chg: position data cleanup

position_names.csv

@@ -1,9 +1,9 @@
 Name
-21 dealer
-3d animator
-3d modeler
-911 operator
-able seaman
+dealer
+animator
+modeler
+operator
+seaman
 absorption engineer
 academic advisor
 academic director
@@ -14,7 +14,6 @@ account executive
 account manager
 account strategist
 accountant
-accountants
 accounting clerk
 accounting professor
 accounts collector
@@ -27,12 +26,10 @@ acquisitions librarian
 actor
 actor understudy
 actress
-actuarial
 actuarial analyst
 actuarial associate
 actuarial mathematician
 actuarial science professor
-actuary
 acute care nurse practitioner
 acute care physical therapist
 addiction psychiatrist
@@ -50,7 +47,7 @@ administrative operations manager
 administrative service manager
 administrative service managers
 administrative specialist
-administrators
+administrator
 admiral
 admissions counselor
 admitting interviewer
@@ -169,11 +166,9 @@ aircraft part assembler
 aircraft riveter 
 aircraft sheet metal mechanic 
 airframe mechanic
-airframe mechanic 
 airline captain
 airline flight attendant
 airline pilot
-airline pilot 
 airline pilot command 
 airline pilot flight instructor
 airline pilot second 
@@ -245,10 +240,9 @@ anodizer
 antenna engineer
 anthropologist
 antimicrobial stewardship pharmacist
-ap mechanic
+automotive mechanic
 apartment manager
 apartment rental agent
-apothecary
 apparel designer
 appeals examiner
 appeals referee
@@ -279,7 +273,7 @@ arboreal scientist
 arc welder
 arch-support maker
 archeologists
-architects
+architect
 architects planners surveyors designer
 architectural design professor
 architectural drafter
@@ -288,7 +282,7 @@ architectural engineer
 architectural inspector
 architectural manager
 architecture professor
-archivists
+archivist
 archivists curator
 armature assembler 
 armature rewinder
@@ -312,7 +306,6 @@ asphalt roller operator
 asphalt tamping machine operator
 assayer
 assembler
-assembler 
 assembling motor builder 
 assembly instructions writer
 assembly line tender
@@ -339,7 +332,6 @@ atomic process engineer
 attendance clerk
 attending anesthesiologist
 attorney
-attorney at law
 attorney general
 atv technician
 au pair
@@ -539,7 +531,6 @@ biomedical engineer
 biomedical equipment technician
 biometrician
 biophysicist
-biophysicists
 biostatistician
 biostatistics professor
 biotech research scientist
@@ -761,15 +752,13 @@ carpet layer helper
 carrot harvester
 cart pusher
 cartographer
-cartographers
-cartographers surveyors
+cartographer surveyors
 cartographic aide
 cartographic technician
 cartography professor
 case work aide
 cash register operator
 cashier
-cashiers
 casino cage cashier
 casino cashier
 casino dealer
@@ -791,7 +780,7 @@ catering manager
 cattle brander
 cattle buyer
 cattle driver
-ccu nurse
+critical care unit nurse
 ceiling insulation blower
 ceiling tile installer
 cellist
@@ -897,7 +886,6 @@ chemical technician
 chemist
 chemistry professor
 chemistry research scientist
-chemists
 cherry picker operator
 chicken handler
 chicken vaccinator
@@ -934,7 +922,6 @@ childrens literature professor
 chimney builder helper
 china decorator
 chinese language professor
-chip bin
 chiropodist
 chiropractic assistant
 chiropractic doctor
@@ -1007,11 +994,9 @@ clinical informatics director
 clinical laboratory science professor
 clinical laboratory technician
 clinical laboratory technologist
-clinical laboratory technologist 
-clinical laboratory technologist technician
 clinical medical assistant
 clinical mental health counselor
-clinical microbiologist see: microbiologists
+clinical microbiologist
 clinical neuromuscular pathologist
 clinical neuropsychologist
 clinical nurse specialist
@@ -1218,7 +1203,7 @@ construction ironworker helper
 construction job cost estimator
 construction laborer
 construction manager
-construction millwrights
+construction millwright
 construction project manager
 construction shovel operator
 construction superintendent
@@ -1251,7 +1236,7 @@ convict guard
 coo
 cook
 coordinating clerk
-coordinator rehabilitation services
+rehabilitation services coordinator
 cop
 coping machine assembler 
 copper plater
@@ -1332,8 +1317,7 @@ cow tender
 cpa
 crab fisher
 crabber
-craft
-craft artists
+craft artist
 crane oiler
 craps dealer
 crate builder 
@@ -1382,7 +1366,7 @@ culinary brand manager
 culinary educator
 culinary instructor
 cultural anthropology professor
-curators
+curator
 curbstone setter
 curriculum coordinator
 curriculum designer
@@ -1427,7 +1411,7 @@ dance costume designer
 dance director
 dance master
 dancer
-dancers choreographers
+dancer choreographer
 data analyst
 data analytics specialist
 data architect
@@ -1481,7 +1465,7 @@ dental assistant
 dental ceramist
 dental equipment mechanic
 dental equipment repairer
-dental hygienists
+dental hygienist
 dental laboratory technician
 dental laboratory worker
 dental mold maker
@@ -1517,11 +1501,10 @@ detention deputy
 detention officer
 development geologist
 development manager
-development specialists
+development specialist
 developmental psychologist
 devops engineer
 diagnostic medical sonographer
-diagnostic medical sonographers
 diagnostic radiologist
 dialysis engineer
 diamond grader
@@ -1548,7 +1531,7 @@ digital watch assembler
 dimmer board operator
 dining car server
 dining room host
-dining room hosthostess
+dining room hostess
 dinkey driver
 dinkey engine firer
 dinkey operator
@@ -1602,7 +1585,6 @@ dough maker
 dough scaler mixer
 doughnut machine operator
 drafter
-drafters
 drafting layout worker
 dragline mechanic
 drama therapist
@@ -1802,7 +1784,7 @@ emergency medical technician
 emergency medicine nurse practitioner
 emergency medicine specialist
 emergency operator
-emergency planners
+emergency planner
 emergency planning manager
 emergency preparedness coordinator
 emergency room orderly
@@ -1811,7 +1793,7 @@ emergency services director
 emergency services coordinator
 emergency telecommunications dispatcher
 employee benefits coordinator
-employee benefits directors
+employee benefits director
 employee benefits manager
 employee benefits specialist
 employee development director
@@ -1825,9 +1807,6 @@ employment clerk
 ems director
 ems helicopter pilot
 emt
-emt-b
-emt-i85
-emt-i99
 end-user support specialist
 endodontist
 endoscopy registered nurse
@@ -1887,7 +1866,7 @@ equestrian
 equine breeder
 equine veterinarian
 equipment cleaner
-equipment supplies purchasing agents=
+equipment supplies purchasing agent
 equipment technician
 equity research analyst
 equity trader
@@ -1911,7 +1890,7 @@ ethnographic materials conservator
 ethnology professor
 etymology professor
 evaporative cooler installer
-event av operator
+event operator
 event coordinator
 event logistics manager
 event marketing coordinator
@@ -2343,7 +2322,7 @@ geriatric social work professor
 german professor
 gerontological nurse practitioner
 gerontologist
-geropsychologists
+geropsychologist
 gift wrapper
 gis geographer
 gis mapping technician
@@ -2375,7 +2354,7 @@ governor
 gp doctor
 gps car navigation installer
 grader operator
-grades 1 through 5 teacher
+grade school teacher
 graduate school dean
 graduate studies dean
 grain buyer
@@ -2586,7 +2565,7 @@ homicide detective
 honey blender
 hopper feeder
 hopper filler
-horizontal boring mill operator for metal
+horizontal boring mill operator
 horn player
 horse breaker
 horse breeder
@@ -2710,7 +2689,6 @@ industrial gas fitter helper
 industrial health safety specialist
 industrial hygienist
 industrial machinery mechanic
-industrial machinery mechanics
 industrial maintenance instructor
 industrial painter
 industrial pharmacist
@@ -2737,7 +2715,6 @@ influencer marketing coordinator
 influencer marketing manager
 informatics pharmacist
 information clerk
-information clerks
 information communications technology professional
 information communications technology sales professional
 information communications technology service manager
@@ -2830,7 +2807,7 @@ investment planning specialist
 invisible braces orthodontists
 invoice clerk
 invoice control clerk
-io psychologist
+psychologist
 iron guardrail installer
 iron pourer
 ironworker
@@ -2839,31 +2816,29 @@ irrigation equipment mechanic
 irrigation workers
 isotope hydrologist
 isotope technologist
-it auditor
-it consultant
-it helpdesk manager
-it operations analyst
-it operations specialist
-it professor
-it programmer
-it project manager
-it risk specialist
-it security specialist
-it service delivery manager
-it service desk analyst
-it service desk manager
-it support administrator
-it support coordinator
-it support engineer
-it support engineer ii
-it support specialist
-it support specialist ii
-it support team lead
+information technology auditor
+information technology consultant
+information technology helpdesk manager
+information technology operations analyst
+information technology operations specialist
+information technology professor
+information technology programmer
+information technology project manager
+information technology risk specialist
+information technology security specialist
+information technology service delivery manager
+information technology service desk analyst
+information technology service desk manager
+information technology support administrator
+information technology support coordinator
+information technology support engineer
+information technology support specialist
+information technology support team lead
 jail guard
 janitor
 japanese professor
-java programming professor
-javascript developer
+programming professor
+developer
 jet engine assembler 
 jet engine mechanic 
 jewel bearing facer
@@ -2875,7 +2850,6 @@ jig bore tool maker
 jig boring machine operator
 job analysis manager
 job analysis specialist
-job analysis specialists
 job analyst
 job estimator
 job placement officer
@@ -2894,11 +2868,10 @@ junior high school teacher
 junior software developer
 jurist
 justice
-justice the peace
+justice of the peace
 juvenile corrections officer
 juvenile probation officer
-k-12 school principal
-k-8 school principal
+grade school principal
 kennel aide
 kennel attendant
 kennel helper
@@ -2959,7 +2932,6 @@ lawn mower
 lawn mower repairer
 lawn service worker
 lawyer
-lawyers agricultural
 lay health advocate
 lead abatement worker
 lead sewage plant operator
@@ -2987,7 +2959,7 @@ legal secretary
 legal social cultural professional
 legal technology consultant
 legislator
-legislator senior officials
+legislator senior official
 leisure studies professor
 lens centerer
 lens edger
@@ -2997,7 +2969,6 @@ lens polisher
 lepidopterist
 letter carrier
 librarian
-librarians
 librarians archivist curator
 librarians related information professional
 library acquisitions technician
@@ -3012,7 +2983,7 @@ library information technology instructor
 library media specialist
 library ssistant
 library technical assistant
-library technicians
+library technician
 license clerks
 licensed audiologist
 licensed clinical mental health counselor
@@ -3034,7 +3005,6 @@ licensed real estate broker
 licensed veterinary technician
 licensed veterinary technologist
 licensed vocational nurse
-licensed vocational nurses
 life insurance agent
 life insurance salesperson
 life science professional
@@ -3071,7 +3041,6 @@ locomotive electrician
 locomotive switch operator
 lodging facilities manager
 lodging manager
-lodging managers
 log check scaler
 log chipper operator
 log cutter
@@ -3246,7 +3215,6 @@ math teacher
 mathematical physicist
 mathematical statistician
 mathematician
-mathematicians
 mathematics education professor
 mathematics professor
 maxillofacial pathology
@@ -3285,7 +3253,7 @@ medical bill coder
 medical claims analyst
 medical claims examiner
 medical director
-medical doctors
+medical doctor
 medical dosimetrist
 medical epidemiologist
 medical equipment repairer
@@ -3363,7 +3331,6 @@ meteorologist
 meteorology professor
 microbiological analyst
 microbiologist
-microbiologists
 microbiology professor
 microbiology technician
 microeconomics professor
@@ -3451,7 +3418,7 @@ mounted police
 movie critic
 movie editor
 movie producer
-movie project management specialists
+movie project management specialist
 movie shot camera operator
 mri technologist
 multi-operation forming machine setter
@@ -3486,7 +3453,6 @@ nail technician
 nanny
 narcotics detective
 narcotics investigator
-national association for
 natural gas engineer
 natural language processing engineer
 natural sciences manager
@@ -3575,11 +3541,9 @@ numerical control programmer
 numerical tool process control programmer
 numerical tool programmer
 nurse anesthetist
-nurse anesthetists
 nurse midwife
 nurse midwives
 nurse practitioner
-nurse practitioners addiction
 nursery day care worker
 nursery school teacher
 nursery teacher
@@ -3654,7 +3618,6 @@ operational risk manager
 operations analyst
 operations efficiency analyst
 operations forester
-operations manage
 operations manager
 operations planner
 operations research analyst
@@ -3677,13 +3640,13 @@ orchard hand
 orchard manager
 orchard sprayer
 orchard worke
-orchestra conducto
+orchestra conductor
 orchestra director
 orchestrator
 order desk clerk
 ordinary seaman
 organic chemist
-organic chemistryprofessor
+organic chemistry professor
 organist
 organizational development consultant
 organizational investment analyst
@@ -3756,8 +3719,7 @@ paralegal
 paralegal instructor
 paralegals legal assistant
 paramedic
-paramedical practitioner
-paramedics
+paramedic practitioner
 parcel post carrier
 parcel post clerk
 parcel post distribution machine operator
@@ -3795,7 +3757,7 @@ peanut butter maker
 pecan gatherer
 pedagogy professor
 pediatric acute care unit nurse
-pediatric audiologists
+pediatric audiologist
 pediatric cardiologist
 pediatric clinical specialist
 pediatric dentist
@@ -4020,10 +3982,8 @@ postal service clerk
 postal service mail processor
 postal service window clerk
 postal service worker
-postal service workers
 posting clerk
 postsecondary teacher
-postsecondary teachers
 potato chip frier
 pottery kiln builder
 poultry debeaker
@@ -4039,7 +3999,6 @@ power plant dispatcher
 power plant distributor
 power plant mechanic 
 power plant operator
-power plant operators
 power saw mechanic
 power system dispatcher
 power systems engineer
@@ -4050,8 +4009,8 @@ powerhouse electrician
 powerhouse operator
 practitioner
 pre-engineered metal building ironworker
-pre-k special education teacher
-pre-k teacher
+pre-kindergarten special education teacher
+pre-kindergarten teacher
 pre-kindergarten education intervention teacher
 pre-kindergarten special education teacher
 pre-kindergarten teacher
@@ -4119,7 +4078,7 @@ production control technologist
 production cost estimator
 production engineer
 production machinist
-production manager in agriculture forestry fisheries
+production manager
 production planning coordinator
 production scheduler
 production specialized services manager
@@ -4216,9 +4175,8 @@ psychiatric orderly
 psychiatric secretary
 psychiatric social worker
 psychiatric technician assistant
-psychiatric technicians
+psychiatric technician
 psychologist
-psychologists
 psychology professor
 psychosocial rehabilitation counselor
 psychotherapist social worker
@@ -4253,7 +4211,6 @@ public relations specialist
 public safety director
 public safety dispatcher
 public safety telecommunicator
-public safety telecommunicators
 public school speech clinician
 public school speech therapist
 public speaking professor
@@ -4272,7 +4229,6 @@ pulmonologist
 pulpwood cutter
 pulpwood dealer
 purchasing agent
-purchasing agent 
 purchasing agent cotton
 purchasing agent farm products
 purchasing agent grain
@@ -4298,11 +4254,11 @@ race book writer
 race relations professor
 race sports book writer
 race starter
-radial drill operator for plastic
-radial drill press operator for plastic
+radial drill operator
+radial drill press operator
 radiation engineer
 radiation protection technician
-radiation therapists
+radiation therapist
 radiation therapy technologist
 radio artist
 radio astronomer
@@ -4321,7 +4277,7 @@ radio time buyer
 radio time salesperson
 radiochemical technician
 radioisotope technologist
-radiologic magnetic resonance imaging technologists
+radiologic magnetic resonance imaging technologist
 radiologic technician
 radiologic technologist
 radiological control safety technician 
@@ -4365,14 +4321,13 @@ real estate assessor
 real estate association manager
 real estate attorney
 real estate broker
-real estate brokers
 real estate clerk
 real estate loan officer
 real estate manager
 real estate sales agent
 real property evaluator
 realtime captioner
-reaming machine operator for plastic
+reaming machine operator
 rebar worker
 receiving clerk
 receiving teller
@@ -4390,7 +4345,6 @@ records management specialist
 recreation assistant
 recreation manager
 recreation worker
-recreation workers
 recreational activities aide
 recreational activities assistant
 recreational aide
@@ -4509,7 +4463,7 @@ road grader
 robotics engineer
 robotics programmer
 robotics testing technician
-rock masonn
+rock mason
 rod buster
 rod buster helper
 rodent exterminator
@@ -4526,7 +4480,6 @@ roulette dealer
 route delivery clerk
 route sales person
 route salesperson
-ruby on rails developer
 rug designer
 rural mail carrier
 rural route carrier
@@ -4568,7 +4521,6 @@ school bus driver
 school bus operator
 school cook
 school counselor
-school counselor 
 school curriculum developer
 school custodian
 school guidance counselor
@@ -4600,13 +4552,12 @@ secondary education teacher
 secondary school assistant teacher
 secondary school principal
 secretary
-securities
 securities clerk
 securities sales agent
 securities tellers
 security guards 
 security officer sedimentationist
-see: management analyst
+management analyst
 seed analyst
 seedling puller
 seeing eye dog trainer
@@ -4619,8 +4570,8 @@ self-loading flatbed truck driver
 semi-truck driver
 semiconductor development technician
 senior director community referral
-senior government officials
-senior officials special-interest organization
+senior government official
+senior official special-interest organization
 seo specialist
 serials librarian
 serials library technical assistant
@@ -4664,12 +4615,11 @@ shipping receiving material handler
 ships equipment engineer
 shock-absorption floor layer
 shoe salesperson
-short order fry cook=
+short order fry cook
 short story writer
 shrimp pond laborer
 shrub planter
 shuttle driver
-shuttle drivers
 sign painter
 signs salesperson
 silver solderer
@@ -4678,7 +4628,7 @@ silviculture professor
 simultaneous captioner
 singer
 skating rink manager
-sketch artists
+sketch artist
 ski coach
 ski resort manager
 skiagrapher
@@ -4688,7 +4638,7 @@ skincare specialist
 skip tracer
 slate roofer
 slate roofer helper
-slot floor superviso
+slot floor supervisor
 slot host
 slot key person
 slot operations director
@@ -4740,22 +4690,19 @@ social worker
 society reporter
 sociocultural anthropology professor
 sociologist
-sociologists
-sociologists anthropologists related professional
 sociology researcher
 sod layer
 soft shoe dancer
-software applications architect 
-software applications designer 
-software applications developers analyst
-software applications engineer
+software application architect 
+software application designer 
+software application developer analyst
+software application engineer
 software architect
 software developer
-software developers
 software engineer
 software quality control specialist
 software quality engineer
-software systems engineer 
+software system engineer 
 software test engineer
 soil conservationist
 soil engineer
@@ -4765,7 +4712,7 @@ solar astronomer
 solar photovoltaic electrician
 solar photovoltaic installer
 solar photovoltaic panel installer
-solar pv installer
+solar installer
 solar thermal installer
 solderer
 soldering machine operator
@@ -4863,7 +4810,6 @@ statement clerk
 statement distribution clerk
 statement processor
 stationary engineer
-stationary engineers
 statistical analyst
 statistical methods professor
 statistical reporting analyst
@@ -4948,11 +4894,9 @@ survey methodologist
 survey questionnaire designer
 survey research professor
 survey researcher
-survey researchers
 survey statistician
 surveying technician
 surveyor
-surveyors
 sushi chef
 swager operator
 swaging machine operator
@@ -4969,7 +4913,6 @@ switchbox assembler
 synchronous motor assembler 
 system safety engineer
 systems administrator
-systems aministrators
 systems analyst
 systems architect
 systems programmer
@@ -5007,7 +4950,6 @@ tax planning advisor
 tax planning specialist
 tax revenue officer
 taxi driver
-taxi drivers
 teacher
 teacher assistant
 teaching professional
@@ -5026,13 +4968,11 @@ technical support engineer
 technical support specialist
 technical support supervisor
 technical writer
-technical writers
 telecasting engineer
 telecommunication engineer
 telecommunications engineer
 telecommunications line installer
 telecommunications technician
-telecommunications technicians
 telephone cable splicer
 telephone interviewer 
 telephone lines repairer
@@ -5080,7 +5020,6 @@ therapeutic dietitian
 therapeutic recreation specialist
 thermal analysis engineer
 thermal engineer
-thermodynamic
 thermodynamicist
 thermodynamics professor
 thoracic surgeon
@@ -5132,7 +5071,7 @@ tow truck operator
 towboat engineer
 towboat pilot
 tower loader operator
-town traffic planners
+town traffic planner
 township clerk
 toxicologist
 toy designer
@@ -5147,7 +5086,7 @@ trade show coordinator
 trade show events coordinator
 trade show planner
 trader 
-traditional chiefs heads villages
+traditional chief
 traditional complementary medicine professional
 traffic court referee
 traffic engineer
@@ -5170,7 +5109,7 @@ training specialist
 training staff development professional
 transformer assembler 
 transformer maker 
-transit authority police
+transit authority police officer
 transit police officer
 translator
 translators interpreters linguist
@@ -5222,7 +5161,7 @@ tugboat pilot
 turbine room attendant
 tutor
 two-way radio technician
-ui/ux developer
+user interface developer
 ultrasonic welding machine operator
 ultrasonographer
 ultrasound technician
@@ -5260,7 +5199,7 @@ usps letter carrier
 utilities ground worker
 utility arborist
 utility bagger
-ux/ui designer
+user interface designer
 vacuum cleaner assembler 
 van loader
 vascular surgeon
@@ -5274,17 +5213,14 @@ ventilation installer
 ventilation operator
 venue coordinator
 verse writer
-vessel ordinary seaman
+vessel seaman
 veterans rehabilitation
 veterinarian
 veterinarian assistant
 veterinarian helper
-veterinarians
 veterinary assistant
-veterinary assistants
 veterinary attendant
 veterinary cardiologist
-veterinary lab tech
 veterinary laboratory technician
 veterinary medicine scientist
 veterinary radiologist
@@ -5389,7 +5325,6 @@ weighing station operator
 weight trainer
 weight training
 welder
-welders
 welding engineer
 welding instructor
 welding machine operator
@@ -5413,7 +5348,6 @@ wildfire prevention specialist
 wildland fire operations specialist
 wildland firefighter
 wildlife biologist
-wildlife biologists
 wildlife conservation professor
 wildlife control agent
 wildlife forensic geneticist