to the "find my match" page where users can upload a resume, curriculum vitae, cover letter, etc. to have their skills extracted from the text.  Neural text embeddings are then produced for the user's resume. Using a csv file containing the text embeddings for all ONET jobs, cosine similarity is calculated to determine how similar the user's resume is to each job description (the embedded ONET task statements) - this is the user's "match score."  
+    * The classification model underlying the skills extractor is a custom distilbert-base-uncased binary classification model that was finetuned using a balanced dataset comprised of the emsi (now Lightcast) open skills database and a random sample of the dbpedia database. The model achieved an f1 score of 0.967 on the validation sample (accuracy of 0.967, loss of 0.096). It can be accessed via Hugging Face: https://huggingface.co/celise88/distilbert-base-uncased-finetuned-binary-classifier.
+    * Cohere's LLM is used to get the neural text embeddings. (This is why a cohere API key is needed for the new functionality to work in this release; I plan to incorporate an open-source embedding model in a future release.)
+

main.py

@@ -1,4 +1,4 @@
-from fastapi import FastAPI, Request, Form, File, Query, Depends
+from fastapi import FastAPI, Request, Form, File, UploadFile
 from fastapi.templating import Jinja2Templates
 from fastapi.staticfiles import StaticFiles
 from fastapi.responses import HTMLResponse
@@ -6,15 +6,27 @@ import pandas as pd
 import requests
 from bs4 import BeautifulSoup
 from cleantext import clean
-from typing import List, Optional
-import json
+from docx import Document
+from docx2txt import process
+import os
+import cohere
+import string
+import numpy as np
+from numpy.linalg import norm
+from nltk.tokenize import SpaceTokenizer
+import nltk
+from transformers import pipeline
+from dotenv import load_dotenv
+load_dotenv()
 
 app = FastAPI()
 app.mount("/static", StaticFiles(directory='static'), name="static")
 templates = Jinja2Templates(directory="templates/")
 
 onet = pd.read_csv('static/ONET_JobTitles.csv')
-coheredat = pd.read_csv('static/cohere_tSNE_dat.csv')
+simdat = pd.read_csv('static/cohere_embeddings.csv')
+
+classifier = pipeline('text-classification', model='celise88/distilbert-base-uncased-finetuned-binary-classifier', tokenizer='celise88/distilbert-base-uncased-finetuned-binary-classifier')
 
 ### job information center ###
 # get
@@ -65,11 +77,78 @@ async def render_job_neighborhoods(request: Request):
 
 ### find my match ###
 # get
-@app.get("find_my_match.html", response_class=HTMLResponse)
-async def render_matches(request: Request):
-    pass
+@app.get("/find-my-match", response_class=HTMLResponse)
+async def match_page(request: Request):
+    return templates.TemplateResponse('find_my_match.html', context={'request': request})
 
 # post
-@app.post("find_my_match.html", response_class=HTMLResponse)
-async def render_matches(request: Request, resume: str = File(...)):
-    pass
+@app.post('/find-my-match', response_class=HTMLResponse)
+def get_resume(request: Request, resume: UploadFile = File(...)):
+    path = f"static/{resume.filename}"
+    with open(path, 'wb') as buffer:
+        buffer.write(resume.file.read())
+    file = Document(path)
+    print(file)
+    text = []
+    for para in file.paragraphs:
+        text.append(para.text)
+    resume = "\n".join(text)
+
+    def clean_my_text(text):
+        clean_text = ' '.join(text.splitlines())
+        clean_text = clean_text.replace('-', " ").replace("/"," ")
+        clean_text = clean(clean_text.translate(str.maketrans('', '', string.punctuation)))
+        return clean_text
+
+    def coSkillEmbed(text):
+        co = cohere.Client(os.getenv("COHERE_TOKEN"))
+        response = co.embed(
+            model='large',
+            texts=[text])
+        return response.embeddings
+    
+    def cosine(A, B):
+        return np.dot(A,B)/(norm(A)*norm(B))
+
+    embeds = coSkillEmbed(resume)
+    simResults = []
+
+    for i in range(len(simdat)):
+        simResults.append(cosine(np.array(embeds), np.array(simdat.iloc[i,1:])))
+    simResults = pd.DataFrame(simResults)
+    simResults['JobTitle'] = simdat['Title']
+
+    simResults = simResults.iloc[:,[1,0]]
+    simResults.columns = ['JobTitle', 'Similarity']
+    simResults = simResults.sort_values(by = "Similarity", ascending = False)
+    simResults = simResults.iloc[:13,:]
+    simResults = simResults.iloc[1:,:]
+    simResults.reset_index(drop=True, inplace=True)
+    for x in range(len(simResults)):
+        simResults.iloc[x,1] = "{:0.2f}".format(simResults.iloc[x,1])
+        
+    # EXTRACT SKILLS FROM RESUME 
+    def skillNER(resume):
+        resume = clean_my_text(resume)
+        stops = set(nltk.corpus.stopwords.words('english'))
+        stops = stops.union({'eg', 'ie', 'etc', 'experience', 'experiences', 'experienced', 'experiencing', 'knowledge', 
+        'ability', 'abilities', 'skill', 'skills', 'skilled', 'including', 'includes', 'included', 'include'
+        'education', 'follow', 'following', 'follows', 'followed', 'make', 'made', 'makes', 'making', 'maker',
+        'available', 'large', 'larger', 'largescale', 'client', 'clients', 'responsible', 'x', 'many', 'team', 'teams'})
+        resume = [word for word in SpaceTokenizer().tokenize(resume) if word not in stops]
+        resume = [word for word in resume if ")" not in word]
+        resume = [word for word in resume if "(" not in word]
+        
+        labels = []
+        for i in range(len(resume)):
+            classification = classifier(resume[i])[0]['label']
+            if classification == 'LABEL_1':
+                labels.append("Skill")
+            else:
+                labels.append("Not Skill")
+            labels_dict = dict(zip(resume, labels))
+        return labels_dict
+    
+    skills=skillNER(resume)
+
+    return templates.TemplateResponse('find_my_match.html', context={'request': request, 'resume': resume, 'skills': skills, 'simResults': simResults})

requirements.txt

@@ -7,3 +7,11 @@ unidecode==1.3.6
 requests==2.28.2
 bs4==0.0.1
 python-multipart==0.0.5
+python-docx==0.8.11
+aiofiles==22.1.0
+nltk==3.8.1
+unidecode==1.3.6
+cohere==3.1.5
+python-dotenv==0.21.1
+transformers==4.25.1
+torch==1.13.1

static/ONET_JobTitles.csv

@@ -1,874 +1,3 @@
-onetCode,JobTitle,Category
-13-2011.00,Accountants and Auditors,Accountants and Auditors
-27-2011.00,Actors,"Arts, Design, Entertainment, Sports, and Media"
-15-2011.00,Actuaries,Computer and Mathematical
-29-1291.00,Acupuncturists,Healthcare Practitioners and Technical
-29-1141.01,Acute Care Nurses,Healthcare Practitioners and Technical
-25-2059.01,Adapted Physical Education Specialists,Educational Instruction and Library
-51-9191.00,Adhesive Bonding Machine Operators and Tenders,Production
-23-1021.00,"Administrative Law Judges, Adjudicators, and Hearing Officers",Legal
-11-3012.00,Administrative Services Managers,Management
-25-3011.00,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Educational Instruction and Library
-29-1141.02,Advanced Practice Psychiatric Nurses,Healthcare Practitioners and Technical
-11-2011.00,Advertising and Promotions Managers,Management
-41-3011.00,Advertising Sales Agents,Sales and Related
-17-3021.00,Aerospace Engineering and Operations Technologists and Technicians,Architecture and Engineering
-17-2011.00,Aerospace Engineers,Architecture and Engineering
-13-1011.00,"Agents and Business Managers of Artists, Performers, and Athletes",Accountants and Auditors
-17-2021.00,Agricultural Engineers,Architecture and Engineering
-45-2091.00,Agricultural Equipment Operators,"Farming, Fishing, and Forestry"
-45-2011.00,Agricultural Inspectors,"Farming, Fishing, and Forestry"
-25-1041.00,"Agricultural Sciences Teachers, Postsecondary",Educational Instruction and Library
-19-4012.00,Agricultural Technicians,"Life, Physical, and Social Science"
-53-2021.00,Air Traffic Controllers,Transportation and Material Moving
-53-1041.00,Aircraft Cargo Handling Supervisors,Transportation and Material Moving
-49-3011.00,Aircraft Mechanics and Service Technicians,"Installation, Maintenance, and Repair"
-51-2011.00,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Production
-53-2022.00,Airfield Operations Specialists,Transportation and Material Moving
-53-2011.00,"Airline Pilots, Copilots, and Flight Engineers",Transportation and Material Moving
-29-1229.01,Allergists and Immunologists,Healthcare Practitioners and Technical
-53-3011.00,"Ambulance Drivers and Attendants, Except Emergency Medical Technicians",Transportation and Material Moving
-39-3091.00,Amusement and Recreation Attendants,Personal Care and Service
-29-1071.01,Anesthesiologist Assistants,Healthcare Practitioners and Technical
-29-1211.00,Anesthesiologists,Healthcare Practitioners and Technical
-45-2021.00,Animal Breeders,"Farming, Fishing, and Forestry"
-39-2021.00,Animal Caretakers,Personal Care and Service
-33-9011.00,Animal Control Workers,Protective Service
-19-1011.00,Animal Scientists,"Life, Physical, and Social Science"
-39-2011.00,Animal Trainers,Personal Care and Service
-19-3091.00,Anthropologists and Archeologists,"Life, Physical, and Social Science"
-25-1061.00,"Anthropology and Archeology Teachers, Postsecondary",Educational Instruction and Library
-13-2023.00,Appraisers and Assessors of Real Estate,Accountants and Auditors
-23-1022.00,"Arbitrators, Mediators, and Conciliators",Legal
-17-1011.00,"Architects, Except Landscape and Naval",Architecture and Engineering
-17-3011.00,Architectural and Civil Drafters,Architecture and Engineering
-11-9041.00,Architectural and Engineering Managers,Management
-25-1031.00,"Architecture Teachers, Postsecondary",Educational Instruction and Library
-25-4011.00,Archivists,Educational Instruction and Library
-25-1062.00,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Educational Instruction and Library
-27-1011.00,Art Directors,"Arts, Design, Entertainment, Sports, and Media"
-29-1129.01,Art Therapists,Healthcare Practitioners and Technical
-25-1121.00,"Art, Drama, and Music Teachers, Postsecondary",Educational Instruction and Library
-19-2011.00,Astronomers,"Life, Physical, and Social Science"
-27-2021.00,Athletes and Sports Competitors,"Arts, Design, Entertainment, Sports, and Media"
-29-9091.00,Athletic Trainers,Healthcare Practitioners and Technical
-19-2021.00,Atmospheric and Space Scientists,"Life, Physical, and Social Science"
-25-1051.00,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Educational Instruction and Library
-27-4011.00,Audio and Video Technicians,"Arts, Design, Entertainment, Sports, and Media"
-29-1181.00,Audiologists,Healthcare Practitioners and Technical
-49-2097.00,Audiovisual Equipment Installers and Repairers,"Installation, Maintenance, and Repair"
-53-6031.00,Automotive and Watercraft Service Attendants,Transportation and Material Moving
-49-3021.00,Automotive Body and Related Repairers,"Installation, Maintenance, and Repair"
-17-3027.01,Automotive Engineering Technicians,Architecture and Engineering
-17-2141.02,Automotive Engineers,Architecture and Engineering
-49-3022.00,Automotive Glass Installers and Repairers,"Installation, Maintenance, and Repair"
-49-3023.00,Automotive Service Technicians and Mechanics,"Installation, Maintenance, and Repair"
-53-6051.01,Aviation Inspectors,Transportation and Material Moving
-49-2091.00,Avionics Technicians,"Installation, Maintenance, and Repair"
-39-6011.00,Baggage Porters and Bellhops,Personal Care and Service
-33-3011.00,Bailiffs,Protective Service
-51-3011.00,Bakers,Production
-39-5011.00,Barbers,Personal Care and Service
-35-3023.01,Baristas,Food Preparation and Serving Related
-35-3011.00,Bartenders,Food Preparation and Serving Related
-49-3091.00,Bicycle Repairers,"Installation, Maintenance, and Repair"
-43-3011.00,Bill and Account Collectors,Office and Administrative Support
-43-3021.00,Billing and Posting Clerks,Office and Administrative Support
-19-1021.00,Biochemists and Biophysicists,"Life, Physical, and Social Science"
-17-2031.00,Bioengineers and Biomedical Engineers,Architecture and Engineering
-51-8099.01,Biofuels Processing Technicians,Production
-11-3051.03,Biofuels Production Managers,Management
-11-9041.01,Biofuels/Biodiesel Technology and Product Development Managers,Management
-19-1029.01,Bioinformatics Scientists,"Life, Physical, and Social Science"
-15-2099.01,Bioinformatics Technicians,Computer and Mathematical
-25-1042.00,"Biological Science Teachers, Postsecondary",Educational Instruction and Library
-19-4021.00,Biological Technicians,"Life, Physical, and Social Science"
-19-1029.04,Biologists,"Life, Physical, and Social Science"
-51-8013.03,Biomass Plant Technicians,Production
-11-3051.04,Biomass Power Plant Managers,Management
-15-2041.01,Biostatisticians,Computer and Mathematical
-47-2011.00,Boilermakers,Construction and Extraction
-43-3031.00,"Bookkeeping, Accounting, and Auditing Clerks",Office and Administrative Support
-47-2021.00,Brickmasons and Blockmasons,Construction and Extraction
-53-6011.00,Bridge and Lock Tenders,Transportation and Material Moving
-27-3011.00,Broadcast Announcers and Radio Disc Jockeys,"Arts, Design, Entertainment, Sports, and Media"
-27-4012.00,Broadcast Technicians,"Arts, Design, Entertainment, Sports, and Media"
-43-4011.00,Brokerage Clerks,Office and Administrative Support
-11-9199.11,Brownfield Redevelopment Specialists and Site Managers,Management
-13-2031.00,Budget Analysts,Accountants and Auditors
-49-3031.00,Bus and Truck Mechanics and Diesel Engine Specialists,"Installation, Maintenance, and Repair"
-53-3052.00,"Bus Drivers, Transit and Intercity",Transportation and Material Moving
-13-1199.04,Business Continuity Planners,Accountants and Auditors
-15-2051.01,Business Intelligence Analysts,Computer and Mathematical
-25-1011.00,"Business Teachers, Postsecondary",Educational Instruction and Library
-51-3021.00,Butchers and Meat Cutters,Production
-13-1021.00,"Buyers and Purchasing Agents, Farm Products",Accountants and Auditors
-51-7011.00,Cabinetmakers and Bench Carpenters,Production
-49-9061.00,Camera and Photographic Equipment Repairers,"Installation, Maintenance, and Repair"
-27-4031.00,"Camera Operators, Television, Video, and Film","Arts, Design, Entertainment, Sports, and Media"
-53-5021.00,"Captains, Mates, and Pilots of Water Vessels",Transportation and Material Moving
-29-2031.00,Cardiovascular Technologists and Technicians,Healthcare Practitioners and Technical
-25-2023.00,"Career/Technical Education Teachers, Middle School",Educational Instruction and Library
-25-1194.00,"Career/Technical Education Teachers, Postsecondary",Educational Instruction and Library
-25-2032.00,"Career/Technical Education Teachers, Secondary School",Educational Instruction and Library
-43-5011.00,Cargo and Freight Agents,Office and Administrative Support
-47-2031.00,Carpenters,Construction and Extraction
-47-2041.00,Carpet Installers,Construction and Extraction
-17-1021.00,Cartographers and Photogrammetrists,Architecture and Engineering
-41-2011.00,Cashiers,Sales and Related
-47-2051.00,Cement Masons and Concrete Finishers,Construction and Extraction
-35-1011.00,Chefs and Head Cooks,Food Preparation and Serving Related
-17-2041.00,Chemical Engineers,Architecture and Engineering
-51-9011.00,Chemical Equipment Operators and Tenders,Production
-51-8091.00,Chemical Plant and System Operators,Production
-19-4031.00,Chemical Technicians,"Life, Physical, and Social Science"
-25-1052.00,"Chemistry Teachers, Postsecondary",Educational Instruction and Library
-19-2031.00,Chemists,"Life, Physical, and Social Science"
-11-1011.00,Chief Executives,Management
-11-1011.03,Chief Sustainability Officers,Management
-21-1021.00,"Child, Family, and School Social Workers",Community and Social Service
-39-9011.00,Childcare Workers,Personal Care and Service
-29-1011.00,Chiropractors,Healthcare Practitioners and Technical
-27-2032.00,Choreographers,"Arts, Design, Entertainment, Sports, and Media"
-17-3022.00,Civil Engineering Technologists and Technicians,Architecture and Engineering
-17-2051.00,Civil Engineers,Architecture and Engineering
-13-1031.00,"Claims Adjusters, Examiners, and Investigators",Accountants and Auditors
-53-7061.00,Cleaners of Vehicles and Equipment,Transportation and Material Moving
-51-9192.00,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Production
-21-2011.00,Clergy,Community and Social Service
-19-2041.01,Climate Change Policy Analysts,"Life, Physical, and Social Science"
-19-3033.00,Clinical and Counseling Psychologists,"Life, Physical, and Social Science"
-15-2051.02,Clinical Data Managers,Computer and Mathematical
-29-1141.04,Clinical Nurse Specialists,Healthcare Practitioners and Technical
-11-9121.01,Clinical Research Coordinators,Management
-27-2022.00,Coaches and Scouts,"Arts, Design, Entertainment, Sports, and Media"
-51-9124.00,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Production
-51-2021.00,"Coil Winders, Tapers, and Finishers",Production
-49-9091.00,"Coin, Vending, and Amusement Machine Servicers and Repairers","Installation, Maintenance, and Repair"
-27-1021.00,Commercial and Industrial Designers,"Arts, Design, Entertainment, Sports, and Media"
-49-9092.00,Commercial Divers,"Installation, Maintenance, and Repair"
-53-2012.00,Commercial Pilots,Transportation and Material Moving
-25-1122.00,"Communications Teachers, Postsecondary",Educational Instruction and Library
-21-1094.00,Community Health Workers,Community and Social Service
-11-3111.00,Compensation and Benefits Managers,Management
-13-1141.00,"Compensation, Benefits, and Job Analysis Specialists",Accountants and Auditors
-11-9199.02,Compliance Managers,Management
-13-1041.00,Compliance Officers,Accountants and Auditors
-15-1221.00,Computer and Information Research Scientists,Computer and Mathematical
-11-3021.00,Computer and Information Systems Managers,Management
-17-2061.00,Computer Hardware Engineers,Architecture and Engineering
-15-1241.00,Computer Network Architects,Computer and Mathematical
-15-1231.00,Computer Network Support Specialists,Computer and Mathematical
-51-9161.00,Computer Numerically Controlled Tool Operators,Production
-51-9162.00,Computer Numerically Controlled Tool Programmers,Production
-15-1251.00,Computer Programmers,Computer and Mathematical
-25-1021.00,"Computer Science Teachers, Postsecondary",Educational Instruction and Library
-15-1211.00,Computer Systems Analysts,Computer and Mathematical
-15-1299.08,Computer Systems Engineers/Architects,Computer and Mathematical
-15-1232.00,Computer User Support Specialists,Computer and Mathematical
-49-2011.00,"Computer, Automated Teller, and Office Machine Repairers","Installation, Maintenance, and Repair"
-39-6012.00,Concierges,Personal Care and Service
-19-1031.00,Conservation Scientists,"Life, Physical, and Social Science"
-47-4011.00,Construction and Building Inspectors,Construction and Extraction
-47-2061.00,Construction Laborers,Construction and Extraction
-11-9021.00,Construction Managers,Management
-47-5041.00,Continuous Mining Machine Operators,Construction and Extraction
-49-9012.00,"Control and Valve Installers and Repairers, Except Mechanical Door","Installation, Maintenance, and Repair"
-53-7011.00,Conveyor Operators and Tenders,Transportation and Material Moving
-35-2011.00,"Cooks, Fast Food",Food Preparation and Serving Related
-35-2012.00,"Cooks, Institution and Cafeteria",Food Preparation and Serving Related
-35-2013.00,"Cooks, Private Household",Food Preparation and Serving Related
-35-2014.00,"Cooks, Restaurant",Food Preparation and Serving Related
-35-2015.00,"Cooks, Short Order",Food Preparation and Serving Related
-51-9193.00,Cooling and Freezing Equipment Operators and Tenders,Production
-13-1041.06,Coroners,Accountants and Auditors
-33-3012.00,Correctional Officers and Jailers,Protective Service
-43-4021.00,Correspondence Clerks,Office and Administrative Support
-13-1051.00,Cost Estimators,Accountants and Auditors
-39-3092.00,Costume Attendants,Personal Care and Service
-41-2021.00,Counter and Rental Clerks,Sales and Related
-43-5021.00,Couriers and Messengers,Office and Administrative Support
-27-3092.00,Court Reporters and Simultaneous Captioners,"Arts, Design, Entertainment, Sports, and Media"
-43-4031.00,"Court, Municipal, and License Clerks",Office and Administrative Support
-27-1012.00,Craft Artists,"Arts, Design, Entertainment, Sports, and Media"
-53-7021.00,Crane and Tower Operators,Transportation and Material Moving
-13-2041.00,Credit Analysts,Accountants and Auditors
-43-4041.00,"Credit Authorizers, Checkers, and Clerks",Office and Administrative Support
-13-2071.00,Credit Counselors,Accountants and Auditors
-25-1111.00,"Criminal Justice and Law Enforcement Teachers, Postsecondary",Educational Instruction and Library
-29-1141.03,Critical Care Nurses,Healthcare Practitioners and Technical
-33-9091.00,Crossing Guards and Flaggers,Protective Service
-51-9021.00,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Production
-25-4012.00,Curators,Educational Instruction and Library
-43-4051.00,Customer Service Representatives,Office and Administrative Support
-33-3051.04,Customs and Border Protection Officers,Protective Service
-13-1041.08,Customs Brokers,Accountants and Auditors
-51-9031.00,"Cutters and Trimmers, Hand",Production
-51-9032.00,"Cutting and Slicing Machine Setters, Operators, and Tenders",Production
-51-4031.00,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Production
-29-2011.01,Cytogenetic Technologists,Healthcare Practitioners and Technical
-29-2011.02,Cytotechnologists,Healthcare Practitioners and Technical
-27-2031.00,Dancers,"Arts, Design, Entertainment, Sports, and Media"
-43-9021.00,Data Entry Keyers,Office and Administrative Support
-15-1243.01,Data Warehousing Specialists,Computer and Mathematical
-15-1242.00,Database Administrators,Computer and Mathematical
-15-1243.00,Database Architects,Computer and Mathematical
-41-9011.00,Demonstrators and Product Promoters,Sales and Related
-31-9091.00,Dental Assistants,Healthcare Support
-29-1292.00,Dental Hygienists,Healthcare Practitioners and Technical
-51-9081.00,Dental Laboratory Technicians,Production
-29-1021.00,"Dentists, General",Healthcare Practitioners and Technical
-29-1213.00,Dermatologists,Healthcare Practitioners and Technical
-47-5011.00,"Derrick Operators, Oil and Gas",Construction and Extraction
-43-9031.00,Desktop Publishers,Office and Administrative Support
-33-3021.00,Detectives and Criminal Investigators,Protective Service
-29-2032.00,Diagnostic Medical Sonographers,Healthcare Practitioners and Technical
-29-2051.00,Dietetic Technicians,Healthcare Practitioners and Technical
-29-1031.00,Dietitians and Nutritionists,Healthcare Practitioners and Technical
-35-9011.00,Dining Room and Cafeteria Attendants and Bartender Helpers,Food Preparation and Serving Related
-21-2021.00,"Directors, Religious Activities and Education",Community and Social Service
-35-9021.00,Dishwashers,Food Preparation and Serving Related
-43-5032.00,"Dispatchers, Except Police, Fire, and Ambulance",Office and Administrative Support
-15-1299.03,Document Management Specialists,Computer and Mathematical
-41-9091.00,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Sales and Related
-53-7031.00,Dredge Operators,Transportation and Material Moving
-51-4032.00,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Production
-53-3031.00,Driver/Sales Workers,Transportation and Material Moving
-47-2081.00,Drywall and Ceiling Tile Installers,Construction and Extraction
-47-5023.00,"Earth Drillers, Except Oil and Gas",Construction and Extraction
-25-1063.00,"Economics Teachers, Postsecondary",Educational Instruction and Library
-19-3011.00,Economists,"Life, Physical, and Social Science"
-27-3041.00,Editors,"Arts, Design, Entertainment, Sports, and Media"
-11-9032.00,"Education Administrators, Kindergarten through Secondary",Management
-11-9033.00,"Education Administrators, Postsecondary",Management
-11-9031.00,"Education and Childcare Administrators, Preschool and Daycare",Management
-25-1081.00,"Education Teachers, Postsecondary",Educational Instruction and Library
-21-1012.00,"Educational, Guidance, and Career Counselors and Advisors",Community and Social Service
-49-2092.00,"Electric Motor, Power Tool, and Related Repairers","Installation, Maintenance, and Repair"
-17-3023.00,Electrical and Electronic Engineering Technologists and Technicians,Architecture and Engineering
-51-2022.00,Electrical and Electronic Equipment Assemblers,Production
-17-3012.00,Electrical and Electronics Drafters,Architecture and Engineering
-49-2093.00,"Electrical and Electronics Installers and Repairers, Transportation Equipment","Installation, Maintenance, and Repair"
-49-2094.00,"Electrical and Electronics Repairers, Commercial and Industrial Equipment","Installation, Maintenance, and Repair"
-49-2095.00,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay","Installation, Maintenance, and Repair"
-17-2071.00,Electrical Engineers,Architecture and Engineering
-49-9051.00,Electrical Power-Line Installers and Repairers,"Installation, Maintenance, and Repair"
-47-2111.00,Electricians,Construction and Extraction
-17-3024.00,Electro-Mechanical and Mechatronics Technologists and Technicians,Architecture and Engineering
-51-2023.00,Electromechanical Equipment Assemblers,Production
-49-2096.00,"Electronic Equipment Installers and Repairers, Motor Vehicles","Installation, Maintenance, and Repair"
-17-2072.00,"Electronics Engineers, Except Computer",Architecture and Engineering
-25-2021.00,"Elementary School Teachers, Except Special Education",Educational Instruction and Library
-47-4021.00,Elevator and Escalator Installers and Repairers,Construction and Extraction
-43-4061.00,"Eligibility Interviewers, Government Programs",Office and Administrative Support
-39-4011.00,Embalmers,Personal Care and Service
-11-9161.00,Emergency Management Directors,Management
-31-9099.02,Endoscopy Technicians,Healthcare Support
-47-4011.01,Energy Auditors,Construction and Extraction
-17-2199.03,"Energy Engineers, Except Wind and Solar",Architecture and Engineering
-51-2031.00,Engine and Other Machine Assemblers,Production
-25-1032.00,"Engineering Teachers, Postsecondary",Educational Instruction and Library
-25-1123.00,"English Language and Literature Teachers, Postsecondary",Educational Instruction and Library
-13-1041.01,Environmental Compliance Inspectors,Accountants and Auditors
-19-3011.01,Environmental Economists,"Life, Physical, and Social Science"
-17-3025.00,Environmental Engineering Technologists and Technicians,Architecture and Engineering
-17-2081.00,Environmental Engineers,Architecture and Engineering
-19-2041.02,Environmental Restoration Planners,"Life, Physical, and Social Science"
-19-4042.00,"Environmental Science and Protection Technicians, Including Health","Life, Physical, and Social Science"
-25-1053.00,"Environmental Science Teachers, Postsecondary",Educational Instruction and Library
-19-2041.00,"Environmental Scientists and Specialists, Including Health","Life, Physical, and Social Science"
-19-1041.00,Epidemiologists,"Life, Physical, and Social Science"
-13-1041.03,Equal Opportunity Representatives and Officers,Accountants and Auditors
-51-9194.00,Etchers and Engravers,Production
-47-5022.00,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Construction and Extraction
-43-6011.00,Executive Secretaries and Executive Administrative Assistants,Office and Administrative Support
-29-1128.00,Exercise Physiologists,Healthcare Practitioners and Technical
-39-9031.00,Exercise Trainers and Group Fitness Instructors,Personal Care and Service
-47-5032.00,"Explosives Workers, Ordnance Handling Experts, and Blasters",Construction and Extraction
-51-4021.00,"Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic",Production
-51-6091.00,"Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",Production
-51-9041.00,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Production
-51-6092.00,Fabric and Apparel Patternmakers,Production
-45-4021.00,Fallers,"Farming, Fishing, and Forestry"
-25-1192.00,"Family and Consumer Sciences Teachers, Postsecondary",Educational Instruction and Library
-29-1215.00,Family Medicine Physicians,Healthcare Practitioners and Technical
-25-9021.00,Farm and Home Management Educators,Educational Instruction and Library
-49-3041.00,Farm Equipment Mechanics and Service Technicians,"Installation, Maintenance, and Repair"
-13-1074.00,Farm Labor Contractors,Accountants and Auditors
-11-9013.00,"Farmers, Ranchers, and Other Agricultural Managers",Management
-45-2092.00,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse","Farming, Fishing, and Forestry"
-45-2093.00,"Farmworkers, Farm, Ranch, and Aquacultural Animals","Farming, Fishing, and Forestry"
-27-1022.00,Fashion Designers,"Arts, Design, Entertainment, Sports, and Media"
-35-3023.00,Fast Food and Counter Workers,Food Preparation and Serving Related
-47-4031.00,Fence Erectors,Construction and Extraction
-51-2051.00,Fiberglass Laminators and Fabricators,Production
-43-4071.00,File Clerks,Office and Administrative Support
-27-4032.00,Film and Video Editors,"Arts, Design, Entertainment, Sports, and Media"
-13-2061.00,Financial Examiners,Accountants and Auditors
-11-3031.00,Financial Managers,Management
-13-2099.01,Financial Quantitative Analysts,Accountants and Auditors
-27-1013.00,"Fine Artists, Including Painters, Sculptors, and Illustrators","Arts, Design, Entertainment, Sports, and Media"
-33-2021.00,Fire Inspectors and Investigators,Protective Service
-17-2111.02,Fire-Prevention and Protection Engineers,Architecture and Engineering
-33-2011.00,Firefighters,Protective Service
-47-1011.00,First-Line Supervisors of Construction Trades and Extraction Workers,Construction and Extraction
-33-1011.00,First-Line Supervisors of Correctional Officers,Protective Service
-45-1011.00,"First-Line Supervisors of Farming, Fishing, and Forestry Workers","Farming, Fishing, and Forestry"
-33-1021.00,First-Line Supervisors of Firefighting and Prevention Workers,Protective Service
-35-1012.00,First-Line Supervisors of Food Preparation and Serving Workers,Food Preparation and Serving Related
-39-1013.00,First-Line Supervisors of Gambling Services Workers,Personal Care and Service
-53-1042.00,"First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand",Transportation and Material Moving
-37-1011.00,First-Line Supervisors of Housekeeping and Janitorial Workers,Building and Grounds Cleaning and Maintenance
-37-1012.00,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Building and Grounds Cleaning and Maintenance
-53-1043.00,First-Line Supervisors of Material-Moving Machine and Vehicle Operators,Transportation and Material Moving
-49-1011.00,"First-Line Supervisors of Mechanics, Installers, and Repairers","Installation, Maintenance, and Repair"
-41-1012.00,First-Line Supervisors of Non-Retail Sales Workers,Sales and Related
-43-1011.00,First-Line Supervisors of Office and Administrative Support Workers,Office and Administrative Support
-39-1022.00,First-Line Supervisors of Personal Service Workers,Personal Care and Service
-33-1012.00,First-Line Supervisors of Police and Detectives,Protective Service
-51-1011.00,First-Line Supervisors of Production and Operating Workers,Production
-41-1011.00,First-Line Supervisors of Retail Sales Workers,Sales and Related
-33-3031.00,Fish and Game Wardens,Protective Service
-45-3031.00,Fishing and Hunting Workers,"Farming, Fishing, and Forestry"
-11-9179.01,Fitness and Wellness Coordinators,Management
-53-2031.00,Flight Attendants,Transportation and Material Moving
-47-2042.00,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Construction and Extraction
-47-2043.00,Floor Sanders and Finishers,Construction and Extraction
-27-1023.00,Floral Designers,"Arts, Design, Entertainment, Sports, and Media"
-51-3091.00,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Production
-51-3092.00,Food Batchmakers,Production
-51-3093.00,Food Cooking Machine Operators and Tenders,Production
-35-2021.00,Food Preparation Workers,Food Preparation and Serving Related
-19-4013.00,Food Science Technicians,"Life, Physical, and Social Science"
-19-1012.00,Food Scientists and Technologists,"Life, Physical, and Social Science"
-35-3041.00,"Food Servers, Nonrestaurant",Food Preparation and Serving Related
-11-9051.00,Food Service Managers,Management
-25-1124.00,"Foreign Language and Literature Teachers, Postsecondary",Educational Instruction and Library
-19-4092.00,Forensic Science Technicians,"Life, Physical, and Social Science"
-19-4071.00,Forest and Conservation Technicians,"Life, Physical, and Social Science"
-45-4011.00,Forest and Conservation Workers,"Farming, Fishing, and Forestry"
-33-2022.00,Forest Fire Inspectors and Prevention Specialists,Protective Service
-19-1032.00,Foresters,"Life, Physical, and Social Science"
-25-1043.00,"Forestry and Conservation Science Teachers, Postsecondary",Educational Instruction and Library
-51-4022.00,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Production
-51-4071.00,Foundry Mold and Coremakers,Production
-13-2099.04,"Fraud Examiners, Investigators and Analysts",Accountants and Auditors
-43-5011.01,Freight Forwarders,Office and Administrative Support
-17-2141.01,Fuel Cell Engineers,Architecture and Engineering
-13-1131.00,Fundraisers,Accountants and Auditors
-39-4021.00,Funeral Attendants,Personal Care and Service
-11-9171.00,Funeral Home Managers,Management
-51-9051.00,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Production
-51-7021.00,Furniture Finishers,Production
-39-3012.00,Gambling and Sports Book Writers and Runners,Personal Care and Service
-43-3041.00,Gambling Cage Workers,Office and Administrative Support
-41-2012.00,Gambling Change Persons and Booth Cashiers,Sales and Related
-39-3011.00,Gambling Dealers,Personal Care and Service
-11-9071.00,Gambling Managers,Management
-33-9031.00,Gambling Surveillance Officers and Gambling Investigators,Protective Service
-53-7071.00,Gas Compressor and Gas Pumping Station Operators,Transportation and Material Moving
-51-8092.00,Gas Plant Operators,Production
-51-9071.06,Gem and Diamond Workers,Production
-11-1021.00,General and Operations Managers,Management
-29-1216.00,General Internal Medicine Physicians,Healthcare Practitioners and Technical
-29-9092.00,Genetic Counselors,Healthcare Practitioners and Technical
-19-1029.03,Geneticists,"Life, Physical, and Social Science"
-17-1022.01,Geodetic Surveyors,Architecture and Engineering
-19-3092.00,Geographers,"Life, Physical, and Social Science"
-15-1299.02,Geographic Information Systems Technologists and Technicians,Computer and Mathematical
-25-1064.00,"Geography Teachers, Postsecondary",Educational Instruction and Library
-19-4043.00,"Geological Technicians, Except Hydrologic Technicians","Life, Physical, and Social Science"
-19-2042.00,"Geoscientists, Except Hydrologists and Geographers","Life, Physical, and Social Science"
-11-3051.02,Geothermal Production Managers,Management
-49-9099.01,Geothermal Technicians,"Installation, Maintenance, and Repair"
-51-9195.04,"Glass Blowers, Molders, Benders, and Finishers",Production
-47-2121.00,Glaziers,Construction and Extraction
-13-1041.04,Government Property Inspectors and Investigators,Accountants and Auditors
-45-2041.00,"Graders and Sorters, Agricultural Products","Farming, Fishing, and Forestry"
-27-1024.00,Graphic Designers,"Arts, Design, Entertainment, Sports, and Media"
-51-9022.00,"Grinding and Polishing Workers, Hand",Production
-51-4033.00,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Production
-39-5012.00,"Hairdressers, Hairstylists, and Cosmetologists",Personal Care and Service
-47-4041.00,Hazardous Materials Removal Workers,Construction and Extraction
-17-2111.00,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Architecture and Engineering
-21-1091.00,Health Education Specialists,Community and Social Service
-15-1211.01,Health Informatics Specialists,Computer and Mathematical
-25-1071.00,"Health Specialties Teachers, Postsecondary",Educational Instruction and Library
-21-1022.00,Healthcare Social Workers,Community and Social Service
-29-2092.00,Hearing Aid Specialists,Healthcare Practitioners and Technical
-51-4191.00,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Production
-49-9021.00,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers","Installation, Maintenance, and Repair"
-53-3032.00,Heavy and Tractor-Trailer Truck Drivers,Transportation and Material Moving
-47-3011.00,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Construction and Extraction
-47-3012.00,Helpers--Carpenters,Construction and Extraction
-47-3013.00,Helpers--Electricians,Construction and Extraction
-47-5081.00,Helpers--Extraction Workers,Construction and Extraction
-49-9098.00,"Helpers--Installation, Maintenance, and Repair Workers","Installation, Maintenance, and Repair"
-47-3014.00,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Construction and Extraction
-47-3015.00,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Construction and Extraction
-51-9198.00,Helpers--Production Workers,Production
-47-3016.00,Helpers--Roofers,Construction and Extraction
-47-4051.00,Highway Maintenance Workers,Construction and Extraction
-19-3093.00,Historians,"Life, Physical, and Social Science"
-25-1125.00,"History Teachers, Postsecondary",Educational Instruction and Library
-53-7041.00,Hoist and Winch Operators,Transportation and Material Moving
-49-9031.00,Home Appliance Repairers,"Installation, Maintenance, and Repair"
-31-1121.00,Home Health Aides,Healthcare Support
-29-1229.02,Hospitalists,Healthcare Practitioners and Technical
-35-9031.00,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Food Preparation and Serving Related
-43-4081.00,"Hotel, Motel, and Resort Desk Clerks",Office and Administrative Support
-17-2112.01,Human Factors Engineers and Ergonomists,Architecture and Engineering
-43-4161.00,"Human Resources Assistants, Except Payroll and Timekeeping",Office and Administrative Support
-11-3121.00,Human Resources Managers,Management
-13-1071.00,Human Resources Specialists,Accountants and Auditors
-51-8013.04,Hydroelectric Plant Technicians,Production
-11-3051.06,Hydroelectric Production Managers,Management
-19-2043.00,Hydrologists,"Life, Physical, and Social Science"
-19-2041.03,Industrial Ecologists,"Life, Physical, and Social Science"
-17-3026.00,Industrial Engineering Technologists and Technicians,Architecture and Engineering
-17-2112.00,Industrial Engineers,Architecture and Engineering
-49-9041.00,Industrial Machinery Mechanics,"Installation, Maintenance, and Repair"
-11-3051.00,Industrial Production Managers,Management
-53-7051.00,Industrial Truck and Tractor Operators,Transportation and Material Moving
-19-3032.00,Industrial-Organizational Psychologists,"Life, Physical, and Social Science"
-15-1212.00,Information Security Analysts,Computer and Mathematical
-15-1299.09,Information Technology Project Managers,Computer and Mathematical
-51-9061.00,"Inspectors, Testers, Sorters, Samplers, and Weighers",Production
-25-9031.00,Instructional Coordinators,Educational Instruction and Library
-47-2131.00,"Insulation Workers, Floor, Ceiling, and Wall",Construction and Extraction
-47-2132.00,"Insulation Workers, Mechanical",Construction and Extraction
-13-1032.00,"Insurance Appraisers, Auto Damage",Accountants and Auditors
-43-9041.00,Insurance Claims and Policy Processing Clerks,Office and Administrative Support
-41-3021.00,Insurance Sales Agents,Sales and Related
-13-2053.00,Insurance Underwriters,Accountants and Auditors
-33-3021.06,Intelligence Analysts,Protective Service
-27-1025.00,Interior Designers,"Arts, Design, Entertainment, Sports, and Media"
-27-3091.00,Interpreters and Translators,"Arts, Design, Entertainment, Sports, and Media"
-43-4111.00,"Interviewers, Except Eligibility and Loan",Office and Administrative Support
-11-3031.03,Investment Fund Managers,Management
-37-2011.00,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Building and Grounds Cleaning and Maintenance
-51-9071.00,Jewelers and Precious Stone and Metal Workers,Production
-23-1023.00,"Judges, Magistrate Judges, and Magistrates",Legal
-23-1012.00,Judicial Law Clerks,Legal
-25-2012.00,"Kindergarten Teachers, Except Special Education",Educational Instruction and Library
-13-1075.00,Labor Relations Specialists,Accountants and Auditors
-53-7062.00,"Laborers and Freight, Stock, and Material Movers, Hand",Transportation and Material Moving
-17-1012.00,Landscape Architects,Architecture and Engineering
-37-3011.00,Landscaping and Groundskeeping Workers,Building and Grounds Cleaning and Maintenance
-51-4034.00,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Production
-51-6011.00,Laundry and Dry-Cleaning Workers,Production
-25-1112.00,"Law Teachers, Postsecondary",Educational Instruction and Library
-23-1011.00,Lawyers,Legal
-51-4192.00,"Layout Workers, Metal and Plastic",Production
-43-6012.00,Legal Secretaries and Administrative Assistants,Office and Administrative Support
-25-4022.00,Librarians and Media Collections Specialists,Educational Instruction and Library
-43-4121.00,"Library Assistants, Clerical",Office and Administrative Support
-25-1082.00,"Library Science Teachers, Postsecondary",Educational Instruction and Library
-25-4031.00,Library Technicians,Educational Instruction and Library
-29-2061.00,Licensed Practical and Licensed Vocational Nurses,Healthcare Practitioners and Technical
-33-9092.00,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Protective Service
-53-3033.00,Light Truck Drivers,Transportation and Material Moving
-47-5044.00,"Loading and Moving Machine Operators, Underground Mining",Construction and Extraction
-43-4131.00,Loan Interviewers and Clerks,Office and Administrative Support
-13-2072.00,Loan Officers,Accountants and Auditors
-39-3093.00,"Locker Room, Coatroom, and Dressing Room Attendants",Personal Care and Service
-49-9094.00,Locksmiths and Safe Repairers,"Installation, Maintenance, and Repair"
-53-4011.00,Locomotive Engineers,Transportation and Material Moving
-11-9081.00,Lodging Managers,Management
-45-4023.00,Log Graders and Scalers,"Farming, Fishing, and Forestry"
-45-4022.00,Logging Equipment Operators,"Farming, Fishing, and Forestry"
-13-1081.00,Logisticians,Accountants and Auditors
-13-1081.02,Logistics Analysts,Accountants and Auditors
-13-1081.01,Logistics Engineers,Accountants and Auditors
-11-9199.08,Loss Prevention Managers,Management
-29-1122.01,"Low Vision Therapists, Orientation and Mobility Specialists, and Vision Rehabilitation Therapists",Healthcare Practitioners and Technical
-53-7063.00,Machine Feeders and Offbearers,Transportation and Material Moving
-51-4041.00,Machinists,Production
-29-2035.00,Magnetic Resonance Imaging Technologists,Healthcare Practitioners and Technical
-37-2012.00,Maids and Housekeeping Cleaners,Building and Grounds Cleaning and Maintenance
-43-9051.00,"Mail Clerks and Mail Machine Operators, Except Postal Service",Office and Administrative Support
-49-9071.00,"Maintenance and Repair Workers, General","Installation, Maintenance, and Repair"
-49-9043.00,"Maintenance Workers, Machinery","Installation, Maintenance, and Repair"
-39-5091.00,"Makeup Artists, Theatrical and Performance",Personal Care and Service
-13-1111.00,Management Analysts,Accountants and Auditors
-39-5092.00,Manicurists and Pedicurists,Personal Care and Service
-49-9095.00,Manufactured Building and Mobile Home Installers,"Installation, Maintenance, and Repair"
-17-2112.03,Manufacturing Engineers,Architecture and Engineering
-17-2121.00,Marine Engineers and Naval Architects,Architecture and Engineering
-13-1161.00,Market Research Analysts and Marketing Specialists,Accountants and Auditors
-11-2021.00,Marketing Managers,Management
-21-1013.00,Marriage and Family Therapists,Community and Social Service
-31-9011.00,Massage Therapists,Healthcare Support
-17-2131.00,Materials Engineers,Architecture and Engineering
-19-2032.00,Materials Scientists,"Life, Physical, and Social Science"
-25-1022.00,"Mathematical Science Teachers, Postsecondary",Educational Instruction and Library
-15-2021.00,Mathematicians,Computer and Mathematical
-51-3022.00,"Meat, Poultry, and Fish Cutters and Trimmers",Production
-49-9011.00,Mechanical Door Repairers,"Installation, Maintenance, and Repair"
-17-3013.00,Mechanical Drafters,Architecture and Engineering
-17-3027.00,Mechanical Engineering Technologists and Technicians,Architecture and Engineering
-17-2141.00,Mechanical Engineers,Architecture and Engineering
-17-2199.05,Mechatronics Engineers,Architecture and Engineering
-27-2012.03,Media Programming Directors,"Arts, Design, Entertainment, Sports, and Media"
-27-2012.05,Media Technical Directors/Managers,"Arts, Design, Entertainment, Sports, and Media"
-29-2012.00,Medical and Clinical Laboratory Technicians,Healthcare Practitioners and Technical
-29-2011.00,Medical and Clinical Laboratory Technologists,Healthcare Practitioners and Technical
-11-9111.00,Medical and Health Services Managers,Management
-51-9082.00,Medical Appliance Technicians,Production
-31-9092.00,Medical Assistants,Healthcare Support
-31-9093.00,Medical Equipment Preparers,Healthcare Support
-49-9062.00,Medical Equipment Repairers,"Installation, Maintenance, and Repair"
-19-1042.00,"Medical Scientists, Except Epidemiologists","Life, Physical, and Social Science"
-43-6013.00,Medical Secretaries and Administrative Assistants,Office and Administrative Support
-31-9094.00,Medical Transcriptionists,Healthcare Support
-13-1121.00,"Meeting, Convention, and Event Planners",Accountants and Auditors
-21-1023.00,Mental Health and Substance Abuse Social Workers,Community and Social Service
-21-1014.00,Mental Health Counselors,Community and Social Service
-27-1026.00,Merchandise Displayers and Window Trimmers,"Arts, Design, Entertainment, Sports, and Media"
-51-4051.00,Metal-Refining Furnace Operators and Tenders,Production
-43-5041.00,"Meter Readers, Utilities",Office and Administrative Support
-19-1022.00,Microbiologists,"Life, Physical, and Social Science"
-17-2199.06,Microsystems Engineers,Architecture and Engineering
-25-2022.00,"Middle School Teachers, Except Special and Career/Technical Education",Educational Instruction and Library
-29-9099.01,Midwives,Healthcare Practitioners and Technical
-51-4035.00,"Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",Production
-49-9044.00,Millwrights,"Installation, Maintenance, and Repair"
-17-2151.00,"Mining and Geological Engineers, Including Mining Safety Engineers",Architecture and Engineering
-51-9023.00,"Mixing and Blending Machine Setters, Operators, and Tenders",Production
-49-3042.00,"Mobile Heavy Equipment Mechanics, Except Engines","Installation, Maintenance, and Repair"
-51-4061.00,"Model Makers, Metal and Plastic",Production
-51-7031.00,"Model Makers, Wood",Production
-41-9012.00,Models,Sales and Related
-51-9195.00,"Molders, Shapers, and Casters, Except Metal and Plastic",Production
-51-4072.00,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Production
-19-1029.02,Molecular and Cellular Biologists,"Life, Physical, and Social Science"
-39-4031.00,"Morticians, Undertakers, and Funeral Arrangers",Personal Care and Service
-39-3021.00,Motion Picture Projectionists,Personal Care and Service
-49-3051.00,Motorboat Mechanics and Service Technicians,"Installation, Maintenance, and Repair"
-53-5022.00,Motorboat Operators,Transportation and Material Moving
-49-3052.00,Motorcycle Mechanics,"Installation, Maintenance, and Repair"
-51-4081.00,"Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Production
-25-4013.00,Museum Technicians and Conservators,Educational Instruction and Library
-27-2041.00,Music Directors and Composers,"Arts, Design, Entertainment, Sports, and Media"
-29-1129.02,Music Therapists,Healthcare Practitioners and Technical
-49-9063.00,Musical Instrument Repairers and Tuners,"Installation, Maintenance, and Repair"
-27-2042.00,Musicians and Singers,"Arts, Design, Entertainment, Sports, and Media"
-39-9011.01,Nannies,Personal Care and Service
-17-2199.09,Nanosystems Engineers,Architecture and Engineering
-17-3026.01,Nanotechnology Engineering Technologists and Technicians,Architecture and Engineering
-11-9121.00,Natural Sciences Managers,Management
-29-1299.01,Naturopathic Physicians,Healthcare Practitioners and Technical
-15-1244.00,Network and Computer Systems Administrators,Computer and Mathematical
-29-2099.01,Neurodiagnostic Technologists,Healthcare Practitioners and Technical
-29-1217.00,Neurologists,Healthcare Practitioners and Technical
-43-4141.00,New Accounts Clerks,Office and Administrative Support
-27-3023.00,"News Analysts, Reporters, and Journalists","Arts, Design, Entertainment, Sports, and Media"
-17-3029.01,Non-Destructive Testing Specialists,Architecture and Engineering
-17-2161.00,Nuclear Engineers,Architecture and Engineering
-29-2033.00,Nuclear Medicine Technologists,Healthcare Practitioners and Technical
-19-4051.02,Nuclear Monitoring Technicians,"Life, Physical, and Social Science"
-51-8011.00,Nuclear Power Reactor Operators,Production
-19-4051.00,Nuclear Technicians,"Life, Physical, and Social Science"
-29-1151.00,Nurse Anesthetists,Healthcare Practitioners and Technical
-29-1161.00,Nurse Midwives,Healthcare Practitioners and Technical
-29-1171.00,Nurse Practitioners,Healthcare Practitioners and Technical
-31-1131.00,Nursing Assistants,Healthcare Support
-25-1072.00,"Nursing Instructors and Teachers, Postsecondary",Educational Instruction and Library
-29-1218.00,Obstetricians and Gynecologists,Healthcare Practitioners and Technical
-19-5011.00,Occupational Health and Safety Specialists,"Life, Physical, and Social Science"
-19-5012.00,Occupational Health and Safety Technicians,"Life, Physical, and Social Science"
-29-1122.00,Occupational Therapists,Healthcare Practitioners and Technical
-31-2012.00,Occupational Therapy Aides,Healthcare Support
-31-2011.00,Occupational Therapy Assistants,Healthcare Support
-43-9061.00,"Office Clerks, General",Office and Administrative Support
-43-9071.00,"Office Machine Operators, Except Computer",Office and Administrative Support
-13-1199.06,Online Merchants,Accountants and Auditors
-47-2073.00,Operating Engineers and Other Construction Equipment Operators,Construction and Extraction
-15-2031.00,Operations Research Analysts,Computer and Mathematical
-51-9083.00,Ophthalmic Laboratory Technicians,Production
-29-2057.00,Ophthalmic Medical Technicians,Healthcare Practitioners and Technical
-29-2099.05,Ophthalmic Medical Technologists,Healthcare Practitioners and Technical
-29-1241.00,"Ophthalmologists, Except Pediatric",Healthcare Practitioners and Technical
-29-2081.00,"Opticians, Dispensing",Healthcare Practitioners and Technical
-29-1041.00,Optometrists,Healthcare Practitioners and Technical
-29-1022.00,Oral and Maxillofacial Surgeons,Healthcare Practitioners and Technical
-43-4151.00,Order Clerks,Office and Administrative Support
-31-1132.00,Orderlies,Healthcare Support
-29-1023.00,Orthodontists,Healthcare Practitioners and Technical
-29-1299.02,Orthoptists,Healthcare Practitioners and Technical
-29-2091.00,Orthotists and Prosthetists,Healthcare Practitioners and Technical
-49-3053.00,Outdoor Power Equipment and Other Small Engine Mechanics,"Installation, Maintenance, and Repair"
-51-9111.00,Packaging and Filling Machine Operators and Tenders,Production
-53-7064.00,"Packers and Packagers, Hand",Transportation and Material Moving
-47-2141.00,"Painters, Construction and Maintenance",Construction and Extraction
-51-9123.00,"Painting, Coating, and Decorating Workers",Production
-51-9196.00,"Paper Goods Machine Setters, Operators, and Tenders",Production
-47-2142.00,Paperhangers,Construction and Extraction
-23-2011.00,Paralegals and Legal Assistants,Legal
-19-1031.03,Park Naturalists,"Life, Physical, and Social Science"
-53-6021.00,Parking Attendants,Transportation and Material Moving
-33-3041.00,Parking Enforcement Workers,Protective Service
-41-2022.00,Parts Salespersons,Sales and Related
-53-6061.00,Passenger Attendants,Transportation and Material Moving
-29-2099.08,Patient Representatives,Healthcare Practitioners and Technical
-51-4062.00,"Patternmakers, Metal and Plastic",Production
-51-7032.00,"Patternmakers, Wood",Production
-47-2071.00,"Paving, Surfacing, and Tamping Equipment Operators",Construction and Extraction
-43-3051.00,Payroll and Timekeeping Clerks,Office and Administrative Support
-29-1221.00,"Pediatricians, General",Healthcare Practitioners and Technical
-31-1122.00,Personal Care Aides,Healthcare Support
-13-2052.00,Personal Financial Advisors,Accountants and Auditors
-37-2021.00,Pest Control Workers,Building and Grounds Cleaning and Maintenance
-37-3012.00,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Building and Grounds Cleaning and Maintenance
-17-2171.00,Petroleum Engineers,Architecture and Engineering
-51-8093.00,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Production
-29-1051.00,Pharmacists,Healthcare Practitioners and Technical
-31-9095.00,Pharmacy Aides,Healthcare Support
-29-2052.00,Pharmacy Technicians,Healthcare Practitioners and Technical
-25-1126.00,"Philosophy and Religion Teachers, Postsecondary",Educational Instruction and Library
-31-9097.00,Phlebotomists,Healthcare Support
-27-4021.00,Photographers,"Arts, Design, Entertainment, Sports, and Media"
-51-9151.00,Photographic Process Workers and Processing Machine Operators,Production
-17-2199.07,Photonics Engineers,Architecture and Engineering
-17-3029.08,Photonics Technicians,Architecture and Engineering
-29-1229.04,Physical Medicine and Rehabilitation Physicians,Healthcare Practitioners and Technical
-31-2022.00,Physical Therapist Aides,Healthcare Support
-31-2021.00,Physical Therapist Assistants,Healthcare Support
-29-1123.00,Physical Therapists,Healthcare Practitioners and Technical
-29-1071.00,Physician Assistants,Healthcare Practitioners and Technical
-29-1222.00,"Physicians, Pathologists",Healthcare Practitioners and Technical
-19-2012.00,Physicists,"Life, Physical, and Social Science"
-25-1054.00,"Physics Teachers, Postsecondary",Educational Instruction and Library
-47-2072.00,Pile Driver Operators,Construction and Extraction
-47-2151.00,Pipelayers,Construction and Extraction
-47-2161.00,Plasterers and Stucco Masons,Construction and Extraction
-51-4193.00,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Production
-47-2152.00,"Plumbers, Pipefitters, and Steamfitters",Construction and Extraction
-29-1081.00,Podiatrists,Healthcare Practitioners and Technical
-27-3043.05,"Poets, Lyricists and Creative Writers","Arts, Design, Entertainment, Sports, and Media"
-33-3051.00,Police and Sheriff's Patrol Officers,Protective Service
-33-3021.02,Police Identification and Records Officers,Protective Service
-25-1065.00,"Political Science Teachers, Postsecondary",Educational Instruction and Library
-19-3094.00,Political Scientists,"Life, Physical, and Social Science"
-43-5051.00,Postal Service Clerks,Office and Administrative Support
-43-5052.00,Postal Service Mail Carriers,Office and Administrative Support
-43-5053.00,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Office and Administrative Support
-11-9131.00,Postmasters and Mail Superintendents,Management
-51-9195.05,"Potters, Manufacturing",Production
-51-4052.00,"Pourers and Casters, Metal",Production
-51-8012.00,Power Distributors and Dispatchers,Production
-51-8013.00,Power Plant Operators,Production
-19-4012.01,Precision Agriculture Technicians,"Life, Physical, and Social Science"
-51-5111.00,Prepress Technicians and Workers,Production
-25-2011.00,"Preschool Teachers, Except Special Education",Educational Instruction and Library
-51-6021.00,"Pressers, Textile, Garment, and Related Materials",Production
-29-1229.05,Preventive Medicine Physicians,Healthcare Practitioners and Technical
-51-5113.00,Print Binding and Finishing Workers,Production
-51-5112.00,Printing Press Operators,Production
-33-9021.00,Private Detectives and Investigators,Protective Service
-21-1092.00,Probation Officers and Correctional Treatment Specialists,Community and Social Service
-43-3061.00,Procurement Clerks,Office and Administrative Support
-27-2012.00,Producers and Directors,"Arts, Design, Entertainment, Sports, and Media"
-43-5061.00,"Production, Planning, and Expediting Clerks",Office and Administrative Support
-43-9081.00,Proofreaders and Copy Markers,Office and Administrative Support
-11-9141.00,"Property, Real Estate, and Community Association Managers",Management
-29-1024.00,Prosthodontists,Healthcare Practitioners and Technical
-31-1133.00,Psychiatric Aides,Healthcare Support
-29-2053.00,Psychiatric Technicians,Healthcare Practitioners and Technical
-29-1223.00,Psychiatrists,Healthcare Practitioners and Technical
-25-1066.00,"Psychology Teachers, Postsecondary",Educational Instruction and Library
-27-3031.00,Public Relations Specialists,"Arts, Design, Entertainment, Sports, and Media"
-43-5031.00,Public Safety Telecommunicators,Office and Administrative Support
-53-7072.00,"Pump Operators, Except Wellhead Pumpers",Transportation and Material Moving
-13-1023.00,"Purchasing Agents, Except Wholesale, Retail, and Farm Products",Accountants and Auditors
-11-3061.00,Purchasing Managers,Management
-19-4099.01,Quality Control Analysts,"Life, Physical, and Social Science"
-11-3051.01,Quality Control Systems Managers,Management
-29-1124.00,Radiation Therapists,Healthcare Practitioners and Technical
-17-2072.01,Radio Frequency Identification Device Specialists,Architecture and Engineering
-49-2021.00,"Radio, Cellular, and Tower Equipment Installers and Repairers","Installation, Maintenance, and Repair"
-29-2034.00,Radiologic Technologists and Technicians,Healthcare Practitioners and Technical
-29-1224.00,Radiologists,Healthcare Practitioners and Technical
-49-3043.00,Rail Car Repairers,"Installation, Maintenance, and Repair"
-53-4013.00,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Transportation and Material Moving
-47-4061.00,Rail-Track Laying and Maintenance Equipment Operators,Construction and Extraction
-53-4022.00,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Transportation and Material Moving
-53-4031.00,Railroad Conductors and Yardmasters,Transportation and Material Moving
-19-1031.02,Range Managers,"Life, Physical, and Social Science"
-41-9021.00,Real Estate Brokers,Sales and Related
-41-9022.00,Real Estate Sales Agents,Sales and Related
-43-4171.00,Receptionists and Information Clerks,Office and Administrative Support
-25-1193.00,"Recreation and Fitness Studies Teachers, Postsecondary",Educational Instruction and Library
-39-9032.00,Recreation Workers,Personal Care and Service
-29-1125.00,Recreational Therapists,Healthcare Practitioners and Technical
-49-3092.00,Recreational Vehicle Service Technicians,"Installation, Maintenance, and Repair"
-53-7062.04,Recycling and Reclamation Workers,Transportation and Material Moving
-53-1042.01,Recycling Coordinators,Transportation and Material Moving
-49-9045.00,"Refractory Materials Repairers, Except Brickmasons","Installation, Maintenance, and Repair"
-53-7081.00,Refuse and Recyclable Material Collectors,Transportation and Material Moving
-29-1141.00,Registered Nurses,Healthcare Practitioners and Technical
-11-9199.01,Regulatory Affairs Managers,Management
-13-1041.07,Regulatory Affairs Specialists,Accountants and Auditors
-21-1015.00,Rehabilitation Counselors,Community and Social Service
-47-2171.00,Reinforcing Iron and Rebar Workers,Construction and Extraction
-19-2099.01,Remote Sensing Scientists and Technologists,"Life, Physical, and Social Science"
-19-4099.03,Remote Sensing Technicians,"Life, Physical, and Social Science"
-43-4181.00,Reservation and Transportation Ticket Agents and Travel Clerks,Office and Administrative Support
-39-9041.00,Residential Advisors,Personal Care and Service
-29-1126.00,Respiratory Therapists,Healthcare Practitioners and Technical
-33-9099.02,Retail Loss Prevention Specialists,Protective Service
-41-2031.00,Retail Salespersons,Sales and Related
-49-9096.00,Riggers,"Installation, Maintenance, and Repair"
-17-2199.08,Robotics Engineers,Architecture and Engineering
-17-3024.01,Robotics Technicians,Architecture and Engineering
-47-5051.00,"Rock Splitters, Quarry",Construction and Extraction
-51-4023.00,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Production
-47-5043.00,"Roof Bolters, Mining",Construction and Extraction
-47-2181.00,Roofers,Construction and Extraction
-47-5012.00,"Rotary Drill Operators, Oil and Gas",Construction and Extraction
-47-5071.00,"Roustabouts, Oil and Gas",Construction and Extraction
-53-5011.00,Sailors and Marine Oilers,Transportation and Material Moving
-41-9031.00,Sales Engineers,Sales and Related
-11-2022.00,Sales Managers,Management
-41-4012.00,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Sales and Related
-41-4011.00,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Sales and Related
-51-7041.00,"Sawing Machine Setters, Operators, and Tenders, Wood",Production
-19-3034.00,School Psychologists,"Life, Physical, and Social Science"
-13-1161.01,Search Marketing Strategists,Accountants and Auditors
-25-2031.00,"Secondary School Teachers, Except Special and Career/Technical Education",Educational Instruction and Library
-43-6014.00,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Office and Administrative Support
-41-3031.00,"Securities, Commodities, and Financial Services Sales Agents",Sales and Related
-49-2098.00,Security and Fire Alarm Systems Installers,"Installation, Maintenance, and Repair"
-33-9032.00,Security Guards,Protective Service
-47-4091.00,Segmental Pavers,Construction and Extraction
-25-3021.00,Self-Enrichment Teachers,Educational Instruction and Library
-51-9141.00,Semiconductor Processing Technicians,Production
-51-9012.00,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Production
-47-4071.00,Septic Tank Servicers and Sewer Pipe Cleaners,Construction and Extraction
-47-5013.00,"Service Unit Operators, Oil and Gas",Construction and Extraction
-27-1027.00,Set and Exhibit Designers,"Arts, Design, Entertainment, Sports, and Media"
-51-6051.00,"Sewers, Hand",Production
-51-6031.00,Sewing Machine Operators,Production
-39-5093.00,Shampooers,Personal Care and Service
-47-2211.00,Sheet Metal Workers,Construction and Extraction
-53-5031.00,Ship Engineers,Transportation and Material Moving
-43-5071.00,"Shipping, Receiving, and Inventory Clerks",Office and Administrative Support
-51-6041.00,Shoe and Leather Workers and Repairers,Production
-51-6042.00,Shoe Machine Operators and Tenders,Production
-49-9097.00,Signal and Track Switch Repairers,"Installation, Maintenance, and Repair"
-39-5094.00,Skincare Specialists,Personal Care and Service
-51-3023.00,Slaughterers and Meat Packers,Production
-11-9151.00,Social and Community Service Managers,Management
-21-1093.00,Social and Human Service Assistants,Community and Social Service
-19-4061.00,Social Science Research Assistants,"Life, Physical, and Social Science"
-25-1113.00,"Social Work Teachers, Postsecondary",Educational Instruction and Library
-19-3041.00,Sociologists,"Life, Physical, and Social Science"
-25-1067.00,"Sociology Teachers, Postsecondary",Educational Instruction and Library
-15-1253.00,Software Quality Assurance Analysts and Testers,Computer and Mathematical
-19-1013.00,Soil and Plant Scientists,"Life, Physical, and Social Science"
-47-1011.03,Solar Energy Installation Managers,Construction and Extraction
-17-2199.11,Solar Energy Systems Engineers,Architecture and Engineering
-47-2231.00,Solar Photovoltaic Installers,Construction and Extraction
-41-4011.07,Solar Sales Representatives and Assessors,Sales and Related
-47-2152.04,Solar Thermal Installers and Technicians,Construction and Extraction
-27-4014.00,Sound Engineering Technicians,"Arts, Design, Entertainment, Sports, and Media"
-11-9179.02,Spa Managers,Management
-25-2057.00,"Special Education Teachers, Middle School",Educational Instruction and Library
-25-2051.00,"Special Education Teachers, Preschool",Educational Instruction and Library
-25-2058.00,"Special Education Teachers, Secondary School",Educational Instruction and Library
-27-1014.00,Special Effects Artists and Animators,"Arts, Design, Entertainment, Sports, and Media"
-29-1127.00,Speech-Language Pathologists,Healthcare Practitioners and Technical
-31-9099.01,Speech-Language Pathology Assistants,Healthcare Support
-29-1229.06,Sports Medicine Physicians,Healthcare Practitioners and Technical
-51-8021.00,Stationary Engineers and Boiler Operators,Production
-43-9111.00,Statistical Assistants,Office and Administrative Support
-15-2041.00,Statisticians,Computer and Mathematical
-53-7065.00,Stockers and Order Fillers,Transportation and Material Moving
-51-9195.03,"Stone Cutters and Carvers, Manufacturing",Production
-47-2022.00,Stonemasons,Construction and Extraction
-47-2221.00,Structural Iron and Steel Workers,Construction and Extraction
-51-2041.00,Structural Metal Fabricators and Fitters,Production
-21-1011.00,Substance Abuse and Behavioral Disorder Counselors,Community and Social Service
-53-4041.00,Subway and Streetcar Operators,Transportation and Material Moving
-11-3071.04,Supply Chain Managers,Management
-29-9093.00,Surgical Assistants,Healthcare Practitioners and Technical
-29-2055.00,Surgical Technologists,Healthcare Practitioners and Technical
-19-3022.00,Survey Researchers,"Life, Physical, and Social Science"
-17-3031.00,Surveying and Mapping Technicians,Architecture and Engineering
-17-1022.00,Surveyors,Architecture and Engineering
-13-1199.05,Sustainability Specialists,Accountants and Auditors
-43-2011.00,"Switchboard Operators, Including Answering Service",Office and Administrative Support
-51-6052.00,"Tailors, Dressmakers, and Custom Sewers",Production
-27-2012.04,Talent Directors,"Arts, Design, Entertainment, Sports, and Media"
-53-7121.00,"Tank Car, Truck, and Ship Loaders",Transportation and Material Moving
-47-2082.00,Tapers,Construction and Extraction
-13-2081.00,"Tax Examiners and Collectors, and Revenue Agents",Accountants and Auditors
-13-2082.00,Tax Preparers,Accountants and Auditors
-25-9044.00,"Teaching Assistants, Postsecondary",Educational Instruction and Library
-51-2092.00,Team Assemblers,Production
-27-3042.00,Technical Writers,"Arts, Design, Entertainment, Sports, and Media"
-15-1241.01,Telecommunications Engineering Specialists,Computer and Mathematical
-49-2022.00,"Telecommunications Equipment Installers and Repairers, Except Line Installers","Installation, Maintenance, and Repair"
-49-9052.00,Telecommunications Line Installers and Repairers,"Installation, Maintenance, and Repair"
-41-9041.00,Telemarketers,Sales and Related
-43-2021.00,Telephone Operators,Office and Administrative Support
-43-3071.00,Tellers,Office and Administrative Support
-47-2053.00,Terrazzo Workers and Finishers,Construction and Extraction
-51-6061.00,Textile Bleaching and Dyeing Machine Operators and Tenders,Production
-51-6062.00,"Textile Cutting Machine Setters, Operators, and Tenders",Production
-51-6063.00,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Production
-51-6064.00,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Production
-47-2044.00,Tile and Stone Setters,Construction and Extraction
-51-2061.00,Timing Device Assemblers and Adjusters,Production
-51-9197.00,Tire Builders,Production
-49-3093.00,Tire Repairers and Changers,"Installation, Maintenance, and Repair"
-23-2093.00,"Title Examiners, Abstractors, and Searchers",Legal
-51-4111.00,Tool and Die Makers,Production
-51-4194.00,"Tool Grinders, Filers, and Sharpeners",Production
-39-7011.00,Tour Guides and Escorts,Personal Care and Service
-53-6041.00,Traffic Technicians,Transportation and Material Moving
-11-3131.00,Training and Development Managers,Management
-13-1151.00,Training and Development Specialists,Accountants and Auditors
-33-3052.00,Transit and Railroad Police,Protective Service
-17-2051.01,Transportation Engineers,Architecture and Engineering
-53-6051.00,Transportation Inspectors,Transportation and Material Moving
-19-3099.01,Transportation Planners,"Life, Physical, and Social Science"
-33-9093.00,Transportation Security Screeners,Protective Service
-53-6051.07,"Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation",Transportation and Material Moving
-11-3071.00,"Transportation, Storage, and Distribution Managers",Management
-41-3041.00,Travel Agents,Sales and Related
-39-7012.00,Travel Guides,Personal Care and Service
-11-3031.01,Treasurers and Controllers,Management
-37-3013.00,Tree Trimmers and Pruners,Building and Grounds Cleaning and Maintenance
-25-3041.00,Tutors,Educational Instruction and Library
-27-2023.00,"Umpires, Referees, and Other Sports Officials","Arts, Design, Entertainment, Sports, and Media"
-51-6093.00,Upholsterers,Production
-19-3051.00,Urban and Regional Planners,"Life, Physical, and Social Science"
-29-1229.03,Urologists,Healthcare Practitioners and Technical
-39-3031.00,"Ushers, Lobby Attendants, and Ticket Takers",Personal Care and Service
-17-2112.02,Validation Engineers,Architecture and Engineering
-29-1131.00,Veterinarians,Healthcare Practitioners and Technical
-31-9096.00,Veterinary Assistants and Laboratory Animal Caretakers,Healthcare Support
-29-2056.00,Veterinary Technologists and Technicians,Healthcare Practitioners and Technical
-15-1255.01,Video Game Designers,Computer and Mathematical
-35-3031.00,Waiters and Waitresses,Food Preparation and Serving Related
-49-9064.00,Watch and Clock Repairers,"Installation, Maintenance, and Repair"
-51-8031.00,Water and Wastewater Treatment Plant and System Operators,Production
-11-9121.02,Water Resource Specialists,Management
-17-2051.02,Water/Wastewater Engineers,Architecture and Engineering
-47-4099.03,Weatherization Installers and Technicians,Construction and Extraction
-15-1299.01,Web Administrators,Computer and Mathematical
-15-1254.00,Web Developers,Computer and Mathematical
-43-5111.00,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Office and Administrative Support
-51-4121.00,"Welders, Cutters, Solderers, and Brazers",Production
-51-4122.00,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Production
-53-7073.00,Wellhead Pumpers,Transportation and Material Moving
-13-1022.00,"Wholesale and Retail Buyers, Except Farm Products",Accountants and Auditors
-11-9199.10,Wind Energy Development Managers,Management
-17-2199.10,Wind Energy Engineers,Architecture and Engineering
-11-9199.09,Wind Energy Operations Managers,Management
-49-9081.00,Wind Turbine Service Technicians,"Installation, Maintenance, and Repair"
-51-7042.00,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Production
-43-9022.00,Word Processors and Typists,Office and Administrative Support
-27-3043.00,Writers and Authors,"Arts, Design, Entertainment, Sports, and Media"
-19-1023.00,Zoologists and Wildlife Biologists,"Life, Physical, and Social Science"
+version https://git-lfs.github.com/spec/v1
+oid sha256:0df88726efceb4bb5af4346e936388a143a65c07e949a408199ac68ec24379eb
+size 65962

static/cohere_embeddings.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:86072bee6b0fe3ea47f18afd9c7959c2c672ebaf24ed6db24a6b375f63035dea
+size 38573720

templates/find_my_match.html

@@ -5,24 +5,24 @@
     <meta http-equiv="X-UA-Compatible" content="IE=edge">
     <meta name="viewport" content="width=device-width, initial-scale=1.0">
     <title>Dashboard</title>
-    <link rel="stylesheet" href="/static/styles.css">
+    <link rel="stylesheet" href="{{ url_for('static', path='/styles.css') }}">
 </head>
 <body>
     <header class="navbar">
         <div class="navbar__brand">
-            <img src="/static/PF.png" class="navbar__logo" alt="Pathfinder logo" />
-            <a href="{{ url_for('pages.render_job_list') }}" class="navbar__logo">Pathfinder</a>
+            <img src="{{ url_for('static', path='/PF.png') }}" class="navbar__logo" alt="Pathfinder logo" />
+            <a href="{{ url_for('render_job_list') }}" class="navbar__logo">Pathfinder</a>
         </div>
         <ul class="navbar__navigation">
-            <li class="navbar__navigation-item"><a href="{{ url_for('pages.render_job_neighborhoods') }}" class="navbar__link">Explore Job Neighborhoods</a></li>
-            <li class="navbar__navigation-item"><a href="{{ url_for('pages.render_matches') }}" class="navbar__link">Find My Match</a></li>
+            <li class="navbar__navigation-item"><a href="{{ url_for('render_job_neighborhoods') }}" class="navbar__link">Explore Job Neighborhoods</a></li>
+            <li class="navbar__navigation-item"><a href="{{ url_for('match_page') }}" class="navbar__link">Find My Match</a></li>
         </ul>
     </header>
     <main class="main">
         <h1 class="pagetitle">Find my Perfect Match!</h1>
         <h2 class="pagesubtitle">We'll help you find the perfect job for you! Upload your resume, CV, or cover letter to get started!</h2>
-        <form action = "{{ url_for('pages.render_matches') }}" class="upload" method="post" enctype="multipart/form-data">
-            <input type="file" name="resume" class="upload__file" accept=".doc,.docx,.xml,application/msword,application/vnd.openxmlformats-officedocument.wordprocessingml.document">
+        <form action = "find-my-match" class="upload" method="POST" enctype="multipart/form-data">
+            <input type="file" name="resume" id="resume" class="upload__file">
             <button type="submit" class="form__submit">Submit</button>
             <p class="alert">Note: We will not store or use your personal information for anything other than the stated purpose.</p>
         </form>

templates/job_list.html

@@ -15,7 +15,7 @@
         </div>
         <ul class="navbar__navigation">
             <li class="navbar__navigation-item"><a href="{{ url_for('render_job_neighborhoods') }}" class="navbar__link">Explore Job Neighborhoods</a></li>
-            <li class="navbar__navigation-item"><a href="{{ url_for('render_matches') }}" class="navbar__link">Find My Match</a></li>
+            <li class="navbar__navigation-item"><a href="{{ url_for('match_page') }}" class="navbar__link">Find My Match</a></li>
         </ul>
     </header>
     <main class="main">