SOCR Data 2019 US JobsRanking

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SOCR Data - Ranking Dataset of the Best and Worst USA Jobs for 2011

Data Description

These 2019 Jobs Rankings update the earlier SOCR 2011 US Jobs Ranking dataset.

Many school or college graduates, as well as older adults seeking employment, are interested in selecting careers that would be satisfying and have future potentials for job growth. The dataset below includes the ranking of the 223 most common jobs in the US for 2019 based on average salary (USD), classification of the work environment, level of stress, projected growth, and 10-year employment outlook, as well as educational prerequisites (as defined by the U.S. Bureau of Labor Statistics.

Data Source

To expand the 2011 US Jobs Ranking data, three more columns were added, all obtained via the Occupational Outlook Handbook.


These data are compiled by Georgy Shukaylo in October 2023 using the U.S. Bureau of Labor Statistics, the Census Bureau, the USAJOBS portal, at the U.S. Office of Personnel Management, and other sources.

  • Variables
    • Index: Ranks of the 223 most common jobs based on the Overall_Score variable (lower rank/index indicates better job, and higher rank indicates a less desirable job for 2019).
    • Job_Title: A brief title of the profession. Note: some variables’ names were changed in order to maintain data comparability for 2011 and 2019 (e.g., in the 2011 US Jobs Ranking dataset, “Undertaker” is an old-fashioned term, which was used in 2019 dataset in lieu of “Funeral service worker”).
    • Overall_Score: A dependent variable corresponding to the linearly predicted overall rank of this job using the remaining explanatory variables (below).
    • Average_Income (USD): An estimate of the median income for a given profession.
    • Work_Environment: A categorical variable mimicking the five major categories of work environment quality. This variable is coded numerically to represent the following five levels of work environment quality:
      • Very Poor (0): strictly more than 61.5 points.
      • Poor (1): between 54.5 and 61.5 points.
      • Fair (2): between 49.5 and 54.5 points.
      • Good (3): between 45.2 and 49.5 points.
      • Very Good (4): less than or equal to 45.2 points.
    • Stress_Level: Expected level of job-related stress dependent on 11 potential stress factors. A high stress score implies that stress is a major part of the job, and lower stress score indicates lower job-relates stress. Factors contributing to stress level score include: Travel, Outlook/Growth Potential, Income, Deadlines, Working in the Public Eye, Competitiveness, Physical Demands, Environmental Conditions, Hazards Encountered, Own Life at Risk, Co-Worker Life at Risk, Meeting the Public.
    • Stress_Level_Category: A categorical variable mimicking the five major categories of stress level at workplace. This variable is coded numerically to represent the following five levels of stress factors (please note that lower values indicate higher stress):
      • Very High (0): strictly more than 29.150 points.
      • High (1): between 23.400 and 29.150 points.
      • Medium (2): between 18.155 and 23.400 points.
      • Low (3): between 14.550 and 18.155 points.
      • Very Low (4): less than or equal to 14.550 points.
    • Projected_Growth: The projected growth variable indicates the 3-year estimates (between 2019 and 2022) issued by the U.S. Bureau of Labor Statistics on the growth opportunities for all major occupations. A positive value indicates field growth, whereas a negative value indicates field shrinkage. The higher the number of points, the more opportunities are estimated to be opening in the next 3 years in a given field.
    • Projected_Growth_Category: A categorical variable used to divide projected growth perspectives of individual occupations based on a 3-year estimate. The following categories are utilized:
      • Very Poor (0): strictly less than 5 points.
      • Poor (1): between 6 and 8 points.
      • Fair (2): between 9 and 11 points.
      • Good (3): between 12 and 18 points.
      • Very Good (4): less than or equal to 19 points.
    • Summary: A brief job description for each profession, as defined in the Occupational Outlook Handbook, issued by the U.S. Bureau of Labor Statistics. Some of the job descriptions that occur in the 2011 US Jobs Ranking dataset were sourced from there in order to maintain continuity of data.
    • Job_Outlook_10_Years: A percentage of the estimated 10-year expansion or shrinkage of the field compared to current size. A negative percentage indicates a field shrinkage, whereas a positive percentage indicates projected growth.
    • Undergrad_Degree_Required: A dummy variable used to indicate whether the U.S. Bureau of Labor Statistics lists an undergraduate degree required for successful transition to a particular occupation. An undergraduate degree is defined as either an associate degree or a bachelor’s degree (full completion, not “some college”). This dummy variable is equal to 1 if a degree is required and 0 if not required.
    • Grad_Degree_Required: A dummy variable used to indicate whether the U.S. Bureau of Labor Statistics lists a graduate degree required for successful transition to a particular occupation. An graduate degree is any post-bachelor’s degree, mainly master’s or doctor’s. This dummy variable is equal to 1 if a graduate degree is required and 0 if not required.
    • More: Additional information on the methodology is available here.

Pedagogical demonstrations using the US Jobs Ranking data

  • Multiple linear regression: We can use the SOCR Multiple Linear Regression Analysis applet (see MLR activity and MLR EBook Chapter) to develop a linear model predicting the Overall Ranking (dependent variable) using the other variables as explanatory (independent) variables.
SOCR Data 2011 USAJobsRanking Fig2.png
SOCR Data 2011 USAJobsRanking Fig3.png

Job category Descriptions

Category_type 0 1 2 3 4 0_range 1_range 2_range 3_range 4_range
Work_Environment_Category Very_Poor Poor Fair Good Very_Good >61.5 54.5-61.5 49.5-54.5 45.2-49.5 <=45.2
Stress_Category Very_High High Medium Low Very_Low >29.150 23.400-29.150 18.155-23.400 14.550-18.155 <=14.550
Projected_Growth_Category Very_Poor Poor Fair Good Very_Good <=5 6-to-8 9-to-11 12-to-18 >=19

2019 Ranking of the most common Jobs in the US

Index Job_Title Overall_Score 2019_Average_Income(USD) Work_Environment Work_Environment_Category Stress_Level Stress_Category Projected_Growth Projected_Growth_Category Job_Outlook_10_Years Undergrad_Degree_Required Grad_Degree_Required Description
1 Data_Scientist 97 114520 39.9 4 14.615 3 19 4 35% 1 0 Uses_analytical_tools_and_techniques_to_extract_meaningful_insights_from_data
2 Statistician 110 84760 42.8 4 14.766 3 33 4 30% 1 1 Tabulates_analyzes_and_interprets_the_numeric_results_of_experiments_and_surveys
3 University_Professor 112 76000 38.9 4 8.421 4 15 3 8% 1 1 Instructs_students_in_a_variety_of_academic_subjects_beyond_the_high_school_level
4 Occupational_Therapist 116 83200 41.1 4 14.222 4 24 4 12% 1 1 Develops_individualized_programs_of_activity_for_mentally_physically_developmentally_and_emotionally_impaired_persons_to_aid_them_in_in_achieving_self-reliance
5 Genetic_Counselor 119 77480 44.2 4 12.283 4 29 4 16% 1 1 Assesses_clients_risk_for_a_variety_of_inherited_conditions_such_as_birth_defects
6 Medical_Services_Manager 120 98350 45.1 4 13.018 4 20 4 28% 1 0 Plans_directs_and_coordinates_the_business_activities_of_healthcare_providers
7 Information_Security_Analyst 126 95510 45.8 3 13.722 4 28 4 32% 1 0 Plans_and_carries_out_security_measures_to_protect_an_organizations_computer_networks_and_systems
8 Mathematician 127 84760 47.1 3 13.909 4 33 4 30% 1 1 Applies_mathematical_theories_and_formulas_to_teach_or_solve_problems_in_a_business_educational_or_industrial_climate
9 Operations_Research_Analyst 128 81390 46.2 3 9.093 4 27 4 23% 1 0 Uses_mathematics_and_logic_to_help_solve_complex_issues
10 Actuary 141 101560 42.5 4 18.153 3 22 4 23% 1 0 Interprets_statistics_to_determine_probabilities_of_accidents_sickness_and_death_and_loss_of_property_from_theft_and_natural_disasters
11 Software_Developer 143 103560 48.3 3 13.724 4 24 4 25% 1 0 Researches_designs_develops_and_maintains_software_systems_along_with_hardware_development_for_medical_scientific_and_industrial_purposes
12 Speech_Pathologist 165 76610 46 3 13.489 4 18 3 19% 1 1 Assess_and_treat_people_who_have_communication_disorders
13 Dental_Hygienist 167 74070 46.5 3 12.961 4 20 4 7% 1 0 Assists_dentists_in_diagnostic_and_therapeutic_aspects_of_a_group_or_private_dental_practice
14 Audiologist 173 75920 48.3 3 7.28 4 21 4 11% 1 1 Diagnoses_and_treats_hearing_problems_by_attempting_to_discover_the_range_nature_and_degree_of_hearing_function
15 Radiation_Therapist 190 80750 42.5 4 17.296 3 13 3 2% 1 0 Administers_doses_of_radiation_to_patients_who_have_cancer_or_other_serious_diseases
16 Web_Developer 199 67990 44.8 4 15.429 3 15 3 16% 1 0 Creating_and_maintaining_layout_navigation_and_interactivity_of_intranet_and_internet_websites
17 Application_Software_Developer 210 101790 58.3 1 13.274 4 31 4 25% 1 0 Design_computer_and_smartphone_applications_or_programs
18 Physical_Therapist 211 86850 52.3 2 15.103 3 28 4 15% 1 1 Plans_and_directs_treatment_to_improve_mobility_and_alleviate_pain_in_persons_disabled_by_injury_or_disease
19 Physicist 211 117220 45.8 3 18 3 14 3 5% 1 1 Researches_and_develops_theories_concerning_the_physical_forces_of_nature
20 Optometrist 212 110300 48.9 3 18.623 2 18 3 9% 1 1 Diagnoses_visual_disorders_and_prescribes_and_administers_corrective_and_rehabilitative_treatments
21 Massage_Therapist 217 39990 44.4 4 10.385 4 26 4 18% 0 0 Treat_clients_by_applying_pressure_to_manipulate_the_bodys_soft_tissues_and_joints
22 Computer_Systems_Analyst 225 88740 43.4 4 17.604 3 9 2 10% 1 0 Study_an_organizations_current_computer_systems_and_design_ways_to_improve_efficiency
23 Compliance_Officer 227 67870 43.9 4 5.763 4 5 0 3% 1 0 Ensures_compliance_with_laws_that_govern_institutions_and_companies
24 Meteorologist 230 94110 48.1 3 15.765 3 12 3 4% 1 0 Studies_the_physical_characteristics_motions_and_processes_of_the_earths_atmosphere
25 Human_Resources_Manager 243 113300 43.5 4 16.079 3 9 2 6% 1 0 Handle_compensation_benefits_training_and_employee_relations
26 Medical_Records_Technician 250 39180 42.9 4 8.52 4 13 3 8% 0 0 Maintains_complete_accurate_and_up-to-date_medical_records_for_use_in_treatment_billing_and_statistical_surveys
27 Physiologist 262 79010 45.1 4 17.313 3 14 3 6% 1 0 Studies_the_life_functions_of_plants_and_animals_both_in_their_natural_habitats_and_under_experimental_or_abnormal_conditions
28 Financial_Analyst 267 85660 46.8 3 20.3 2 11 2 8% 1 0 Guides_businesses_and_individuals_in_decisions_about_expending_money_to_attain_profit
29 Biomedical_Engineer 270 88550 44 4 17.647 3 7 1 5% 1 0 Combines_engineering_principles_with_sciences_to_design_and_create_equipment_devices_computer_systems_and_software
30 Biologist 273 93280 47.4 3 15.786 3 11 2 3% 1 0 Studies_the_relationship_of_plants_and_animals_to_their_environment
31 Network_and_Computer_Systems_Administrator 274 82050 43.5 4 14.612 3 6 1 2% 1 0 Installs_configures_and_maintains_organizations_computer_networks_and_systems
32 Librarian 275 59050 44.7 4 11.647 4 9 2 3% 1 1 Selects_and_organizes_materials_to_make_information_available_to_the_public
33 Chiropractor 275 71410 53.2 2 14.406 4 12 3 9% 1 1 Treats_physical_problems_by_manipulating_various_parts_of_the_body_especially_the_spinal_column
34 Medical_Secretary 277 35760 39.4 4 16.174 3 22 4 -10% 0 0 Transcribes_dictations_prepares_correspondence_and_assists_physicians_and_other_medical_scientists_in_compiling_reports_articles_speeches_and_conference_proceedings
35 Occupational_Therapy_Assistant 281 57620 43.7 4 14.55 4 28 4 23% 0 0 Helps_patients_develop_recover_improve_and_maintain_skills_needed_for_daily_living_and_working
36 Economist 284 104340 46.6 3 18.291 2 6 1 6% 1 1 Studies_and_analyzes_the_effects_of_resources_such_as_land_labor_and_raw_materials_on_costs_and_their_relation_to_industry_and_government
37 Petroleum_Engineer 285 137170 53.5 2 20.849 2 15 3 2% 1 0 Plans_drilling_locations_and_effective_production_methods_for_optimal_access_to_oil_and_natural_gas
38 Medical_Laboratory_Technician 287 52330 50 2 10.85 4 13 3 -1% 0 0 Conducts_routine_laboratory_tests_and_analysis_used_in_the_detection_diagnosis_and_treatment_of_disease
39 Veterinarian 291 93830 59.9 1 17.096 3 19 4 20% 1 1 Ministers_to_the_care_of_animals_through_the_use_of_preventative_and_diagnostic_techniques
40 Paralegal_Assistant 293 50940 44.6 4 17.581 3 15 3 4% 1 0 Assists_attorneys_in_preparation_of_legal_documents;_collection_of_depositions_and_affidavits;_and_investigation_research_and_analysis_of_legal_issues
41 Aerospace_Engineer 295 115220 44.9 4 21.319 2 6 1 8% 1 0 Designs_develops_and_tests_new_technologies_concerned_with_the_manufacture_of_commercial_and_military_aircraft_and_spacecraft
42 Pharmacist 295 126120 49.6 2 14.816 3 6 1 3% 1 1 Advises_physicians_and_patients_on_the_affects_of_drugs_and_medications;_prepares_and_dispenses_prescriptions
43 Technical_Writer 300 71875 44.8 4 19.643 2 11 2 7% 1 0 Transforms_scientific_and_technical_information_into_readily_understandable_language
44 Loan_Officer 304 63040 50 2 16 3 11 2 3% 1 0 Helps_people_apply_for_loans._This_lets_people_do_things_like_buy_a_house_or_a_car_or_pay_for_college
45 Civil_Engineer 305 86640 47.8 3 23.509 1 11 2 5% 1 0 Plans_and_supervises_the_building_of_roads_bridges_tunnels_and_buildings
46 Translator 313 49930 42.4 4 23.32 2 18 3 4% 1 0 Converts_information_from_one_language_into_another_language
47 Accountant 315 70500 46.5 3 20.951 2 10 2 4% 1 0 Prepares_and_analyzes_financial_reports_to_assist_managers_in_business_industry_and_government
48 Industrial_Engineer 317 87040 48.3 3 21.389 2 10 2 12% 1 0 Plans_for_optimum_use_of_facilities_and_personnel_to_improve_industrial_efficiency
49 Multimedia_Artist 318 72520 47.3 3 14.974 3 8 1 8% 1 0 Creates_images_that_appear_to_move_and_visual_effects_for_various_forms_of_media_and_entertainment
50 Dietitian 326 60370 44.6 4 11.278 4 15 3 7% 1 0 Assesses_patients_dietary_needs_plans_menus_and_instructs_patients_and_their_families_about_proper_nutritional_care
51 Computer_Support_Specialist 327 53470 52.6 2 13.865 4 11 2 5% 0 0 Maintains_computer_network_and_provide_technical_help_to_computer_users
52 Orthodontist 330 208000 57.8 1 25.12 1 19 4 4% 1 1 Diagnoses_and_corrects_deviations_in_dental_growth_development_and_position
53 Natural_Sciences_Manager 330 123860 57.6 1 20.104 2 10 2 5% 1 0 Supervises_the_work_of_scientists
54 Diagnostic_Medical_Sonographer 331 71410 45 4 5.069 4 23 4 10% 1 0 Operates_special_medical_equipment_to_create_images_or_to_conduct_tests
55 Vocational_Counselor 334 56310 50.8 2 15.813 3 13 3 5% 0 0 Helps_students_with_educational_and_social_problems_and_provides_vocational_guidance
56 Podiatrist 334 129550 60.2 1 20.245 2 10 2 1% 1 1 Diagnoses_and_treats_problems_of_the_feet_through_corrective_devices_medication_therapy_and_surgery
57 Medical_Technologist 335 51770 48.3 3 17.385 3 14 3 5% 1 0 Performs_lab_analysis_for_diagnosis_and_treatment_of_disease
58 Hair_Stylist 336 25850 47.5 3 6.722 4 13 3 8% 0 0 Creates_hair_styles_and_advises_clients_about_caring_for_their_hair_between_appointments
59 Computer_Programmer 339 84280 46.6 3 12.826 4 -7 0 -11% 1 0 Organizes_and_lists_the_instructions_for_computers_to_process_data_and_solve_problems_in_logical_order
60 Mechanical_Engineer 342 87370 48.3 3 23.426 1 9 2 10% 1 0 Develops_mechanical_products_and_coordinates_the_operation_and_repair_of_power
61 Phlebotomist 343 34480 48.7 3 16 3 25 4 8% 0 0 Collects_blood_from_patients_and_prepares_the_samples_for_testing
62 Physical_Therapy_Assistant 344 48090 49.3 3 15 3 30 4 19% 0 0 Helps_patients_regain_movement_and_manage_pain_after_injuries_and_illnesses
63 Historian 345 61140 40.9 4 18.679 2 6 1 3% 1 1 Analyzes_and_records_historical_information_from_a_specific_era_or_according_to_a_particular_area_of_expertise
64 Electrical_Engineer 345 99070 48.8 3 24.483 1 7 1 1% 1 0 Conducts_research_and_plans_and_directs_design_testing_and_manufacture_of_electrical_equipment
65 Social_Media_Manager 350 57530 44.1 4 41.622 0 9 2 6% 1 0 Plans_and_executes_programs_and_social_media_strategies_to_generate_interest_in_products_or_services
66 Optician 351 37010 48.3 3 16.478 3 15 3 3% 0 0 Fills_lens_prescriptions_and_fits_eyeglasses_and_contact_lenses
67 Occupational_Safety_Health_Inspector 353 69370 47.2 3 18.537 2 8 1 13% 0 0 Examines_places_of_business_to_ensure_that_equipment_and_work_conditions_do_not_endanger_the_health_and_safety_of_employees
68 Environmental_Engineer 354 87620 50.8 2 23.6 1 8 1 6% 1 0 Uses_engineering_disciplines_in_developing_solutions_to_problems_of_planetary_health
69 Psychiatrist 357 143450 61.7 0 25.41 1 11 2 3% 1 1 Studies_diagnoses_and_treats_mental_emotional_and_behavioral_disorders
70 Compensation_and_Benefit_Analysis_Specialist 358 63000 42.6 4 19.59 2 9 2 7% 1 0 Oversees_wage_and_nonwage_programs_that_an_organization_provides_to_its_employees_in_return_for_their_work
71 Engineering_Technician 358 64330 51.9 2 17.771 3 2 0 1% 1 0 Assists_engineers_in_planning_design_and_development_by_applying_a_practical_knowledge_of_civil_mechanical_or_industrial_engineering
72 Geologist 363 91130 44.2 4 25.021 1 14 3 5% 1 0 Studies_and_analyzes_the_physical_properties_of_the_earths_surface_adding_to_our_knowledge_of_oil_and_gas_exploration_techniques
73 Pharmacy_Technician 369 31750 46.7 3 9.19 4 27 4 6% 0 0 Helps_pharmacists_dispense_prescription_medication_to_customers
74 Management_Consultant 371 83610 51.6 2 29.191 0 14 3 10% 1 0 Recommends_ways_to_improve_an_organizations_efficiency
75 Parole_Officer 372 53020 49.5 2 13.618 4 6 1 3% 1 0 Monitors_counsels_and_reports_on_the_progress_of_individuals_who_have_been_released_from_correctional_institutions_to_serve_parole
76 Conservationist 372 64310 52.1 2 15.595 3 6 1 4% 1 0 Conducts_research_into_range_problems_and_manages_range_lands_to_make_efficient_use_of_livestock_and_wildlife_without_destroying_their_habitat
77 Nurse_License_Practical 375 113930 66.2 0 26.958 1 31 4 38% 1 1 Assists_doctors_and_registered_nurses_in_the_care_of_physically_or_mentally_ill_patients
78 Zoologist 377 63420 46.9 3 20.538 2 8 1 3% 1 0 Studies_the_behavior_life_processes_origins_and_diseases_of_animals
79 Materials_Scientist 379 99800 50.5 2 18.16 2 7 1 6% 1 0 Studies_and_analyzes_the_chemical_properties_and_structure_of_different_man-made_and_natural_materials
80 Bicycle_Repairer 383 28960 58.8 1 13.053 4 29 4 1% 0 0 Repairs_bicycles_and_bicycle_parts
81 Psychologist 387 79010 52.8 2 29.905 0 14 3 6% 1 0 Studies_human_behavior_emotion_and_mental_processes_and_provides_counseling_and_therapy_for_individuals
82 Chemist 388 76890 50.5 2 16.816 3 6 1 6% 1 0 Develops_substances_through_research_of_properties_and_composition
83 Judge 392 117190 52.8 2 20.857 2 5 0 2% 1 1 Arbitrates_legal_matters_coming_under_the_jurisdiction_of_the_federal_government_using_a_thorough_knowledge_of_federal_statutes_and_legal_precedent
84 Cartographer 393 64430 59.6 1 23.5 1 19 4 5% 1 0 Collects_measures_and_interprets_geographic_information_in_order_to_create_or_update_maps
85 Respiratory_Therapist 394 60280 60.1 1 20.952 2 23 4 13% 1 0 Treats_and_rehabilitates_patients_suffering_from_cardiopulmonary_(heart_and_lung)_ailments_which_interfere_with_normal_breathing
86 Sustainability_Manager 399 71130 58.5 1 19.927 2 11 2 3% 1 0 Manages_sustainable_practices_at_the_company_level
87 Nuclear_Engineer 400 107600 42.9 4 33.303 0 4 0 1% 1 0 Conducts_research_designs_and_monitors_the_operation_and_maintenance_of_nuclear_reactors_and_power_plant_equipment
88 Dressmaker 400 28600 52.4 2 10.474 4 -4 0 -6% 0 0 Follows_design_instructions_operates_a_sewing_machine_to_join_reinforce_and_decorate_parts_of_garments_or_other_textiles
89 Bookkeeper 402 40240 39 4 13.5 4 -1 0 -6% 0 0 Maintains_financial_records_and_prepares_statements_of_a_company_income_and_daily_operating_expenses
90 Skincare_Specialist 402 31920 44.9 4 23.158 2 14 3 9% 0 0 Provides_cleansing_and_other_face_and_body_treatments_to_enhance_a_persons_appearance
91 Online_Sales_Manager 403 90110 57.3 1 22.714 2 7 1 4% 1 0 Oversees_web-based_marketplace_transactions_and_procurement
92 Nurse_Midwife 406 103770 76.1 0 29.149 1 15 3 38% 1 1 Provides_prenatal_and_natal_pecialty_healthcare
93 Architectural_Drafter 407 52870 45.6 3 18.441 2 7 1 -2% 1 0 Prepares_drawings_according_to_the_specifications_of_scientists_architects_and_engineers
94 Recreational_Therapist 411 47860 50.2 2 15.571 3 7 1 4% 1 0 Plans_directs_and_coordinates_recreation-based_medical_treatment_programs
95 Social_and_Community_Manager 411 65320 57.2 1 26.775 1 18 3 0% 1 0 Works_with_community_members_and_other_stakeholders_to_identify_necessary_programs_and_services
96 Dental_Laboratory_Technician 413 36690 48 3 12.727 4 13 3 -1% 0 0 Makes_and_repairs_dentures_crowns_and_orthodontic_devices
97 Jeweler 415 37960 43 4 9 4 -7 0 -3% 0 0 Manufactures_and_repairs_rings_bracelets_pins_and_necklaces_using_precious_or_semi
98 Museum_Curator 417 48400 49.3 3 22.269 2 13 3 10% 0 0 Plans_and_directs_activities_of_workers_and_arranges_for_the_exhibition_of_articles_of_interest_to_museum_visitors
99 Electrical_Technician 420 55190 51.9 2 14.486 4 9 2 0% 1 0 Develops_assembles_and_tests_electrical_equipment_according_to_principles_of_electrical_engineering
100 Sociologist 421 82050 48.1 3 20.5 2 1 0 5% 1 1 Studies_human_behavior_by_examining_the_interaction_of_social_groups_and_institutions
101 Physician_General_Practice 424 211780 75.7 0 29.271 0 15 3 3% 1 1 Performs_examinations_diagnoses_medical_conditions_and_prescribes_treatment_for_individuals_suffering_from_injury_discomfort_or_disease
102 Physician_Assistant 424 108610 71.9 0 33.152 0 37 4 27% 1 1 Aids_in_the_performance_of_essential_procedures_which_free_physicians_to_attend_to_more_specialized_aspects_of_their_work
103 School_Principal 429 95310 50.7 2 26.267 1 8 1 1% 1 1 Supervises_the_educational_curricula_and_day-to-day_activities_in_elementary_and_secondary_schools_as_well_as_colleges_and_universities
104 Dentist 431 156240 61.8 0 25.059 1 19 4 4% 1 1 Examines_cleans_and_repairs_teeth_and_diagnoses_and_treats_diseases_and_abnormalities_of_the_mouth
105 Forensic_Science_Technician 432 58230 55 1 24.853 1 17 3 13% 1 0 Aids_criminal_investigations_by_collecting_and_analyzing_evidence
106 Social_Worker 439 49470 52.4 2 25.724 1 12 3 7% 0 0 Assists_individuals_families_and_groups_in_need_of_counseling_and_special_social_services
107 Industrial_Designer 440 66590 44.6 4 25.865 1 4 0 2% 1 0 Designs_and_develops_manufactured_products
108 Surgeon 442 255110 84.7 0 32.943 0 14 3 3% 1 1 Diagnoses_ailments_and_performs_operations_to_repair_reconstruct_remove_or_replace_organs_limbs_and_bodily_systems
109 Training_and_Development_Specialist 443 60870 66.7 0 18.156 2 11 2 6% 1 0 Plans_and_administers_programs_that_improve_the_skills_and_knowledge_of_employees
110 Veterinary_Technician 445 34420 55.4 1 20.182 2 20 4 21% 1 0 Performs_medical_tests_that_help_diagnose_animals_injuries_and_illnesses
111 Typist_Word_Processor 446 39740 43.6 4 14.154 4 -1 0 -3% 0 0 Prepares_and_edits_typed_or_electronic_copies_of_handwritten_printed_or_magnetically_recorded_documents
112 Forklift_Operator 449 44270 49.6 2 12.304 4 6 1 4% 0 0 Operates_industrial_trucks_and_tractors_to_move_products_and_raw_materials_for_manufacturing_firms
113 Logistician 454 74600 44.8 4 44.6 0 7 1 18% 1 0 Analyzes_and_coordinates_an_organizations_supply_chain
114 Industrial_Machine_Repairer 456 51630 50.9 2 17.149 3 7 1 13% 0 0 Maintains_inspects_and_repairs_industrial_machinery
115 Agricultural_Scientist 457 64020 53.7 2 21.079 2 7 1 6% 1 0 Researches_methods_to_improve_quantity_and_quality_of_yields_from_farm_crops_and_livestock_and_attempts_to_find_practical_solutions_to_problems_in_agriculture
116 Teaching_Assistant 457 26970 45 4 15.167 3 8 1 0% 0 0 Works_with_a_licensed_teacher_to_give_students_additional_attention_and_instruction
117 Market_Research_Analyst 459 63120 59.9 1 33.588 0 23 4 13% 1 0 Collects_and_evaluates_data_to_make_recommendations_to_businesses_concerning_trends_in_consumer_purchasing
118 Plumber 465 53910 60 1 24.033 1 16 3 2% 0 0 Builds_and_repairs_water_waste_disposal_drainage_and_gas_delivery_systems_for_residential_commercial_and_industrial_structures
119 Stenographer_Court_Reporter 468 57150 48.6 3 19.556 2 3 0 3% 0 0 Transcribes_testimony_judicial_decisions_and_other_proceedings_of_a_court_of_law
120 Construction_Foreman 470 93370 63.5 0 31.926 0 11 2 5% 1 0 Supervises_the_work_of_employees_and_ensures_that_equipment_and_materials_are_being_used_properly_and_effectively
121 Personal_Care_Aide 472 24020 52 2 26.722 1 39 4 22% 0 0 Monitors_the_condition_of_people_with_disabilities_or_chronic_illnesses_and_helps_them_with_daily_living_activities
122 Nurse_Registered 472 71730 62.9 0 31.191 0 15 3 38% 1 1 Assists_physicians_in_administering_holistic_medical_care_and_treatment_to_assigned_patients_in_clinics_hospitals_public_health_centers_and_health_maintenance_organizations
123 Janitor 472 26110 47.5 3 16.278 3 10 2 1% 0 0 Cleans_offices_and_other_spaces_within_buildings_and_keeps_areas_in_good_condition
124 Appliance_Repairer 474 38160 53.6 2 13.864 4 8 1 -2% 0 0 Performs_major_and_routine_maintenance_on_a_variety_of_electrical_home_appliances
125 Tax_Examiner_Collector 474 54440 47.5 3 18.031 3 -1 0 1% 1 0 Determines_tax_liability_and_collects_taxes_from_individuals_or_businesses
126 Bank_Teller 478 29450 52.2 2 13.81 4 -8 0 -15% 0 0 Cashes_checks_makes_deposits_and_withdrawals_and_handles_a_variety_of_other_transactions_for_bank_customers
127 Fundraiser 478 59950 66.3 0 20.875 2 15 3 5% 1 0 Organizes_events_and_campaigns_to_raise_money_and_other_kinds_of_donations_for_an_organization
128 Tax_Preparer 483 39390 47.5 3 27 1 10 2 4% 1 0 Prepares_organizes_and_files_tax_returns_on_behalf_of_individuals_and_entities
129 Home_Health_Aide 484 24060 53.5 2 26.722 1 41 4 22% 0 0 Monitors_the_condition_of_people_with_chronic_illnesses_or_disabilities_at_their_residences
130 Surveyor 487 62580 59.6 1 28.882 1 11 2 5% 1 0 Establishes_official_land_and_aquatic_boundaries_measures_construction_and_mining_sites_writes_technical_property_descriptions_for_deeds_and_leases_and_prepares_maps_and_charts
131 Archeologist 492 62410 47.9 3 27.703 1 4 0 4% 1 1 Studies_analyzes_and_collects_data_based_on_research_of_ancient_often_preliterate_cultures
132 Broadcast_Technician 492 43660 45.2 3 18.864 2 8 1 2% 0 0 Runs_and_maintains_the_equipment_used_to_transmit_radio_and_television_messages
133 Carpet_Tile_Installer 492 39340 57.4 1 19.273 2 10 2 3% 0 0 Lays_tile_or_carpets_in_homes_and_businesses
134 Clergy 492 47100 54.4 2 22.292 2 8 1 1% 0 0 Leads_a_congregation_in_worship_and_other_spiritual_services_provides_moral_guidance_to_members_and_participates_in_community_outreach
135 Automobile_Assembler 494 31540 52.3 2 22.6 2 -14 0 -6% 0 0 Assembles_parts_or_contributes_to_the_final_assembly_of_automobiles_and_trucks
136 Author 494 62170 52 2 29.643 0 8 1 4% 1 0 Creates_fiction_and_non-fiction_books_either_on_assignment_from_editors_or_independently
137 Attorney 496 120910 69.3 0 37.649 0 8 1 8% 1 1 Counsels_clients_in_legal_matters;_using_interpretation_of_laws_and_rulings_to_advise_and_represent_businesses_and_individuals
138 Communications_Equipment_Mechanic 498 56100 54.1 2 25.667 1 -8 0 6% 0 0 Installs_repairs_and_maintains_residential_and_commercial_phone_systems
139 Personnel_Recruiter 499 60880 57.5 1 20.886 2 7 1 6% 1 0 Interviews_prospective_employees_administers_tests_and_provides_information_about_company_policies_and_available_jobs
140 Construction_and_Building_Inspector 500 59700 53.6 2 28.686 1 10 2 -2% 0 0 Ensures_construction_meets_building_codes_and_ordinances_zoning_regulations_and_contract_specifications
141 Forest_Fire_Inspector_and_Prevention_Specialist 501 39600 56.5 1 30.077 0 27 4 5% 0 0 Monitors_conditions_that_pose_wildfire_risk_and_recommends_ways_to_reduce_fire_hazards
142 Cashier 503 22430 45.1 4 13.706 4 -1 0 -10% 0 0 Receives_payments_makes_change_and_provides_receipts_for_goods_sold
143 Electrical_Equipment_Repairer 507 57980 54.4 2 17.742 3 1 0 -1% 0 0 Installs_and_repairs_electronic_equipment_for_military_installations_manufacturers_and_businesses
144 Recreation_Worker 510 25060 43.2 4 21.333 2 9 2 5% 0 0 Organizes_and_supervises_a_variety_of_leisure_activities_including_sports_arts_crafts_drama_singing_dancing_and_story_telling
145 Automobile_Body_Repairer 513 41330 55.1 1 19.84 2 8 1 1% 0 0 Mends_cosmetic_and_structural_damage_to_car_truck_and_bus_chassis
146 Corporate_Executive_Senior 523 104700 73.6 0 48.971 0 8 1 3% 1 0 Formulates_the_policies_and_directs_the_operations_of_private_and_publicly-held_companies
147 Electrician 525 55190 60.1 1 21.813 2 9 2 6% 0 0 Maps_layout_and_installs_and_repairs_electrical_wiring_and_fixtures
148 Furniture_Upholster 525 31950 51.2 2 14.429 4 0 0 -1% 0 0 Builds_new_furniture_and_restores_worn_furniture_using_a_thorough_knowledge_of_fabrics_and_manufacturing_techniques
149 Public_Relations_Executive 527 111280 69.4 0 49.475 0 10 2 6% 1 0 Helps_governmental_bodies_businesses_and_individuals_maintain_a_positive_image_with_the_public
150 Machinist 527 44950 59.2 1 14.423 4 1 0 0% 0 0 Operates_machinery_in_manufacturing_plants_for_fabrication_of_industrial_parts
151 Wind_Turbine_Technician 536 54370 87.1 0 33.054 0 96 4 45% 1 0 Maintains_and_repairs_wind_turbines
152 Publication_Editor 537 59480 49.9 2 26.733 1 -1 0 -4% 1 0 Plans_and_directs_the_editorial_activities_of_various_publications
153 Shipping_Receiving_Clerk 540 32140 52.3 2 15.579 3 2 0 -4% 0 0 Monitors_the_movement_of_shipments_of_merchandise_into_and_out_of_places_of_business
154 Fire_Inspector 545 60200 54.5 1 28.714 1 10 2 5% 0 0 Detects_fire_hazards;_recommends_prevention_measures;_ensures_compliance_with_fire_regulations;_investigates_causes_of_fires
155 Teacher 549 57980 55.3 1 28.405 1 7 1 1% 1 0 Introduces_children_to_the_basics_of_mathematics_language_science_and_social_studies_and_assists_other_aspects_of_child_development
156 Purchasing_Manager 550 67600 59.8 1 29.825 0 -3 0 -6% 1 0 Oversees_the_work_of_buyers_and_purchasing_agents
157 Flight_Attendant 555 56000 55.6 1 45.926 0 10 2 11% 0 0 Tends_to_the_care_safety_and_comfort_of_passengers_on_commercial_and_corporate_aircraft
158 Air_Traffic_Controller 559 125540 65.7 0 29.621 0 3 0 1% 1 0 Coordinate_the_movement_of_aircrafts_to_maintain_safe_distances_between_them
159 Sales_Representative_Wholesale 564 61600 63.2 0 24.321 1 5 0 1% 0 0 Represents_wholesalers_who_distribute_products_to_stores_manufacturers_and_businesses
160 Sewage_Plant_Operator 568 46780 55.2 1 18.607 2 -3 0 -6% 0 0 Monitors_and_controls_processes_and_equipment_to_remove_harmful_waste_materials_from_sewage
161 Commercial_Airline_Pilot 572 111930 64.1 0 61.2 0 4 0 4% 0 0 Operates_an_aircraft_to_transport_passengers_and_cargo_to_appointed_destinations
162 Dishwasher 573 21376 52 2 15.529 3 7 1 2% 0 0 Cleans_the_plates_glasses_and_silverware_used_by_patrons_of_an_eating_establishment_and_the_pots_pans_and_cooking_utensils_used_by_chefs
163 Solar_Photovoltaic_Installer 575 42680 84.9 0 32.179 0 105 4 22% 0 0 Assemble_set_up_and_maintain_rooftop_or_other_systems_that_convert_sunlight_into_energy
164 Actor 576 36483 553 0 46.875 0 12 3 3% 0 0 Entertains_informs_and_instructs_audiences_by_interpreting_dramatic_roles_on_stage_film_television_or_radio
165 Oil_Rig_Worker 578 53980 91 0 27.235 1 6 1 2% 1 0 Operates_machinery_to_extract_oil_from_the_earths_surface
166 Advertising_Account_Executive 579 117130 64.5 0 44.622 0 5 0 -7% 0 0 Negotiates_to_procure_accounts_and_supervises_advertising_campaigns_for_products_companies_and_organizations
167 Hotel_Manager 580 53390 60.7 1 24.235 1 4 0 7% 0 0 Oversees_the_successful_and_profitable_operation_of_hotels_and_motels
168 Bartender 580 22550 55 1 14.353 4 2 0 3% 0 0 Mixes_and_serves_drinks_to_customers_of_a_tavern_restaurant_or_lounge
169 Receptionist 582 29140 51 2 24 1 9 2 0% 0 0 Greets_visitors_to_offices_answers_questions_and_refers_customers_to_appropriate_staff
170 Construction_Machinery_Operator 584 46990 68.4 0 24.759 1 12 3 3% 0 0 Operates_one_or_more_machines_used_in_extractive_or_construction_work
171 Maid 585 22860 49.9 2 20 2 8 1 1% 0 0 May_perform_a_variety_of_services_including_cleaning_and_upkeep_for_residential_and_institutional_employers
172 Real_Estate_Agent 586 50300 65.6 0 41.57 0 6 1 3% 0 0 Acts_as_intermediary_between_buyer_and_seller_in_real_estate_transactions_usually_by_being_the_prime_salesperson_of_a_property
173 Insurance_Agent 588 50600 64.3 0 37.741 0 10 2 8% 0 0 Sells_insurance_and_advises_clients_about_amount_and_type_of_coverage_based_on_needs_and_circumstances
174 Garbage_Collector 590 37260 66.3 0 24.905 1 13 3 5% 0 0 Collects_refuse_on_a_designated_municipal_route_and_transports_trash_to_disposal_plants_or_landfill_areas
175 Glazier 593 43550 70.3 0 25 1 11 2 2% 0 0 Measures_cuts_and_installs_glass_in_residential_and_commercial_buildings
176 Nurses_Aide 595 28060 58.6 1 23.9 1 8 1 4% 0 0 Assists_practical_nurses_in_caring_for_patients._Nursing_homes_and_hospitals_are_the_primary_employers_of_nurses_aides
177 Animal_Care_and_Service_Worker 597 23950 59.4 1 28.053 1 22 4 16% 0 0 Attend_to_or_train_domestic_or_assistance_animals
178 Guard 597 28530 58.1 1 17.409 3 6 1 -1% 0 0 Protects_property_from_damages_incurred_by_theft_fire_and_vandalism
179 Fashion_Designer 599 72720 59.6 1 37.824 0 3 0 3% 1 0 Designs_articles_or_complete_lines_of_clothing_for_men_women_or_children
180 Aircraft_Mechanic 601 63060 61.4 1 28.444 1 5 0 4% 0 0 Performs_scheduled_inspections_maintenance_and_repairs_on_commercial_and_private_aircraft
181 Stockbroker 605 64120 69 0 41.303 0 6 1 7% 1 0 Facilitates_the_purchase_and_sale_of_stocks_bonds_and_other_securities_for_individual_and_institutional_clients
182 Fitness_Trainer 610 39820 56.1 1 40.842 0 10 2 14% 0 0 Leads_instructs_and_motivates_individuals_or_groups_in_exercise_activities
183 Nursing_Assistant 615 28530 61.6 0 23.9 1 11 2 4% 1 0 Provides_basic_care_and_helps_patients_with_activities_of_daily_living
184 Precision_Assembler 616 32820 56.1 1 17.6 3 -14 0 -6% 0 0 Works_on_sub-assembly_or_final_assembly_of_products_such_as_machinery_electronic_equipment_or_aircraft
185 Farmer 616 67950 67.9 0 27.6 1 -1 0 -5% 0 0 Manages_the_successful_operation_of_a_crop_livestock_dairy_or_poultry_farm
186 Architect 621 79380 66.8 0 40.681 0 4 0 5% 1 0 Plans_and_designs_spaces_to_be_constructed_or_remodeled_according_to_specifications_of_clients
187 Undertaker 622 57580 63.9 0 30.795 0 5 0 3% 1 0 Prepares_bodies_for_burial_and_arranges_and_directs_funerals
188 Sheet_Metal_Worker 624 48460 68.8 0 30.148 0 9 2 0% 0 0 Constructs_installs_and_maintains_sheet_metal_products_for_home_commercial_and_industrial_use
189 Ironworker 636 52770 75.8 0 33 0 13 3 2% 0 0 Raises_the_steel_framework_of_buildings_bridges_and_other_structures
190 Police_Officer 639 62960 85.9 0 51.943 0 7 1 3% 0 0 Provides_protection_against_crime_investigates_criminal_activity_and_works_with_the_public_on_crime-prevention_measures
191 Waiter_Waitress 639 21570 64.4 0 16.235 3 14 3 -3% 0 0 Takes_customer_orders_serves_food_and_drink_and_prepares_meal_checks
192 Butcher 642 31580 61.1 1 20.4 2 6 1 -1% 0 0 Prepares_meat_for_sale_to_distributors_supermarket_customers_and_other_consumers
193 Event_Coordinator 643 48290 65.6 0 51.192 0 11 2 8% 1 0 Arranges_and_plans_all_aspects_of_recreational_or_professional_gatherings
194 Carpenter 651 46590 61.5 1 29.926 0 8 1 1% 0 0 Assists_in_the_construction_repairing_and_remodeling_of_buildings_and_other_structures
195 Photographer 651 34000 48.4 3 30 0 -6 0 4% 0 0 Uses_shutter-operated_cameras_and_photographic_emulsions_to_visually_portray_a_variety_of_subjects
196 Emergency_Medical_Technician 654 34320 85.6 0 40.667 0 15 3 0% 1 0 Prepares_and_administers_emergency_treatments
197 Choreographer 655 37790 54.8 1 40.273 0 4 0 5% 0 0 Instructs_performers_and_develops_and_interprets_routines_for_stage_and_other_presentations
198 Water_Transportation_Worker 655 54400 94.5 0 31.296 0 8 1 2% 0 0 Operates_and_maintains_vessels_that_take_cargo_and_people_over_water
199 Welder 662 41380 66.3 0 24.296 1 6 1 1% 0 0 Joins_or_repairs_metal_surfaces_through_the_application_of_heat
200 Automobile_Body_Repairer 666 40710 65.3 0 27.048 1 6 1 5% 0 0 Mends_cosmetic_and_structural_damage_to_car_truck_and_bus_chassis
201 Buyer 671 62750 63.5 0 38.243 0 -6 0 -6% 1 0 Orders_merchandise_and_maintains_inventory_control_for_wholesale_and_retail_sales_firms
202 Mail_Carrier 671 58760 68.8 0 24.848 1 -13 0 -8% 0 0 Delivers_and_collects_mail_along_prearranged_rural_and_urban_routes
203 Truck_Driver 672 43680 63.3 0 29.333 0 6 1 10% 0 0 Operates_16-wheeled_tractor-trailer_to_transport_durable_and_perishable_goods_from_producers_to_consumers
204 Roofer 676 39970 68.2 0 31.6 0 11 2 2% 0 0 Installs_roofs_on_new_buildings_performs_repairs_on_old_roofs_and_re-roofs_old_buildings
205 Bricklayer 678 44810 83.5 0 38.741 0 12 3 -3% 0 0 Erects_structures_such_as_fireplaces_and_walls_with_brick_and_other_masonry_materials
206 Construction_Worker 686 34350 72.9 0 36.857 0 12 3 4% 0 0 Assists_construction_trade_workers_by_performing_a_wide_variety_of_tasks_requiring_physical_labor
207 Chef 693 48460 106.7 0 38.167 0 10 2 5% 0 0 Oversees_the_daily_food_preparation_at_restaurants_and_other_places_where_food_is_served
208 Pest_Control_Worker 694 35610 71.3 0 27.318 1 8 1 3% 0 0 Removes_insects_rodents_and_other_pests_that_infest_buildings_and_surrounding_areas
209 Child_Care_Worker 697 23240 57.9 1 27.862 1 7 1 -2% 0 0 Cares_for_infants_and_toddlers_when_parents_are_at_work_or_are_unable_to_do_so_for_other_reasons
210 Bus_Driver 703 34450 63.7 0 26.556 1 6 1 3% 0 0 Transports_passengers_according_to_a_specific_schedule_along_metropolitan_and_community_routes
211 Firefighter 707 49080 111.4 0 72.375 0 7 1 4% 0 0 Protects_individuals_and_saves_lives_and_property_from_the_ravages_of_fire
212 Dockworker 711 28620 64 0 25.211 1 8 1 1% 0 0 Assists_in_loading_and_unloading_ships
213 Painter 718 37870 62.8 0 32.56 0 6 1 1% 0 0 Prepares_surfaces_and_applies_paints_varnishes_and_finishes_to_the_interiors_and_exteriors_of_houses_and_other_structures
214 Broadcaster 722 62910 69.7 0 51.269 0 0 0 2% 0 0 Sets_up_and_maintains_the_electrical_equipment_for_media_programs
215 Advertising_Salesperson 728 51740 67.5 0 37.792 0 -4 0 -7% 0 0 Negotiates_contracts_with_clients_for_advertising_in_publications_and_on_radio_and_television
216 Nuclear_Decontamination_Technician 729 42030 62.2 0 37.115 0 17 3 1% 0 0 Cleanses_nuclear_power_plant_equipment_and_personnel_of_irradiated_material
217 Disc_Jockey 733 31990 56.2 1 30.333 0 -9 0 -4% 0 0 Selects_and_plays_records_or_tapes;_comments_on_areas_of_interest_to_a_particular_radio_audience
218 Corrections_Officer 766 44400 74.5 0 33.217 0 -7 0 -7% 0 0 Supervises_inmates_activities_and_enforces_regulations_in_jails_prisons_and_other_correctional_facilities
219 Enlisted_Military_Personnel 779 26802 109 0 72.579 0 0 0 0% 0 0 Helps_maintain_the_national_defense
220 Salesperson_Retail 792 24340 61.4 1 42.278 0 2 0 -2% 0 0 Provides_courteous_and_efficient_service_to_customers_in_retail_stores
221 Reporter_Newspaper 812 43490 86.7 0 49.955 0 -9 0 -3% 1 0 Covers_newsworthy_events_for_newspapers_magazines_and_television_news_programs
222 Lumberjack 827 40650 88 0 41.417 0 -13 0 -5% 0 0 Fells_cuts_and_transports_timber_to_be_processed_into_lumber_paper_and_other_wood_products
223 Taxi_Driver 832 25980 80.3 0 48.167 0 5 0 14% 0 0 Operates_a_taxi_cab_over_the_streets_and_roads_of_a_municipality_picking_up_and_dropping_off_passengers_by_request

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