SOCR Data 2011 US JobsRanking

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

Data Description

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 200 most common jobs in the US for 2011 based on average salary (USD), classification of the work environment, level of stress, physical demands, and future hiring potential.

Data Source

  • These data are collected from the U.S. Bureau of Labor Statistics, the Census Bureau and other sources.
  • Variables
    • Index: Ranks of the 200 most common jobs based on the Overall_Score variable (lower rank/index indicates better job, and higher rank indicates a less desirable job for 2011). Overall Rank Index represents the sum of the rankings in each of the five variable (below) where each of the variables are assumed (!) to be equally important.
    • Job_Title: A brief title of the profession.
    • 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 mid-levels income for this profession.
    • Work_Environment: Work environment for each job reflects 2 basic factors: physical and emotional components. Points are assigned for potential for adverse working conditions (larger scores). In other words, fewer work-environment points would yield a lower (better) job rank and higher points reflect lower quality environments.
    • 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.
    • Physical_Demand: The total physical demand if a job is measures using five categories: Sedentary Work (requiring only the occasional lifting of 10lbs or less), Light Work (requiring lifting a maximum of 20lbs), Medium Work (requiring lifting a maximum of 50lbs), Heavy Work (requiring lifting a maximum of 100lbs) and Very Heavy Work (requiring lifting in excess of 100lbs).
    • Hiring_Potential: The hiring-potential rank assigns higher scores to jobs with promising future outlook and lower scores for less future potential. This ranking is based on 3 factors: US Department of Labor expected employment growth (2011-2018), income growth potential (expected salary increase in the next 7 years), and unemployment chance (estimate of the likelihood for unemployment through 2018).
    • Description: A brief job description for each profession.
  • Additional information is available here.

Pedagogical demonstrations using the 2011 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
  • Many of the SOCR Exploratory Data Analysis tools may be used to chart and plot these data and their interrelationships (see the SOCR Charts applet and the Charts Activities). The graph below shows one example of plotting the overall job ranking, stress-level and average-income variables using SOCR Bubble Charts.
SOCR Data 2011 USAJobsRanking Fig3.png

2011 Ranking of the 200 most common Jobs in the US

Index Job_Title Overall_Score Average_Income(USD) Work_Environment Stress_Level Stress_Category Physical_Demand Hiring_Potential Description
1 Software_Engineer 60 87140 150 10.4 1 5 27.4 Researches_designs_develops_and_maintains_software_systems_along_with_hardware_development_for_medical_scientific_and_industrial_purposes
2 Mathematician 73 94178 89.72 12.78 1 3.97 19.78 Applies_mathematical_theories_and_formulas_to_teach_or_solve_problems_in_a_business_educational_or_industrial_climate
3 Actuary 123 87204 179.44 16.04 1 3.97 17.04 Interprets_statistics_to_determine_probabilities_of_accidents_sickness_and_death_and_loss_of_property_from_theft_and_natural_disasters
4 Statistician 129 73208 89.52 14.08 1 3.95 11.08 Tabulates_analyzes_and_interprets_the_numeric_results_of_experiments_and_surveys
5 Computer_Systems_Analyst 147 77153 90.78 16.53 1 5.08 15.53 Plans_and_develops_computer_systems_for_businesses_and_scientific_institutions
6 Meteorologist 175 85210 179.64 15.1 1 6.98 12.1 Studies_the_physical_characteristics_motions_and_processes_of_the_earth's_atmosphere
7 Biologist 182 74278 314.37 15.78 1 4.98 11.78 Studies_the_relationship_of_plants_and_animals_to_their_environment
8 Historian 192 63208 136.41 17.08 1 5.09 11.08 Analyzes_and_records_historical_information_from_a_specific_era_or_according_to_a_particular_area_of_expertise
9 Audiologist 195 63144 463.43 9.44 0 7.43 21.44 Diagnoses_and_treats_hearing_problems_by_attempting_to_discover_the_range_nature_and_degree_of_hearing_function
10 Dental_Hygenist 197 67107 593.25 12.07 1 7 33.07 Assists_dentists_in_diagnostic_and_therapeutic_aspects_of_a_group_or_private_dental_practice
11 Sociologist 200 70122 322.24 19.47 1 5.09 19.63 Studies_human_behavior_by_examining_the_interaction_of_social_groups_and_institutions
12 Accountant 216 60174 276.78 19.74 1 4.23 16.74 Prepares_and_analyzes_financial_reports_to_assist_managers_in_business_industry_and_government
13 Paralegal_Assistant 217 47153 263.82 16.53 1 5.79 23.53 Assists_attorneys_in_preparation_of_legal_documents;_collection_of_depositions_and_affidavits;_and_investigation_research_and_analysis_of_legal_issues
14 Physicist 217 106196 269.46 16.96 1 7.98 11.96 Researches_and_develops_theories_concerning_the_physical_forces_of_nature
15 Financial_Planner 223 101164 225 18.64 1 4 3.64 Related_to_careers_in_portfolio_management_the_financial_planner_offers_a_broad_range_of_services_aimed_at_assisting_individuals_in_managing_and_planning_their_financial_future
16 Philosopher 225 61221 361.44 12.56 1 6.04 8.56 Studies_questions_concerning_the_nature_of_intellectual_concepts_and_attempts_to_construct_rational_theories_concerning_our_understanding_of_the_world_around_us
17 Occupational_Therapist 230 70193 505.56 13.22 1 8.43 24.22 Develops_individualized_programs_of_activity_for_mentally_physically_developmentally_and_emotionally_impaired_persons_to_aid_them_in_in_achieving_self-reliance
18 Parole_Officer 236 47155 381.06 12.55 1 6.47 17.55 Monitors_counsels_and_reports_on_the_progress_of_individuals_who_have_been_released_from_correctional_institutions_to_serve_parole
19 Aerospace_Engineer 240 95130 230.3 20.3 2 6.21 8.3 Designs_develops_and_tests_new_technologies_concerned_with_the_manufacture_of_commercial_and_military_aircraft_and_spacecraft
20 Economist 247 87240 227.35 17.4 1 4.09 -0.6 Studies_and_analyzes_the_effects_of_resources_such_as_land_labor_and_raw_materials_on_costs_and_their_relation_to_industry_and_government
21 Speech_Pathologist 251 65143 463.43 12.43 1 9.43 17.43 Assesses_hearing_speech_and_language_disabilities_and_provides_treatment._Assists_individuals_with_communication_disorders_through_diagnostic_techniques
22 Astronomer 252 105233 314.37 21.33 2 7.98 14.33 Uses_principles_of_physics_and_mathematics_to_understand_the_workings_of_the_universe
23 Loan_Officer 256 55239 390.56 14.11 1 4.76 5.39 Loan_officers_help_people_apply_for_loans._This_lets_people_do_things_like_buy_a_house_or_a_car_or_pay_for_college
24 Petroleum_Engineer 257 109147 322.42 18.93 1 8.21 10.47 Plans_drilling_locations_and_effective_production_methods_for_optimal_access_to_oil_and_natural_gas
25 Dietitian 270 52127 334.4 10.27 1 6.36 4.27 Assesses_patients'_dietary_needs_plans_menus_and_instructs_patients_and_their_families_about_proper_nutritional_care
26 Technical_Writer 270 63170 221.25 18.7 1 5.85 4.7 Transforms_scientific_and_technical_information_into_readily_understandable_language
27 Optometrist 273 96163 538.34 16.63 1 9.79 19.93 Diagnoses_visual_disorders_and_prescribes_and_administers_corrective_and_rehabilitative_treatments
27 Computer_Programmer 273 71176 265.08 11.76 1 5.84 -7.24 Organizes_and_lists_the_instructions_for_computers_to_process_data_and_solve_problems_in_logical_order
29 Librarian 282 54197 385.2 11.48 1 7.56 6.48 Selects_and_organizes_materials_to_make_information_available_to_the_public
30 Medical_Technologist 285 55100 371.7 16 1 7.26 10 Performs_lab_analysis_for_diagnosis_and_treatment_of_disease
31 Stenographer/Court_Reporter 292 48256 361.44 18.56 1 7.03 17.56 Transcribes_testimony_judicial_decisions_and_other_proceedings_of_a_court_of_law
32 Chiropractor 296 68358 587.28 13.58 1 12.79 21.58 Treats_physical_problems_by_manipulating_various_parts_of_the_body_especially_the_spinal_column
33 Civil_Engineer 297 76139 322.42 22.39 2 10.21 22.39 Plans_and_supervises_the_building_of_roads_bridges_tunnels_and_buildings
34 Medical_Secretary 298 30110 318.29 15.1 1 6.06 24.1 Transcribes_dictations_prepares_correspondence_and_assists_physicians_and_other_medical_scientists_in_compiling_reports_articles_speeches_and_conference_proceedings
35 Medical_Laboratory_Technician 299 36129 454.3 9.29 0 7.26 14.29 Conducts_routine_laboratory_tests_and_analysis_used_in_the_detection_diagnosis_and_treatment_of_disease
36 Pharmacist 302 109070 788.64 15.7 1 8.86 14.7 Advises_physicians_and_patients_on_the_affects_of_drugs_and_medications;_prepares_and_dispenses_prescriptions
37 Industrial_Engineer 307 75122 230.3 20.22 2 8.21 6.22 Plans_for_optimum_use_of_facilities_and_personnel_to_improve_industrial_efficiency
38 Purchasing_Agent 309 55165 230.85 19.65 1 7.23 6.65 Assesses_an_establishment's_needs_and_available_products_and_buys_raw_materials_equipment_and_machinery_furniture_and_other_supplies_accordingly
39 Bookkeeper 311 33138 204.4 12.38 1 5.18 4.38 Maintains_financial_records_and_prepares_statements_of_a_company's_income_and_daily_operating_expenses
40 Medical_Records_Technician 312 31148 165.2 7.48 0 7.26 6.48 Maintains_complete_accurate_and_up-to-date_medical_records_for_use_in_treatment_billing_and_statistical_surveys
41 School_Principal 312 85119 432.99 25.19 2 5.62 7.19 Supervises_the_educational_curricula_and_day-to-day_activities_in_elementary_and_secondary_schools_as_well_as_colleges_and_universities
42 Dental_Laboratory_Technician 317 35176 404.1 11.76 1 7.98 12.76 Makes_and_repairs_dentures_crowns_and_orthodontic_devices
43 Tax_Examiner/Collector 330 49214 449.1 17.14 1 7.98 12.14 Determines_tax_liability_and_collects_taxes_from_individuals_or_businesses
44 Web_Developer 332 83086 275 21.86 2 10 8.86 Creating_and_maintaining_layout_navigation_and_interactivity_of_intranet_and_internet_websites
45 Physical_Therapist 333 74104 716.21 14.04 1 15.43 28.04 Plans_and_directs_treatment_to_improve_mobility_and_alleviate_pain_in_persons_disabled_by_injury_or_disease
46 Vocational_Counselor 338 53171 556.4 14.71 1 8.56 9.71 Helps_students_with_educational_and_social_problems_and_provides_vocational_guidance
47 Motion_Picture_Editor 339 51352 274.68 20.52 2 7.16 6.52 Supervises_the_filming_and_editing_of_motion_pictures_for_entertainment_business_and_educational_purposes
48 Physiologist 349 51181 359.28 16.81 1 7.98 5.81 Studies_the_life_functions_of_plants_and_animals_both_in_their_natural_habitats_and_under_experimental_or_abnormal_conditions
49 Nuclear_Engineer 352 97109 322.42 32.09 3 6.21 5.09 Conducts_research_designs_and_monitors_the_operation_and_maintenance_of_nuclear_reactors_and_power_plant_equipment
50 Insurance_Underwriter 355 58175 228.1 16.75 1 7.12 -5.25 Assesses_and_analyzes_the_risks_inherent_in_insuring_potential_policy_holders_before_making_recommendations_to_the_insurance_companies_that_employ_them
51 Industrial_Designer 360 58200 177 25 2 6.85 1 Designs_and_develops_manufactured_products
52 Orthodontist 365 121065 940.59 22.65 2 8.96 17.65 Diagnoses_and_corrects_deviations_in_dental_growth_development_and_position
53 Museum_Curator 367 48211 428 21.11 2 9.56 19.11 Plans_and_directs_activities_of_workers_and_arranges_for_the_exhibition_of_articles_of_interest_to_museum_visitors
53 Judge 367 113439 655.98 21.39 2 5.09 -1.61 Arbitrates_legal_matters_coming_under_the_jurisdiction_of_the_federal_government_using_a_thorough_knowledge_of_federal_statutes_and_legal_precedent
55 Personnel_Recruiter 370 46211 737.85 20.11 2 5.84 15.11 Interviews_prospective_employees_administers_tests_and_provides_information_about_company_policies_and_available_jobs
56 Geologist 372 81274 449.1 23.74 2 12.98 14.74 Studies_and_analyzes_the_physical_properties_of_the_earth's_surface_adding_to_our_knowledge_of_oil_and_gas_exploration_techniques
57 Podiatrist 373 116249 783.04 18.49 1 10.79 9.49 Diagnoses_and_treats_problems_of_the_feet_through_corrective_devices_medication_therapy_and_surgery
58 Market_Research_Analyst 375 62229 863.93 32.29 3 4.09 21.29 Collects_and_evaluates_data_to_make_recommendations_to_businesses_concerning_trends_in_consumer_purchasing
59 Jeweler 376 34200 316.4 8 0 6.04 -8 Manufactures_and_repairs_rings_bracelets_pins_and_necklaces_using_precious_or_semi-precious_metals_and_stones
60 Anthropologist 380 53175 500.17 26.75 2 9.09 25.75 Studies_the_social_customs_language_and_physical_attributes_of_people_throughout_the_world
61 Architectural_Drafter 390 46141 222.95 17.41 1 6.92 -3.59 Prepares_drawings_according_to_the_specifications_of_scientists_architects_and_engineers
62 Mechanical_Engineer 392 77136 278.46 22.36 2 10.28 1.36 Develops_mechanical_products_and_coordinates_the_operation_and_repair_of_power-using_and_power-producing_machinery
63 Optician 395 33143 371.7 15.43 1 8.26 8.43 Fills_lens_prescriptions_and_fits_eyeglasses_and_contact_lenses
64 Archeologist 398 51190 545.64 26.9 2 9.09 25.9 Studies_analyzes_and_collects_data_based_on_research_of_ancient_often_preliterate_cultures
65 Veterinarian 399 81198 978.8 15.98 1 17.79 32.98 Ministers_to_the_care_of_animals_through_the_use_of_preventative_and_diagnostic_techniques
66 Typist/Word_Processor 402 33104 160.64 13.04 1 5.03 -16.96 Prepares_and_edits_typed_or_electronic_copies_of_handwritten_printed_or_magnetically_recorded_documents
67 Cosmetologist 404 23169 581.14 10.69 1 9.3 15.69 Creates_hair_styles_and_advises_clients_about_caring_for_their_hair_between_appointments
68 Clergy 410 43226 626.52 21.26 2 7.44 14.26 Leads_a_congregation_in_worship_and_other_spiritual_services_provides_moral_guidance_to_members_and_participates_in_community_outreach
69 Chemist 411 68195 449.1 16.95 1 9.98 -2.05 Develops_substances_through_research_of_properties_and_composition;_assists_industry_and_individuals_by_study_of_chemical_structures_of_products
70 Musical_Instrument_Repairer 413 33211 234.7 8.11 0 9.39 -2.89 Maintains_and_repairs_band_and_orchestral_instruments_of_all_kinds
71 Zoologist 422 57166 356.72 19.66 1 14.19 5.66 Studies_the_behavior_life_processes_origins_and_diseases_of_animals
72 Conservationist 423 54114 673.65 14.14 1 15.98 10.14 Conducts_research_into_range_problems_and_manages_range_lands_to_make_efficient_use_of_livestock_and_wildlife_without_destroying_their_habitat
73 Social_Worker 424 40154 550.42 24.54 2 5.47 7.54 Assists_individuals_families_and_groups_in_need_of_counseling_and_special_social_services
74 Set_Designer 428 45219 354 19.19 1 8.85 1.19 Plans_and_assembles_theatrical_sets_for_film_television_and_stage_productions
75 Dentist 431 142144 1119.75 23.44 2 9.96 14.44 Examines_cleans_and_repairs_teeth_and_diagnoses_and_treats_diseases_and_abnormalities_of_the_mouth
76 Barber 432 24169 575.12 8.69 0 9.22 7.69 Shampoos_trims_cuts_and_styles_hair_according_to_the_desires_of_customers
77 Occupational_Safety/Health_Inspector 433 63145 538.92 17.45 1 14.98 6.45 Examines_places_of_business_to_ensure_that_equipment_and_work_conditions_do_not_endanger_the_health_and_safety_of_employees
78 Electrical_Engineer 437 83135 318.92 23.35 2 11.11 -2.65 Conducts_research_and_plans_and_directs_design_testing_and_manufacture_of_electrical_equipment
79 Psychologist 438 66179 727.52 28.79 2 7.09 6.79 Studies_human_behavior_emotion_and_mental_processes_and_provides_counseling_and_therapy_for_individuals
80 Publication_Editor 446 51246 486.75 25.46 2 4.85 -3.54 Plans_and_directs_the_editorial_activities_of_various_publications
81 Author 448 54279 752.25 29.79 2 6.85 8.79 Creates_fiction_and_non-fiction_books_either_on_assignment_from_editors_or_independently
82 Attorney 448 113211 1261.5 36.11 3 6.09 10.11 Counsels_clients_in_legal_matters;_using_interpretation_of_laws_and_rulings_to_advise_and_represent_businesses_and_individuals
83 Physician_(General_Practice) 449 192065 1471.5 25.65 2 10.9 20.65 Performs_examinations_diagnoses_medical_conditions_and_prescribes_treatment_for_individuals_suffering_from_injury_discomfort_or_disease
84 Engineering_Technician 462 55142 493.79 23.42 2 7.98 -2.58 Assists_engineers_in_planning_design_and_development_by_applying_a_practical_knowledge_of_civil_mechanical_or_industrial_engineering
85 Physician_Assistant 463 84105 1295.8 32.05 3 9.36 37.05 Aids_in_the_performance_of_essential_procedures_which_free_physicians_to_attend_to_more_specialized_aspects_of_their_work
86 Bank_Teller 469 24083 642.56 12.83 1 6.03 -0.17 Cashes_checks_makes_deposits_and_withdrawals_and_handles_a_variety_of_other_transactions_for_bank_customers
87 Artist_(Fine_Art) 477 44335 486.75 23.35 2 9.85 6.35 Creates_artwork_independently_usually_in_the_form_of_painting_drawing_sculpture_or_other_visual_mediums
88 Respiratory_Therapist 482 53085 884.73 19.85 1 13.43 12.85 Treats_and_rehabilitates_patients_suffering_from_cardiopulmonary_(heart_and_lung)_ailments_which_interfere_with_normal_breathing
89 Bookbinder 483 31194 359.2 5.94 0 8.98 -24.06 Participates_in_the_assembly_of_books_or_magazines_for_commercial_printing_companies
90 Photographic_Process_Worker 491 26182 404.1 6.82 0 7.98 -20.18 Develops_photographic_film_makes_prints_and_slides_prepares_enlargements_and_retouches_photographs
91 Teacher's_Aide 495 23119 546.78 14.19 1 7.41 -0.81 Supervises_elementary_school_students_in_the_classroom_school_yard_and_in_the_cafeteria_operates_audio-visual_equipment_records_grades_and_prepares_educational_materials
92 Psychiatrist 496 160242 1417 24.42 2 11.9 9.42 Studies_diagnoses_and_treats_mental_emotional_and_behavioral_disorders
93 Heating/Refrigeration_Mechanic 504 41154 633.5 20.54 2 20.05 17.54 Installs_and_services_air-conditioning_and_furnace_systems_in_businesses_and_residences
94 Nurse_(Registered) 504 64114 1018.75 30.14 3 13.15 20.14 Assists_physicians_in_administering_holistic_medical_care_and_treatment_to_assigned_patients_in_clinics_hospitals_public_health_centers_and_health_maintenance_organizations
95 Sewage_Plant_Operator 506 40148 734.24 17.48 1 18.18 15.48 Monitors_and_controls_processes_and_equipment_to_remove_harmful_waste_materials_from_sewage
96 Hotel_Manager 506 46207 807.12 23.07 2 6.97 1.07 Oversees_the_successful_and_profitable_operation_of_hotels_and_motels
97 Telephone_Installer/Repairer 506 58134 657.16 14.34 1 15.39 -3.66 Installs_services_cleans_tests_and_repairs_telephones_and_switchboard_systems
98 Industrial_Machine_Repairer20 507 44131 422.46 16.31 1 16.39 -0.69 Maintains_inspects_and_repairs_industrial_machinery
99 Broadcast_Technician 518 33272 351.76 17.72 1 8.79 -9.28 Runs_and_maintains_the_equipment_used_to_transmit_radio_and_television_messages
100 Teacher 528 51132 709.6 27.32 2 11.87 8.32 Introduces_children_to_the_basics_of_mathematics_language_science_and_social_studies_and_assists_other_aspects_of_child_development
101 Surgeon 528 365258 1962 30.58 3 15.9 20.58 Diagnoses_ailments_and_performs_operations_to_repair_reconstruct_remove_or_replace_organs_limbs_and_bodily_systems
102 Electrical_Equipment_Repairer 529 51132 657.16 16.32 1 13.39 -3.68 Installs_and_repairs_electronic_equipment_for_military_installations_manufacturers_and_businesses
103 Insurance_Agent 531 46342 1085.52 36.42 3 6.05 9.42 Sells_insurance_and_advises_clients_about_amount_and_type_of_coverage_based_on_needs_and_circumstances
104 Receptionist 531 25118 665.21 23.18 2 6 4.18 Greets_visitors_to_offices_answers_questions_and_refers_customers_to_appropriate_staff
105 Cashier 533 18067 595.36 12.67 1 7 -9.33 Receives_payments_makes_change_and_provides_receipts_for_goods_sold
106 Advertising_Account_Executive 536 62105 1010.1 41.05 4 4.62 -0.95 Negotiates_to_procure_accounts_and_supervises_advertising_campaigns_for_products_companies_and_organizations
107 Vending_Machine_Repairer 538 30147 469.4 11.47 1 14.39 -3.53 Performs_maintenance_and_repairs_on_coin-operated_vending_and_amusement_machines
108 Architect 542 73193 1195 39.93 3 6.92 5.93 Plans_and_designs_spaces_to_be_constructed_or_remodeled_according_to_specifications_of_clients
109 Electrical_Technician 542 32969 502.26 8.69 0 12.13 -14.31 Develops_assembles_and_tests_electrical_equipment_according_to_principles_of_electrical_engineering
110 Computer_Service_Technician 547 37164 610.22 12.64 1 12.39 -11.36 Repairs_malfunctions_maintains_service_according_to_manufacturers'_schedules_and_sometimes_installs_computers_and_peripheral_equipment
111 Stockbroker 548 67470 1155.75 39.7 3 7.25 4.7 Facilitates_the_purchase_and_sale_of_stocks_bonds_and_other_securities_for_individual_and_institutional_clients
112 Forklift_Operator 548 30114 454.5 10.14 1 14.09 -7.86 Operates_industrial_trucks_and_tractors_to_move_products_and_raw_materials_for_manufacturing_firms
113 Public_Relations_Executive 552 90160 1247.13 47.6 4 7.24 2.6 Helps_governmental_bodies_businesses_and_individuals_maintain_a_positive_image_with_the_public
114 Corporate_Executive_(Senior) 556 161141 1540 47.41 4 6 -2.59 Formulates_the_policies_and_directs_the_operations_of_private_and_publicly-held_companies
115 Construction_Foreman 558 82210 923.21 31.1 3 20.72 10.1 Supervises_the_work_of_employees_and_ensures_that_equipment_and_materials_are_being_used_properly_and_effectively
116 Piano_Tuner 559 33229 563.28 14.29 1 13.39 -3.71 Adjusts_piano_strings_to_achieve_proper_musical_pitch
117 Furniture_Upholsterer 560 30147 504.36 10.47 1 14.41 -6.53 Builds_new_furniture_and_restores_worn_furniture_using_a_thorough_knowledge_of_fabrics_and_manufacturing_techniques
118 Communications_Equipment_Mechanic 562 56132 610.22 24.32 2 14.39 -2.68 Installs_repairs_and_maintains_residential_and_commercial_phone_systems
119 Agricultural_Scientist 564 34150 494.01 19.5 1 13.98 0.5 Researches_methods_to_improve_quantity_and_quality_of_yields_from_farm_crops_and_livestock_and_attempts_to_find_practical_solutions_to_problems_in_agriculture
120 Compositor/Typesetter 565 33165 440.9 16.65 1 10.82 -12.35 Typesetters_operate_keyboards_to_prepare_print_documents_while_compositors_lay_out_pages_check_proofs_and_make_corrections
121 Commercial_Airline_Pilot 566 106153 1064.16 59.53 5 10.87 5.53 Operates_an_aircraft_to_transport_passengers_and_cargo_to_appointed_destinations
122 Appliance_Repairer 571 34152 610.22 12.52 1 14.39 -10.48 Performs_major_and_routine_maintenance_on_a_variety_of_electrical_home_appliances
123 Office_Machine_Repairer 573 38157 611.91 15.57 1 12.41 -11.43 Repairs_and_maintains_business_machines
124 Undertaker 574 54203 1015.4 29.03 2 15.15 11.03 Prepares_bodies_for_burial_and_arranges_and_directs_funerals
125 Real_Estate_Agent 578 40357 1293.57 38.57 3 8.58 16.57 Acts_as_intermediary_between_buyer_and_seller_in_real_estate_transactions_usually_by_being_the_prime_salesperson_of_a_property
126 Telephone_Operator 581 31163 719.82 15.63 1 9 -8.37 Operates_manual_or_computerized_telephone_switchboards_and_assists_in_the_placement_of_local_and_long_distance_calls
127 Nurse_(Licensed_Practical) 583 40090 1080 25.9 2 15 18.9 Assists_doctors_and_registered_nurses_in_the_care_of_physically_or_mentally_ill_patients
128 Newscaster 583 50456 929.25 43.56 4 6.85 -0.44 Prepares_and_delivers_news_and_related_presentations_over_the_air_on_radio_and_television
129 Surveyor 585 54197 956.97 27.97 2 24.11 13.97 Establishes_official_land_and_aquatic_boundaries_measures_construction_and_mining_sites_writes_technical_property_descriptions_for_deeds_and_leases_and_prepares_maps_and_charts
130 Shipping/Receiving_Clerk 585 28132 520.32 14.32 1 9.67 -17.68 Monitors_the_movement_of_shipments_of_merchandise_into_and_out_of_places_of_business
131 Dressmaker 590 27147 704.31 7.47 0 13.29 -10.53 Follows_design_instructions_operates_a_sewing_machine_to_join_reinforce_and_decorate_parts_of_garments_or_other_textiles
132 Tool-And-Die_Maker 595 47122 740.55 14.22 1 16.87 -12.78 Constructs_and_repairs_precision_tools_gauges_holding_devices_and_stamping_tools_for_the_machine_industry
133 Guard 600 24135 812.06 16.35 1 12.55 3.35 Protects_property_from_damages_incurred_by_theft_fire_and_vandalism
134 Automobile_Assembler 600 27263 639.45 8.63 0 13.53 -14.37 Assembles_parts_or_contributes_to_the_final_assembly_of_automobiles_and_trucks
135 Precision_Assembler 604 28150 639.45 9.5 0 13.53 -14.5 Works_on_sub-assembly_or_final_assembly_of_products_such_as_machinery_electronic_equipment_or_aircraft
136 Railroad_Conductor 605 54145 830.28 32.45 3 14.77 5.45 Operates_an_electric_diesel-electric_or_gas-turbine-_electric_locomotive_to_transport_passengers_and_freight
137 Machine_Tool_Operator 616 34122 753.1 14.22 1 14.86 -6.78 Operates_computerized_machines_in_the_manufacture_of_industrial_parts
138 Machinist 621 38138 756.8 13.38 1 17.46 -12.62 Operates_machinery_in_manufacturing_plants_for_fabrication_of_industrial_parts
139 Waiter/Waitress 621 18100 687.42 15 1 11 -5 Takes_customer_orders_serves_food_and_drink_and_prepares_meal_checks
140 Bartender 621 18107 796.74 13.07 1 13 -2.93 Mixes_and_serves_drinks_to_customers_of_a_tavern_restaurant_or_lounge
141 Janitor 626 22125 489.6 15.25 1 16.16 -6.75 Cleans_offices_and_other_spaces_within_buildings_and_keeps_areas_in_good_condition
142 Plumber 628 46182 836.38 22.82 2 21.8 3.82 Builds_and_repairs_water_waste_disposal_drainage_and_gas_delivery_systems_for_residential_commercial_and_industrial_structures
143 Fashion_Designer 633 61291 929.25 36.91 3 9.85 -7.09 Designs_articles_or_complete_lines_of_clothing_for_men_women_or_children
144 Photographer 638 30265 663.75 28.65 2 10.85 2.65 Uses_shutter-operated_cameras_and_photographic_emulsions_to_visually_portray_a_variety_of_subjects
145 Shoe_Maker/Repairer 638 23112 597.24 17.12 1 9.53 -31.88 Refurbishes_and_mends_worn_shoes_saddles_and_boots
146 Nurse's_Aide 642 24089 872.96 22.89 2 17 10.89 Assists_practical_nurses_in_caring_for_patients._Nursing_homes_and_hospitals_are_the_primary_employers_of_nurse's_aides
147 Recreation_Worker 643 22138 889.14 20.38 2 18.47 10.38 Organizes_and_supervises_a_variety_of_leisure_activities_including_sports_arts_crafts_drama_singing_dancing_and_story_telling
148 Electrician 643 47176 855.76 20.76 2 22.01 -1.24 Maps_layout_and_installs_and_repairs_electrical_wiring_and_fixtures
149 Flight_Attendant 643 40184 803 44.84 4 10.03 2.84 Tends_to_the_care_and_comfort_of_passengers_on_commercial_and_corporate_aircraft
150 Glazier 645 36186 796.86 26.86 2 18.85 6.86 Measures_cuts_and_installs_glass_in_residential_and_commercial_buildings
151 Nuclear_Decontamination_Technician 645 37163 821.88 34.63 3 20.13 13.63 Cleanses_nuclear_power_plant_equipment_and_personnel_of_irradiated_material
152 Automobile_Body_Repairer 649 38178 669.9 18.78 1 17.57 -11.22 Mends_cosmetic_and_structural_damage_to_car_truck_and_bus_chassis
153 Sales_Representative_(Wholesale) 650 51308 1293.84 37.08 3 9.58 1.08 Represents_wholesalers_who_distribute_products_to_stores_manufacturers_and_businesses
154 Drill-Press_Operator 651 31124 728.32 11.24 1 17.1 -40.76 Operates_drilling_machines_to_place_holes_in_metal_or_nonmetal_pieces_according_to_predetermined_specifications
155 Aircraft_Mechanic 655 53118 981.2 27.18 2 18.92 1.18 Performs_scheduled_inspections_maintenance_and_repairs_on_commercial_and_private_aircraft
156 Buyer 661 49207 1108.08 37.07 3 8.23 -3.93 Orders_merchandise_and_maintains_inventory_control_for_wholesale_and_retail_sales_firms
157 Chauffeur 665 22119 945.8 21.19 2 13.46 5.19 Drives_limousines_or_other_vehicles_to_transport_passengers_to_and_from_specified_locations
158 Farmer 666 59222 1263.84 26.22 2 34.53 5.22 Manages_the_successful_operation_of_a_crop_livestock_dairy_or_poultry_farm
159 Salesperson_(Retail) 666 20153 836.43 21.53 2 11 0.53 Provides_courteous_and_efficient_service_to_customers_in_retail_stores
160 Corrections_Officer 673 39150 1646.75 31.5 3 13.41 9.5 Supervises_inmates'_activities_and_enforces_regulations_in_jails_prisons_and_other_correctional_facilities
161 Drywall_Applicator/Finisher 678 37179 973.94 19.79 1 27.85 0.79 Installs_and_prepares_surfaces_of_drywall_panels_for_commercial_or_residential_interiors
162 Carpet/Tile_Installer 679 37238 796.86 18.38 1 17.85 -13.62 Lays_tile_or_carpets_in_homes_and_businesses
163 Actor 680 49116 1371.75 45.16 4 8.85 -0.84 Entertains_informs_and_instructs_audiences_by_interpreting_dramatic_roles_on_stage_film_television_or_radio
164 Stationary_Engineer 681 51139 1055.47 27.39 2 26.18 3.39 Operates_monitors_and_repairs_power_plants_and_industrial_heating_cooling_and_ventilation_systems
165 Bus_Driver 686 34167 1124.48 25.67 2 12.03 0.67 Transports_passengers_according_to_a_specific_schedule_along_metropolitan_and_community_routes
166 Highway_Patrol_Officer 692 53171 1733.4 40.71 4 17.63 7.71 Patrols_roads_and_highways_and_enforces_traffic_regulations_and_criminal_statutes
167 Dishwasher 695 18053 868.32 14.53 1 22 -2.47 Cleans_the_plates_glasses_and_silverware_used_by_patrons_of_an_eating_establishment_and_the_pots_pans_and_cooking_utensils_used_by_chefs
168 Bricklayer 699 47175 1151.02 20.75 2 32.85 -1.25 Erects_structures_such_as_fireplaces_and_walls_with_brick_and_other_masonry_materials
169 Maid 700 19093 682.02 18.93 1 17 -5.07 May_perform_a_variety_of_services_including_cleaning_and_upkeep_for_residential_and_institutional_employers
170 Advertising_Salesperson 701 43309 1293.57 36.09 3 9.58 -2.91 Negotiates_contracts_with_clients_for_advertising_in_publications_and_on_radio_and_television
171 Truck_Driver 711 38128 968.2 28.28 2 21.68 2.28 Operates_16-wheeled_tractor-trailer_to_transport_durable_and_perishable_goods_from_producers_to_consumers
172 Travel_Agent 716 31147 1134.77 40.47 4 6 -8.53 Makes_arrangements_for_travel_according_to_the_specific_needs_of_individuals_and_businesses
173 Construction_Machinery_Operator 720 40169 1136.25 23.69 2 28.09 0.69 Operates_one_or_more_machines_used_in_extractive_or_construction_work
174 Mail_Carrier 725 52042 1461.24 23.42 2 26.86 -3.58 Delivers_and_collects_mail_along_prearranged_rural_and_urban_routes
175 Carpenter 729 39184 973.36 28.84 2 25.46 -0.16 Assists_in_the_construction_repairing_and_remodeling_of_buildings_and_other_structures
176 Firefighter 730 45222 3314.03 60.22 5 43.23 18.22 Protects_individuals_and_saves_lives_and_property_from_the_ravages_of_fire
177 Disc_Jockey 730 28375 1062 29.75 2 7.85 -11.25 Selects_and_plays_records_or_tapes;_comments_on_areas_of_interest_to_a_particular_radio_audience
178 Police_Officer 731 49185 1877.85 43.85 4 22.63 7.85 Provides_protection_against_crime_investigates_criminal_activity_and_works_with_the_public_on_crime-prevention_measures
179 Garbage_Collector 731 32174 1368.32 23.74 2 36.55 8.74 Collects_refuse_on_a_designated_municipal_route_and_transports_trash_to_disposal_plants_or_landfill_areas
180 Choreographer 738 38283 1106.25 38.83 3 11.85 -4.17 Instructs_performers_and_develops_and_interprets_routines_for_stage_and_other_presentations
181 Plasterer 742 38160 929.67 24.6 2 25.85 -6.4 Applies_the_plaster_finish_to_interior_walls_and_ceilings_and_cement_finish_and_stucco_to_exterior_surfaces
182 Butcher 743 29150 987.8 19.5 1 19.98 -5.5 Prepares_meat_for_sale_to_distributors_supermarket_customers_and_other_consumers
183 Automobile_Mechanic 749 35200 1100.55 26 2 21.57 -2 Diagnoses_problems_with_automotive_vehicles_makes_repairs_and_performs_routine_maintenance
184 Dairy_Farmer 751 32114 1474.48 26.14 2 30.53 8.14 Directs_and_takes_part_in_activities_involved_in_the_raising_of_cattle_for_milk_production
185 Photojournalist 753 40209 1327.5 47.09 4 15.85 2.09 Photographs_newsworthy_events_for_publication_in_newspapers_and_magazines
186 Child_Care_Worker 769 19100 947.25 26 2 19 0 Cares_for_infants_and_toddlers_when_parents_are_at_work_or_are_unable_to_do_so_for_other_reasons
187 Sheet_Metal_Worker 770 41208 1266.14 29.08 2 30.73 -0.92 Constructs_installs_and_maintains_sheet_metal_products_for_home_commercial_and_industrial_use
188 Reporter_(Newspaper) 777 34275 1106.25 44.75 4 9.85 -14.25 Covers_newsworthy_events_for_newspapers_magazines_and_television_news_programs
189 Sailor 780 36150 1660.56 29.5 2 30.77 4.5 Performs_any_number_of_tasks_involved_in_the_operation_of_ships_boats_barges_or_dredges
190 Stevedore 786 39186 1084.59 24.86 2 28.03 -14.14 Loads_and_unloads_cargo_from_vessels_routes_cargo_to_proper_locations
191 Construction_Worker 798 29211 1555.85 30.11 3 36.41 7.11 Assists_construction_trade_workers_by_performing_a_wide_variety_of_tasks_requiring_physical_labor
192 Meter_Reader 798 34171 1127.36 21.71 2 25.67 -30.29 Monitors_public_utility_meters_and_records_volume_of_consumption_by_customers
193 Painter 798 34152 1034.02 31.52 3 26 -3.48 Prepares_surfaces_and_applies_paints_varnishes_and_finishes_to_the_interiors_and_exteriors_of_houses_and_other_structures
194 Welder 811 35126 1180.14 23.26 2 29.08 -15.74 Joins_or_repairs_metal_surfaces_through_the_application_of_heat
195 Emergency_Medical_Technician 814 30168 1610.7 39.68 3 21.26 4.68 Attends_to_situations_which_demand_immediate_medical_attention_such_as_automobile_accidents_heart_attacks_and_gunshot_wounds
196 Taxi_Driver 821 21127 2317.21 46.27 4 14.46 5.27 Operates_a_taxi_cab_over_the_streets_and_roads_of_a_municipality_picking_up_and_dropping_off_passengers_by_request
197 Roofer 863 34168 1481.2 30.68 3 33.46 -9.32 Installs_roofs_on_new_buildings_performs_repairs_on_old_roofs_and_re-roofs_old_buildings
198 Lumberjack 868 32109 1817.53 40.09 4 38.87 0.09 Fells_cuts_and_transports_timber_to_be_processed_into_lumber_paper_and_other_wood_products
199 Ironworker 887 34127 1593.72 31.27 3 36.85 -12.73 Raises_the_steel_framework_of_buildings_bridges_and_other_structures
200 Roustabout 892 32143 1731.45 26.43 2 36.89 -19.57 Performs_routine_physical_labor_and_maintenance_on_oil_rigs_and_pipelines_both_on_and_off_shore

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