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Intial commit of IMPLAN summary functions, and Radiant ex.

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Alex 2025-10-17 17:51:08 -06:00
parent 3f1493ce9f
commit c41f41e6a3
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.gitignore vendored
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# ---> R
# History files
*.csv
.Rhistory
.Rapp.history

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Create_Tables.r Normal file
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library(tidyverse)
RES_PATH <- './Results'
dir.create(RES_PATH,showWarnings=FALSE)
source("Scripts/Occupation_Clean.r")
#Clean all of the saved Occupation files
Occupation_Summary_Directory()
SUMMARY_DIR <- "Data/Economic_Indicator_Summary"
FILE <- list.files(SUMMARY_DIR,pattern="*.csv",full.names=TRUE)
DATA <- read_csv("Data/Economic_Indicator_Summary/Economic Indicator Summary.csv") %>% mutate_at(6:8,parse_number)
colnames(DATA) <- gsub(" ","_",colnames(DATA))
DATA$Impact <- gsub("1|2|3|-| ","",DATA$Impact)
DATA <- DATA %>% filter(!is.na(Group_Name))
colnames(DATA )
OVERALL <- DATA %>% group_by(Event_Name) %>% summarize(Output=sum(Output),Value_Added=sum(Value_Added) ,Employment=sum(Employment),Labor_Income=sum(Labor_Income))
DATA <- DATA %>% select(-Group_Name,-Region)
library(scales)
GET_SUMMARY <- function(COL_NUM,DATA){
DATA <- DATA[,c(1,2,COL_NUM)]
ORIG_COL_NAME <- colnames(DATA)[3]
colnames(DATA)[3] <- "TEMP_COL"
RES <- DATA %>% group_by(Event_Name)%>% summarize('Direct'=percent(sum(ifelse(Impact=='Direct',TEMP_COL,0))/sum(TEMP_COL)),'Indirect'=percent(sum(ifelse(Impact=='Indirect',TEMP_COL,0))/sum(TEMP_COL)),'Induced'=percent(sum(ifelse(Impact=='Induced',TEMP_COL,0))/sum(TEMP_COL)))
RES$Type <- ORIG_COL_NAME
RES <- RES[,c(1,5,2:4)]
return(RES)
}
TOTAL_IMPACT_SUMMARY <- DATA
DIRECT_SPLIT_SUMMARY <- rbind(GET_SUMMARY(3,DATA),GET_SUMMARY(4,DATA),GET_SUMMARY(5,DATA),GET_SUMMARY(6,DATA)) %>% arrange(Event_Name)
write_csv(DIRECT_SPLIT_SUMMARY, "Results/Event_Impact_Summary.csv")
####Taxes
TAX <- read_csv("Data/Tax_Impacts_Summary/tax_summary.csv") %>% mutate_at(4:10,parse_number)
colnames(TAX) <- gsub(" ","_",colnames(TAX))
TAX$Impact <- ifelse(TAX$Impact==1,'Direct',ifelse(TAX$Impact==2,'Indirect' ,'Induced'))
TAX <- TAX %>% filter(!is.na(Group_Name))
TAX <- TAX %>% filter(!is.na(Event_Name))
TAX_SUMMARY <- TAX %>% group_by(Event_Name,Impact) %>% summarize(County=sum(County+Sub_County_General+Sub_County_Special_Districts),State=sum(State) ,Federal=sum(Federal)) %>% mutate(Wyoming_Total=County+State)
#Reduce to 25% for direct due to manufacturing exemption.
TAX_SUMMARY[TAX_SUMMARY$Impact=='Direct',-1:-2] <- 0.25*TAX_SUMMARY[TAX_SUMMARY$Impact=='Direct',-1:-2]
GET_SUMMARY(6,TAX_SUMMARY)
DIRECT_SPLIT_SUMMARY <- rbind(GET_SUMMARY(3,DATA),GET_SUMMARY(4,DATA),GET_SUMMARY(5,DATA),GET_SUMMARY(6,DATA)) %>% arrange(Event_Name)
DIRECT_SPLIT_SUMMARY
TAX_SUMMARY
DIRECT_SPLIT_SUMMARY <- rbind(DIRECT_SPLIT_SUMMARY,GET_SUMMARY(6,TAX_SUMMARY) %>% mutate(Type='Wyoming Total Taxes')) %>% arrange(Event_Name)
write_csv(DIRECT_SPLIT_SUMMARY, "Results/Impact_Ratio_Summary.csv")
DIRECT_SPLIT_SUMMARY
TOTAL_IMPACT_SUMMARY
colnames(TAX_SUMMARY)[-1:-2] <- paste0(colnames(TAX_SUMMARY)[-1:-2],"_Taxes")
TOTAL_IMPACT_SUMMARY <- left_join(TOTAL_IMPACT_SUMMARY ,TAX_SUMMARY) %>% arrange(Event_Name)
write_csv(TOTAL_IMPACT_SUMMARY, "Results/Event_Impact_Summary.csv")

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Data/Economic_Indicator_Summary/Economic Indicator Summary.csv Normal file
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Group Name,Event Name,Region,Impact,Employment,Labor Income,Value Added,Output
Natrona (2023),Radiant_Emp_2028,"Natrona County, WY (2023)",1 - Direct,75.00,"$4,924,571.72","$6,045,234.76","$14,101,937.15"
Natrona (2023),Radiant_Emp_2035,"Natrona County, WY (2023)",1 - Direct,250.00,"$16,415,239.06","$20,150,782.53","$47,006,457.17"
Natrona (2023),Construction,"Natrona County, WY (2023)",1 - Direct,595.11,"$41,955,108.58","$78,540,574.64","$140,000,000.00"
Natrona (2023),Radiant_Emp_2028,"Natrona County, WY (2023)",2 - Indirect,15.96,"$928,966.29","$1,447,742.84","$2,855,656.87"
Natrona (2023),Radiant_Emp_2028,Wyoming_Exclude_Natrona (2023),2 - Indirect,0.70,"$52,626.37","$110,083.01","$236,486.69"
Natrona (2023),Radiant_Emp_2035,"Natrona County, WY (2023)",2 - Indirect,53.22,"$3,097,465.45","$4,827,074.99","$9,520,838.32"
Natrona (2023),Radiant_Emp_2035,Wyoming_Exclude_Natrona (2023),2 - Indirect,2.36,"$176,912.89","$369,246.76","$793,912.95"
Natrona (2023),Construction,"Natrona County, WY (2023)",2 - Indirect,136.73,"$9,790,184.84","$17,799,142.25","$34,519,952.57"
Natrona (2023),Construction,Wyoming_Exclude_Natrona (2023),2 - Indirect,22.63,"$1,767,310.88","$3,782,286.80","$9,025,277.42"
Natrona (2023),Radiant_Emp_2028,"Natrona County, WY (2023)",3 - Induced,19.22,"$931,140.50","$1,844,849.87","$3,213,041.71"
Natrona (2023),Radiant_Emp_2028,Wyoming_Exclude_Natrona (2023),3 - Induced,0.77,"$33,172.95","$73,177.48","$130,607.68"
Natrona (2023),Radiant_Emp_2035,"Natrona County, WY (2023)",3 - Induced,64.08,"$3,104,032.25","$6,149,956.21","$10,710,935.59"
Natrona (2023),Radiant_Emp_2035,Wyoming_Exclude_Natrona (2023),3 - Induced,2.58,"$110,814.80","$244,450.41","$436,298.02"
Natrona (2023),Construction,"Natrona County, WY (2023)",3 - Induced,170.55,"$8,250,322.02","$16,342,086.57","$28,483,776.65"
Natrona (2023),Construction,Wyoming_Exclude_Natrona (2023),3 - Induced,9.23,"$395,962.48","$873,456.19","$1,559,026.40"
,,,,"1,418.15","$91,933,831.09","$158,600,145.28","$302,594,205.18"
1 Group Name Event Name Region Impact Employment Labor Income Value Added Output
2 Natrona (2023) Radiant_Emp_2028 Natrona County, WY (2023) 1 - Direct 75.00 $4,924,571.72 $6,045,234.76 $14,101,937.15
3 Natrona (2023) Radiant_Emp_2035 Natrona County, WY (2023) 1 - Direct 250.00 $16,415,239.06 $20,150,782.53 $47,006,457.17
4 Natrona (2023) Construction Natrona County, WY (2023) 1 - Direct 595.11 $41,955,108.58 $78,540,574.64 $140,000,000.00
5 Natrona (2023) Radiant_Emp_2028 Natrona County, WY (2023) 2 - Indirect 15.96 $928,966.29 $1,447,742.84 $2,855,656.87
6 Natrona (2023) Radiant_Emp_2028 Wyoming_Exclude_Natrona (2023) 2 - Indirect 0.70 $52,626.37 $110,083.01 $236,486.69
7 Natrona (2023) Radiant_Emp_2035 Natrona County, WY (2023) 2 - Indirect 53.22 $3,097,465.45 $4,827,074.99 $9,520,838.32
8 Natrona (2023) Radiant_Emp_2035 Wyoming_Exclude_Natrona (2023) 2 - Indirect 2.36 $176,912.89 $369,246.76 $793,912.95
9 Natrona (2023) Construction Natrona County, WY (2023) 2 - Indirect 136.73 $9,790,184.84 $17,799,142.25 $34,519,952.57
10 Natrona (2023) Construction Wyoming_Exclude_Natrona (2023) 2 - Indirect 22.63 $1,767,310.88 $3,782,286.80 $9,025,277.42
11 Natrona (2023) Radiant_Emp_2028 Natrona County, WY (2023) 3 - Induced 19.22 $931,140.50 $1,844,849.87 $3,213,041.71
12 Natrona (2023) Radiant_Emp_2028 Wyoming_Exclude_Natrona (2023) 3 - Induced 0.77 $33,172.95 $73,177.48 $130,607.68
13 Natrona (2023) Radiant_Emp_2035 Natrona County, WY (2023) 3 - Induced 64.08 $3,104,032.25 $6,149,956.21 $10,710,935.59
14 Natrona (2023) Radiant_Emp_2035 Wyoming_Exclude_Natrona (2023) 3 - Induced 2.58 $110,814.80 $244,450.41 $436,298.02
15 Natrona (2023) Construction Natrona County, WY (2023) 3 - Induced 170.55 $8,250,322.02 $16,342,086.57 $28,483,776.65
16 Natrona (2023) Construction Wyoming_Exclude_Natrona (2023) 3 - Induced 9.23 $395,962.48 $873,456.19 $1,559,026.40
17 1,418.15 $91,933,831.09 $158,600,145.28 $302,594,205.18

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Data/Economic_Indicator_Summary/README_DATA.md Normal file
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This is where the raw data from the economic indicators is stored. This is in the "Summary" tab on the far left of the IMPLAN results page

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Data/Occupation_IMPACTS_Tab/.~lock.Direct.csv# Normal file
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,alex,alex-laptop,17.10.2025 12:57,file:///home/alex/.config/libreoffice/4;

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Dim Occupation Occ Code,Dim Occupation Occupation,Fact Results Impacts Wage and Salary Employment,Fact Results Impacts FTE Employment,Fact Results Impacts Wage and Salary Income,Fact Results Impacts Supplements to Wages and Salaries,Fact Results Impacts Employee Compensation,Fact Results Impacts Hours Worked
11-1000,Top Executives,27.16,26.50,"$3,388,774.67","$609,147.82","$3,997,922.49","60,870.71"
11-2000,"Advertising, Marketing, Promotions, Public Relations, and Sales Managers",1.65,1.62,"$242,582.30","$44,067.28","$286,649.57","3,621.62"
11-3000,Operations Specialties Managers,9.00,8.81,"$1,059,891.74","$195,304.54","$1,255,196.28","19,438.37"
11-9000,Other Management Occupations,17.72,17.22,"$2,004,944.96","$347,358.44","$2,352,303.40","38,763.10"
13-1000,Business Operations Specialists,30.96,30.15,"$2,584,680.57","$454,490.24","$3,039,170.81","63,135.64"
13-2000,Financial Specialists,5.70,5.56,"$485,400.49","$86,720.72","$572,121.22","11,532.76"
15-1200,Computer Occupations,2.89,2.82,"$246,954.07","$45,012.11","$291,966.18","5,737.78"
15-2000,Mathematical Science Occupations,0.05,0.04,"$3,740.62",$644.25,"$4,384.87",92.10
17-1000,"Architects, Surveyors, and Cartographers",0.50,0.48,"$40,480.52","$6,971.97","$47,452.48","1,017.79"
17-2000,Engineers,10.91,10.67,"$960,921.16","$176,397.01","$1,137,318.17","22,484.11"
17-3000,"Drafters, Engineering Technicians, and Mapping Technicians",3.41,3.33,"$218,556.29","$39,406.69","$257,962.98","6,675.24"
19-1000,Life Scientists,0.01,0.01,$507.78,$87.45,$595.23,19.07
19-2000,Physical Scientists,0.03,0.03,"$2,003.42",$345.05,"$2,348.46",53.28
19-3000,Social Scientists and Related Workers,0.01,0.01,"$1,174.67",$202.31,"$1,376.99",25.86
19-4000,"Life, Physical, and Social Science Technicians",0.15,0.15,"$8,634.41","$1,564.28","$10,198.69",278.17
19-5000,Occupational Health and Safety Specialists and Technicians,1.29,1.25,"$102,559.65","$17,875.86","$120,435.51","2,615.69"
21-1000,"Counselors, Social Workers, and Other Community and Social Service Specialists",0.01,0.01,$519.14,$89.41,$608.55,20.28
21-2000,Religious Workers,0.00,0.00,$0.00,$0.00,$0.00,0.00
23-1000,"Lawyers, Judges, and Related Workers",0.11,0.10,"$19,242.05","$3,314.06","$22,556.11",235.03
23-2000,Legal Support Workers,0.04,0.04,"$2,938.38",$506.08,"$3,444.45",77.48
25-1000,Postsecondary Teachers,0.00,0.00,$0.00,$0.00,$0.00,0.00
25-2000,"Preschool, Elementary, Middle, Secondary, and Special Education Teachers",0.00,0.00,$0.00,$0.00,$0.00,0.00
25-3000,Other Teachers and Instructors,0.01,0.01,$427.02,$73.55,$500.56,18.84
25-4000,"Librarians, Curators, and Archivists",0.00,0.00,$0.00,$0.00,$0.00,0.00
25-9000,Other Educational Instruction and Library Occupations,0.00,0.00,$0.00,$0.00,$0.00,0.00
27-1000,Art and Design Workers,0.64,0.63,"$38,046.98","$6,702.00","$44,748.98","1,254.36"
27-2000,"Entertainers and Performers, Sports and Related Workers",0.00,0.00,$0.00,$0.00,$0.00,0.00
27-3000,Media and Communication Workers,0.08,0.08,"$4,900.98",$844.10,"$5,745.08",162.19
27-4000,Media and Communication Equipment Workers,0.11,0.11,"$5,658.33",$974.53,"$6,632.86",202.67
29-1000,Healthcare Diagnosing or Treating Practitioners,0.00,0.00,$0.00,$0.00,$0.00,0.00
29-2000,Health Technologists and Technicians,0.00,0.00,$0.00,$0.00,$0.00,0.00
29-9000,Other Healthcare Practitioners and Technical Occupations,0.00,0.00,$0.00,$0.00,$0.00,0.00
31-1100,"Home Health and Personal Care Aides; and Nursing Assistants, Orderlies, and Psychiatric Aides",0.01,0.01,$304.96,$52.52,$357.48,10.16
31-2000,Occupational Therapy and Physical Therapist Assistants and Aides,0.00,0.00,$0.00,$0.00,$0.00,0.00
31-9000,Other Healthcare Support Occupations,0.00,0.00,$0.00,$0.00,$0.00,0.00
33-1000,Supervisors of Protective Service Workers,0.02,0.02,"$1,423.08",$245.10,"$1,668.18",40.72
33-2000,Firefighting and Prevention Workers,0.02,0.02,$890.52,$153.37,"$1,043.89",32.83
33-3000,Law Enforcement Workers,0.00,0.00,$0.00,$0.00,$0.00,0.00
33-9000,Other Protective Service Workers,0.47,0.46,"$22,144.37","$3,844.96","$25,989.33",634.36
35-1000,Supervisors of Food Preparation and Serving Workers,0.00,0.00,$253.95,$43.74,$297.69,8.08
35-2000,Cooks and Food Preparation Workers,0.03,0.03,$756.70,$130.33,$887.02,38.23
35-3000,Food and Beverage Serving Workers,0.02,0.02,$393.87,$67.84,$461.70,24.92
35-9000,Other Food Preparation and Serving Related Workers,0.00,0.00,$0.00,$0.00,$0.00,0.00
37-1000,Supervisors of Building and Grounds Cleaning and Maintenance Workers,0.13,0.12,"$7,319.43","$1,260.63","$8,580.06",263.96
37-2000,Building Cleaning and Pest Control Workers,3.35,3.28,"$111,390.98","$20,435.22","$131,826.19","5,505.57"
37-3000,Grounds Maintenance Workers,0.87,0.85,"$36,119.61","$6,220.89","$42,340.49","1,496.65"
39-1000,Supervisors of Personal Care and Service Workers,0.00,0.00,$0.00,$0.00,$0.00,0.00
39-2000,Animal Care and Service Workers,0.00,0.00,$0.00,$0.00,$0.00,0.00
39-3000,Entertainment Attendants and Related Workers,0.02,0.01,$290.92,$50.10,$341.02,16.53
39-4000,Funeral Service Workers,0.00,0.00,$0.00,$0.00,$0.00,0.00
39-5000,Personal Appearance Workers,0.00,0.00,$0.00,$0.00,$0.00,0.00
39-6000,"Baggage Porters, Bellhops, and Concierges",0.01,0.00,$245.10,$42.21,$287.32,9.10
39-7000,Tour and Travel Guides,0.00,0.00,$0.00,$0.00,$0.00,0.00
39-9000,Other Personal Care and Service Workers,0.01,0.01,$187.20,$32.24,$219.44,7.69
41-1000,Supervisors of Sales Workers,0.48,0.47,"$37,380.17","$6,668.12","$44,048.29","1,034.81"
41-2000,Retail Sales Workers,0.91,0.89,"$31,261.88","$5,601.06","$36,862.94","1,521.67"
41-3000,"Sales Representatives, Services",6.55,6.36,"$459,146.59","$79,558.17","$538,704.76","13,377.95"
41-4000,"Sales Representatives, Wholesale and Manufacturing",6.49,6.35,"$476,879.49","$88,747.03","$565,626.52","13,513.89"
41-9000,Other Sales and Related Workers,1.39,1.35,"$99,954.75","$17,560.44","$117,515.19","2,594.81"
43-1000,Supervisors of Office and Administrative Support Workers,4.75,4.63,"$330,334.52","$58,992.53","$389,327.05","9,471.80"
43-2000,Communications Equipment Operators,0.00,0.00,$0.00,$0.00,$0.00,0.00
43-3000,Financial Clerks,14.24,13.88,"$722,490.07","$129,039.00","$851,529.07","25,691.84"
43-4000,Information and Record Clerks,5.61,5.47,"$246,773.30","$44,178.88","$290,952.17","9,563.60"
43-5000,"Material Recording, Scheduling, Dispatching, and Distributing Workers",10.92,10.69,"$543,302.32","$100,289.81","$643,592.13","21,131.01"
43-6000,Secretaries and Administrative Assistants,12.80,12.48,"$623,747.97","$111,419.56","$735,167.53","22,909.29"
43-9000,Other Office and Administrative Support Workers,22.02,21.47,"$910,605.12","$162,544.63","$1,073,149.75","36,314.97"
45-1000,"Supervisors of Farming, Fishing, and Forestry Workers",0.00,0.00,$0.00,$0.00,$0.00,0.00
45-2000,Agricultural Workers,0.04,0.04,"$1,480.63",$255.01,"$1,735.64",71.05
45-3000,Fishing and Hunting Workers,0.00,0.00,$0.00,$0.00,$0.00,0.00
45-4000,"Forest, Conservation, and Logging Workers",0.01,0.01,$775.18,$133.51,$908.68,29.65
47-1000,Supervisors of Construction and Extraction Workers,34.56,33.57,"$2,753,404.73","$474,330.52","$3,227,735.25","76,132.12"
47-2000,Construction Trades Workers,213.53,207.42,"$12,514,996.90","$2,156,639.09","$14,671,635.98","416,617.13"
47-3000,"Helpers, Construction Trades",9.89,9.61,"$397,437.52","$68,450.75","$465,888.27","17,710.70"
47-4000,Other Construction and Related Workers,4.73,4.59,"$309,966.53","$53,385.60","$363,352.14","9,247.07"
47-5000,Extraction Workers,1.58,1.53,"$89,397.72","$15,396.99","$104,794.71","3,742.05"
49-1000,"Supervisors of Installation, Maintenance, and Repair Workers",4.52,4.40,"$367,785.44","$64,520.10","$432,305.53","10,003.89"
49-2000,"Electrical and Electronic Equipment Mechanics, Installers, and Repairers",3.17,3.08,"$182,413.48","$31,417.11","$213,830.59","6,443.77"
49-3000,"Vehicle and Mobile Equipment Mechanics, Installers, and Repairers",3.53,3.43,"$208,857.29","$36,344.94","$245,202.23","7,599.73"
49-9000,"Other Installation, Maintenance, and Repair Occupations",37.96,36.95,"$2,131,677.21","$375,026.11","$2,506,703.32","77,497.51"
51-1000,Supervisors of Production Workers,14.77,14.49,"$1,137,862.19","$214,678.42","$1,352,540.60","32,186.30"
51-2000,Assemblers and Fabricators,12.51,12.27,"$577,283.10","$108,561.16","$685,844.27","24,340.53"
51-3000,Food Processing Workers,0.00,0.00,$0.00,$0.00,$0.00,0.00
51-4000,Metal Workers and Plastic Workers,116.40,114.19,"$6,113,870.82","$1,153,537.25","$7,267,408.07","242,355.09"
51-5100,Printing Workers,0.00,0.00,$101.84,$17.54,$119.38,4.35
51-6000,"Textile, Apparel, and Furnishings Workers",0.09,0.09,"$3,448.00",$629.50,"$4,077.50",168.08
51-7000,Woodworkers,0.50,0.49,"$23,832.91","$4,104.75","$27,937.65",950.14
51-8000,Plant and System Operators,0.19,0.18,"$11,088.36","$1,909.75","$12,998.11",410.62
51-9000,Other Production Occupations,62.38,61.20,"$3,231,070.75","$610,349.22","$3,841,419.97","126,899.69"
53-1000,Supervisors of Transportation and Material Moving Workers,0.90,0.88,"$60,898.66","$10,904.13","$71,802.79","1,916.01"
53-2000,Air Transportation Workers,0.02,0.02,"$3,061.88",$527.35,"$3,589.23",44.41
53-3000,Motor Vehicle Operators,10.82,10.53,"$543,311.50","$95,543.41","$638,854.90","22,523.12"
53-4000,Rail Transportation Workers,0.00,0.00,$0.00,$0.00,$0.00,0.00
53-5000,Water Transportation Workers,0.11,0.10,"$8,118.85","$1,398.31","$9,517.16",252.09
53-6000,Other Transportation Workers,0.05,0.05,"$2,115.81",$364.41,"$2,480.21",102.17
53-7000,Material Moving Workers,11.49,11.22,"$502,209.82","$91,015.28","$593,225.10","20,391.79"
99-8000,Military - Known,0.00,0.00,$0.00,$0.00,$0.00,0.00
99-9000,Military - Unknown,0.00,0.00,$0.00,$0.00,$0.00,0.00
1 Dim Occupation Occ Code Dim Occupation Occupation Fact Results Impacts Wage and Salary Employment Fact Results Impacts FTE Employment Fact Results Impacts Wage and Salary Income Fact Results Impacts Supplements to Wages and Salaries Fact Results Impacts Employee Compensation Fact Results Impacts Hours Worked
2 11-1000 Top Executives 27.16 26.50 $3,388,774.67 $609,147.82 $3,997,922.49 60,870.71
3 11-2000 Advertising, Marketing, Promotions, Public Relations, and Sales Managers 1.65 1.62 $242,582.30 $44,067.28 $286,649.57 3,621.62
4 11-3000 Operations Specialties Managers 9.00 8.81 $1,059,891.74 $195,304.54 $1,255,196.28 19,438.37
5 11-9000 Other Management Occupations 17.72 17.22 $2,004,944.96 $347,358.44 $2,352,303.40 38,763.10
6 13-1000 Business Operations Specialists 30.96 30.15 $2,584,680.57 $454,490.24 $3,039,170.81 63,135.64
7 13-2000 Financial Specialists 5.70 5.56 $485,400.49 $86,720.72 $572,121.22 11,532.76
8 15-1200 Computer Occupations 2.89 2.82 $246,954.07 $45,012.11 $291,966.18 5,737.78
9 15-2000 Mathematical Science Occupations 0.05 0.04 $3,740.62 $644.25 $4,384.87 92.10
10 17-1000 Architects, Surveyors, and Cartographers 0.50 0.48 $40,480.52 $6,971.97 $47,452.48 1,017.79
11 17-2000 Engineers 10.91 10.67 $960,921.16 $176,397.01 $1,137,318.17 22,484.11
12 17-3000 Drafters, Engineering Technicians, and Mapping Technicians 3.41 3.33 $218,556.29 $39,406.69 $257,962.98 6,675.24
13 19-1000 Life Scientists 0.01 0.01 $507.78 $87.45 $595.23 19.07
14 19-2000 Physical Scientists 0.03 0.03 $2,003.42 $345.05 $2,348.46 53.28
15 19-3000 Social Scientists and Related Workers 0.01 0.01 $1,174.67 $202.31 $1,376.99 25.86
16 19-4000 Life, Physical, and Social Science Technicians 0.15 0.15 $8,634.41 $1,564.28 $10,198.69 278.17
17 19-5000 Occupational Health and Safety Specialists and Technicians 1.29 1.25 $102,559.65 $17,875.86 $120,435.51 2,615.69
18 21-1000 Counselors, Social Workers, and Other Community and Social Service Specialists 0.01 0.01 $519.14 $89.41 $608.55 20.28
19 21-2000 Religious Workers 0.00 0.00 $0.00 $0.00 $0.00 0.00
20 23-1000 Lawyers, Judges, and Related Workers 0.11 0.10 $19,242.05 $3,314.06 $22,556.11 235.03
21 23-2000 Legal Support Workers 0.04 0.04 $2,938.38 $506.08 $3,444.45 77.48
22 25-1000 Postsecondary Teachers 0.00 0.00 $0.00 $0.00 $0.00 0.00
23 25-2000 Preschool, Elementary, Middle, Secondary, and Special Education Teachers 0.00 0.00 $0.00 $0.00 $0.00 0.00
24 25-3000 Other Teachers and Instructors 0.01 0.01 $427.02 $73.55 $500.56 18.84
25 25-4000 Librarians, Curators, and Archivists 0.00 0.00 $0.00 $0.00 $0.00 0.00
26 25-9000 Other Educational Instruction and Library Occupations 0.00 0.00 $0.00 $0.00 $0.00 0.00
27 27-1000 Art and Design Workers 0.64 0.63 $38,046.98 $6,702.00 $44,748.98 1,254.36
28 27-2000 Entertainers and Performers, Sports and Related Workers 0.00 0.00 $0.00 $0.00 $0.00 0.00
29 27-3000 Media and Communication Workers 0.08 0.08 $4,900.98 $844.10 $5,745.08 162.19
30 27-4000 Media and Communication Equipment Workers 0.11 0.11 $5,658.33 $974.53 $6,632.86 202.67
31 29-1000 Healthcare Diagnosing or Treating Practitioners 0.00 0.00 $0.00 $0.00 $0.00 0.00
32 29-2000 Health Technologists and Technicians 0.00 0.00 $0.00 $0.00 $0.00 0.00
33 29-9000 Other Healthcare Practitioners and Technical Occupations 0.00 0.00 $0.00 $0.00 $0.00 0.00
34 31-1100 Home Health and Personal Care Aides; and Nursing Assistants, Orderlies, and Psychiatric Aides 0.01 0.01 $304.96 $52.52 $357.48 10.16
35 31-2000 Occupational Therapy and Physical Therapist Assistants and Aides 0.00 0.00 $0.00 $0.00 $0.00 0.00
36 31-9000 Other Healthcare Support Occupations 0.00 0.00 $0.00 $0.00 $0.00 0.00
37 33-1000 Supervisors of Protective Service Workers 0.02 0.02 $1,423.08 $245.10 $1,668.18 40.72
38 33-2000 Firefighting and Prevention Workers 0.02 0.02 $890.52 $153.37 $1,043.89 32.83
39 33-3000 Law Enforcement Workers 0.00 0.00 $0.00 $0.00 $0.00 0.00
40 33-9000 Other Protective Service Workers 0.47 0.46 $22,144.37 $3,844.96 $25,989.33 634.36
41 35-1000 Supervisors of Food Preparation and Serving Workers 0.00 0.00 $253.95 $43.74 $297.69 8.08
42 35-2000 Cooks and Food Preparation Workers 0.03 0.03 $756.70 $130.33 $887.02 38.23
43 35-3000 Food and Beverage Serving Workers 0.02 0.02 $393.87 $67.84 $461.70 24.92
44 35-9000 Other Food Preparation and Serving Related Workers 0.00 0.00 $0.00 $0.00 $0.00 0.00
45 37-1000 Supervisors of Building and Grounds Cleaning and Maintenance Workers 0.13 0.12 $7,319.43 $1,260.63 $8,580.06 263.96
46 37-2000 Building Cleaning and Pest Control Workers 3.35 3.28 $111,390.98 $20,435.22 $131,826.19 5,505.57
47 37-3000 Grounds Maintenance Workers 0.87 0.85 $36,119.61 $6,220.89 $42,340.49 1,496.65
48 39-1000 Supervisors of Personal Care and Service Workers 0.00 0.00 $0.00 $0.00 $0.00 0.00
49 39-2000 Animal Care and Service Workers 0.00 0.00 $0.00 $0.00 $0.00 0.00
50 39-3000 Entertainment Attendants and Related Workers 0.02 0.01 $290.92 $50.10 $341.02 16.53
51 39-4000 Funeral Service Workers 0.00 0.00 $0.00 $0.00 $0.00 0.00
52 39-5000 Personal Appearance Workers 0.00 0.00 $0.00 $0.00 $0.00 0.00
53 39-6000 Baggage Porters, Bellhops, and Concierges 0.01 0.00 $245.10 $42.21 $287.32 9.10
54 39-7000 Tour and Travel Guides 0.00 0.00 $0.00 $0.00 $0.00 0.00
55 39-9000 Other Personal Care and Service Workers 0.01 0.01 $187.20 $32.24 $219.44 7.69
56 41-1000 Supervisors of Sales Workers 0.48 0.47 $37,380.17 $6,668.12 $44,048.29 1,034.81
57 41-2000 Retail Sales Workers 0.91 0.89 $31,261.88 $5,601.06 $36,862.94 1,521.67
58 41-3000 Sales Representatives, Services 6.55 6.36 $459,146.59 $79,558.17 $538,704.76 13,377.95
59 41-4000 Sales Representatives, Wholesale and Manufacturing 6.49 6.35 $476,879.49 $88,747.03 $565,626.52 13,513.89
60 41-9000 Other Sales and Related Workers 1.39 1.35 $99,954.75 $17,560.44 $117,515.19 2,594.81
61 43-1000 Supervisors of Office and Administrative Support Workers 4.75 4.63 $330,334.52 $58,992.53 $389,327.05 9,471.80
62 43-2000 Communications Equipment Operators 0.00 0.00 $0.00 $0.00 $0.00 0.00
63 43-3000 Financial Clerks 14.24 13.88 $722,490.07 $129,039.00 $851,529.07 25,691.84
64 43-4000 Information and Record Clerks 5.61 5.47 $246,773.30 $44,178.88 $290,952.17 9,563.60
65 43-5000 Material Recording, Scheduling, Dispatching, and Distributing Workers 10.92 10.69 $543,302.32 $100,289.81 $643,592.13 21,131.01
66 43-6000 Secretaries and Administrative Assistants 12.80 12.48 $623,747.97 $111,419.56 $735,167.53 22,909.29
67 43-9000 Other Office and Administrative Support Workers 22.02 21.47 $910,605.12 $162,544.63 $1,073,149.75 36,314.97
68 45-1000 Supervisors of Farming, Fishing, and Forestry Workers 0.00 0.00 $0.00 $0.00 $0.00 0.00
69 45-2000 Agricultural Workers 0.04 0.04 $1,480.63 $255.01 $1,735.64 71.05
70 45-3000 Fishing and Hunting Workers 0.00 0.00 $0.00 $0.00 $0.00 0.00
71 45-4000 Forest, Conservation, and Logging Workers 0.01 0.01 $775.18 $133.51 $908.68 29.65
72 47-1000 Supervisors of Construction and Extraction Workers 34.56 33.57 $2,753,404.73 $474,330.52 $3,227,735.25 76,132.12
73 47-2000 Construction Trades Workers 213.53 207.42 $12,514,996.90 $2,156,639.09 $14,671,635.98 416,617.13
74 47-3000 Helpers, Construction Trades 9.89 9.61 $397,437.52 $68,450.75 $465,888.27 17,710.70
75 47-4000 Other Construction and Related Workers 4.73 4.59 $309,966.53 $53,385.60 $363,352.14 9,247.07
76 47-5000 Extraction Workers 1.58 1.53 $89,397.72 $15,396.99 $104,794.71 3,742.05
77 49-1000 Supervisors of Installation, Maintenance, and Repair Workers 4.52 4.40 $367,785.44 $64,520.10 $432,305.53 10,003.89
78 49-2000 Electrical and Electronic Equipment Mechanics, Installers, and Repairers 3.17 3.08 $182,413.48 $31,417.11 $213,830.59 6,443.77
79 49-3000 Vehicle and Mobile Equipment Mechanics, Installers, and Repairers 3.53 3.43 $208,857.29 $36,344.94 $245,202.23 7,599.73
80 49-9000 Other Installation, Maintenance, and Repair Occupations 37.96 36.95 $2,131,677.21 $375,026.11 $2,506,703.32 77,497.51
81 51-1000 Supervisors of Production Workers 14.77 14.49 $1,137,862.19 $214,678.42 $1,352,540.60 32,186.30
82 51-2000 Assemblers and Fabricators 12.51 12.27 $577,283.10 $108,561.16 $685,844.27 24,340.53
83 51-3000 Food Processing Workers 0.00 0.00 $0.00 $0.00 $0.00 0.00
84 51-4000 Metal Workers and Plastic Workers 116.40 114.19 $6,113,870.82 $1,153,537.25 $7,267,408.07 242,355.09
85 51-5100 Printing Workers 0.00 0.00 $101.84 $17.54 $119.38 4.35
86 51-6000 Textile, Apparel, and Furnishings Workers 0.09 0.09 $3,448.00 $629.50 $4,077.50 168.08
87 51-7000 Woodworkers 0.50 0.49 $23,832.91 $4,104.75 $27,937.65 950.14
88 51-8000 Plant and System Operators 0.19 0.18 $11,088.36 $1,909.75 $12,998.11 410.62
89 51-9000 Other Production Occupations 62.38 61.20 $3,231,070.75 $610,349.22 $3,841,419.97 126,899.69
90 53-1000 Supervisors of Transportation and Material Moving Workers 0.90 0.88 $60,898.66 $10,904.13 $71,802.79 1,916.01
91 53-2000 Air Transportation Workers 0.02 0.02 $3,061.88 $527.35 $3,589.23 44.41
92 53-3000 Motor Vehicle Operators 10.82 10.53 $543,311.50 $95,543.41 $638,854.90 22,523.12
93 53-4000 Rail Transportation Workers 0.00 0.00 $0.00 $0.00 $0.00 0.00
94 53-5000 Water Transportation Workers 0.11 0.10 $8,118.85 $1,398.31 $9,517.16 252.09
95 53-6000 Other Transportation Workers 0.05 0.05 $2,115.81 $364.41 $2,480.21 102.17
96 53-7000 Material Moving Workers 11.49 11.22 $502,209.82 $91,015.28 $593,225.10 20,391.79
97 99-8000 Military - Known 0.00 0.00 $0.00 $0.00 $0.00 0.00
98 99-9000 Military - Unknown 0.00 0.00 $0.00 $0.00 $0.00 0.00

98
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Dim Occupation Occ Code,Dim Occupation Occupation,Fact Results Impacts Wage and Salary Employment,Fact Results Impacts FTE Employment,Fact Results Impacts Wage and Salary Income,Fact Results Impacts Supplements to Wages and Salaries,Fact Results Impacts Employee Compensation,Fact Results Impacts Hours Worked
11-1000,Top Executives,10.72,9.87,"$1,454,170.93","$247,096.94","$1,701,267.87","23,409.20"
11-2000,"Advertising, Marketing, Promotions, Public Relations, and Sales Managers",2.61,2.46,"$424,446.77","$69,361.37","$493,808.14","5,583.78"
11-3000,Operations Specialties Managers,4.72,4.49,"$761,510.66","$129,697.89","$891,208.55","9,919.35"
11-9000,Other Management Occupations,4.97,4.52,"$531,683.56","$95,114.00","$626,797.56","10,083.26"
13-1000,Business Operations Specialists,13.27,12.42,"$1,131,770.80","$189,685.97","$1,321,456.77","25,756.09"
13-2000,Financial Specialists,7.26,6.95,"$678,692.87","$110,241.07","$788,933.95","14,386.42"
15-1200,Computer Occupations,8.64,8.24,"$917,491.51","$139,351.25","$1,056,842.76","17,034.51"
15-2000,Mathematical Science Occupations,0.58,0.55,"$62,734.33","$10,152.87","$72,887.20","1,139.63"
17-1000,"Architects, Surveyors, and Cartographers",0.43,0.42,"$37,734.42","$5,799.71","$43,534.13",889.15
17-2000,Engineers,2.56,2.46,"$300,639.91","$51,473.62","$352,113.54","5,294.97"
17-3000,"Drafters, Engineering Technicians, and Mapping Technicians",1.15,1.09,"$81,233.87","$14,386.02","$95,619.89","2,277.07"
19-1000,Life Scientists,0.31,0.30,"$28,499.06","$5,081.43","$33,580.49",624.23
19-2000,Physical Scientists,0.25,0.24,"$23,716.63","$4,265.07","$27,981.69",493.06
19-3000,Social Scientists and Related Workers,0.22,0.20,"$19,470.07","$3,524.00","$22,994.07",410.47
19-4000,"Life, Physical, and Social Science Technicians",0.32,0.31,"$18,178.15","$3,374.51","$21,552.67",610.08
19-5000,Occupational Health and Safety Specialists and Technicians,0.26,0.24,"$24,270.17","$4,917.85","$29,188.02",522.82
21-1000,"Counselors, Social Workers, and Other Community and Social Service Specialists",3.11,2.81,"$147,469.52","$28,117.46","$175,586.98","5,463.90"
21-2000,Religious Workers,1.11,0.97,"$68,944.55","$10,080.23","$79,024.78","2,225.36"
23-1000,"Lawyers, Judges, and Related Workers",1.92,1.85,"$300,291.00","$51,271.32","$351,562.32","4,074.88"
23-2000,Legal Support Workers,1.30,1.25,"$74,355.14","$12,688.02","$87,043.15","2,335.91"
25-1000,Postsecondary Teachers,0.65,0.59,"$30,206.51","$6,644.16","$36,850.66","1,018.96"
25-2000,"Preschool, Elementary, Middle, Secondary, and Special Education Teachers",1.48,1.31,"$51,666.35","$9,258.20","$60,924.54","2,536.59"
25-3000,Other Teachers and Instructors,1.32,1.19,"$41,188.95","$7,794.91","$48,983.86","1,678.57"
25-4000,"Librarians, Curators, and Archivists",0.07,0.06,"$3,349.92",$562.06,"$3,911.97",116.83
25-9000,Other Educational Instruction and Library Occupations,0.92,0.82,"$27,050.73","$5,008.97","$32,059.70","1,340.16"
27-1000,Art and Design Workers,1.23,1.16,"$73,783.96","$11,815.26","$85,599.22","2,181.30"
27-2000,"Entertainers and Performers, Sports and Related Workers",1.32,1.17,"$66,495.33","$10,985.72","$77,481.05","1,792.73"
27-3000,Media and Communication Workers,1.38,1.29,"$78,456.53","$13,285.15","$91,741.68","2,490.25"
27-4000,Media and Communication Equipment Workers,0.72,0.67,"$36,654.29","$6,004.76","$42,659.05","1,240.03"
29-1000,Healthcare Diagnosing or Treating Practitioners,13.24,12.32,"$1,599,538.62","$317,015.45","$1,916,554.08","24,432.45"
29-2000,Health Technologists and Technicians,6.02,5.56,"$345,387.55","$68,720.37","$414,107.92","10,878.95"
29-9000,Other Healthcare Practitioners and Technical Occupations,0.23,0.21,"$14,655.13","$2,891.27","$17,546.40",438.61
31-1100,"Home Health and Personal Care Aides; and Nursing Assistants, Orderlies, and Psychiatric Aides",9.93,8.97,"$295,417.49","$58,133.16","$353,550.65","15,846.12"
31-2000,Occupational Therapy and Physical Therapist Assistants and Aides,0.38,0.35,"$17,105.58","$3,411.76","$20,517.34",577.10
31-9000,Other Healthcare Support Occupations,3.79,3.48,"$155,054.81","$29,516.22","$184,571.03","6,264.45"
33-1000,Supervisors of Protective Service Workers,0.21,0.20,"$13,304.75","$2,473.22","$15,777.98",470.75
33-2000,Firefighting and Prevention Workers,0.29,0.26,"$9,081.44","$1,496.05","$10,577.49",724.08
33-3000,Law Enforcement Workers,0.04,0.03,"$1,990.37",$498.81,"$2,489.18",79.08
33-9000,Other Protective Service Workers,3.76,3.43,"$152,665.73","$26,174.79","$178,840.53","6,212.95"
35-1000,Supervisors of Food Preparation and Serving Workers,4.19,3.36,"$173,047.56","$24,158.04","$197,205.60","7,001.49"
35-2000,Cooks and Food Preparation Workers,10.42,8.40,"$257,737.09","$36,713.16","$294,450.25","14,161.31"
35-3000,Food and Beverage Serving Workers,22.03,17.68,"$453,104.16","$62,503.81","$515,607.98","24,455.16"
35-9000,Other Food Preparation and Serving Related Workers,4.63,3.71,"$84,659.19","$11,552.92","$96,212.11","4,606.34"
37-1000,Supervisors of Building and Grounds Cleaning and Maintenance Workers,0.95,0.87,"$40,822.60","$6,908.51","$47,731.11","1,949.81"
37-2000,Building Cleaning and Pest Control Workers,7.72,6.98,"$200,778.92","$35,922.42","$236,701.35","12,268.82"
37-3000,Grounds Maintenance Workers,4.75,4.35,"$149,331.97","$24,812.45","$174,144.42","8,125.85"
39-1000,Supervisors of Personal Care and Service Workers,0.40,0.36,"$21,053.13","$4,485.98","$25,539.11",734.01
39-2000,Animal Care and Service Workers,0.59,0.52,"$13,908.87","$2,084.25","$15,993.12",812.60
39-3000,Entertainment Attendants and Related Workers,1.21,1.05,"$28,646.31","$6,443.58","$35,089.89","1,354.06"
39-4000,Funeral Service Workers,0.06,0.05,"$2,089.60",$308.35,"$2,397.96",90.57
39-5000,Personal Appearance Workers,0.81,0.70,"$27,488.02","$4,073.67","$31,561.69","1,125.69"
39-6000,"Baggage Porters, Bellhops, and Concierges",0.09,0.08,"$3,259.44",$612.28,"$3,871.72",146.94
39-7000,Tour and Travel Guides,0.52,0.48,"$25,354.89","$4,423.60","$29,778.49",527.61
39-9000,Other Personal Care and Service Workers,2.87,2.51,"$51,959.93","$9,352.09","$61,312.02","3,514.26"
41-1000,Supervisors of Sales Workers,3.84,3.44,"$252,674.12","$47,835.80","$300,509.91","7,610.69"
41-2000,Retail Sales Workers,21.59,18.98,"$627,893.02","$124,288.00","$752,181.02","30,299.89"
41-3000,"Sales Representatives, Services",4.86,4.60,"$375,511.94","$63,112.06","$438,624.00","9,747.94"
41-4000,"Sales Representatives, Wholesale and Manufacturing",7.45,7.17,"$719,129.10","$111,043.48","$830,172.57","15,790.99"
41-9000,Other Sales and Related Workers,1.27,1.19,"$80,381.03","$12,798.76","$93,179.79","2,235.43"
43-1000,Supervisors of Office and Administrative Support Workers,3.27,3.05,"$241,830.92","$45,203.02","$287,033.95","6,390.12"
43-2000,Communications Equipment Operators,0.10,0.09,"$4,004.25",$755.40,"$4,759.64",174.24
43-3000,Financial Clerks,6.68,6.26,"$354,207.36","$61,336.65","$415,544.02","11,982.20"
43-4000,Information and Record Clerks,11.31,10.56,"$505,423.15","$89,164.86","$594,588.01","19,062.16"
43-5000,"Material Recording, Scheduling, Dispatching, and Distributing Workers",6.87,6.09,"$400,514.15","$123,323.76","$523,837.91","13,268.24"
43-6000,Secretaries and Administrative Assistants,6.72,6.24,"$326,082.70","$57,561.67","$383,644.37","11,906.23"
43-9000,Other Office and Administrative Support Workers,7.15,6.65,"$303,735.80","$53,425.52","$357,161.32","11,703.28"
45-1000,"Supervisors of Farming, Fishing, and Forestry Workers",0.03,0.03,"$2,153.42",$419.54,"$2,572.96",59.19
45-2000,Agricultural Workers,0.34,0.31,"$17,037.46","$3,274.09","$20,311.55",607.19
45-3000,Fishing and Hunting Workers,0.00,0.00,$3.02,$0.82,$3.85,0.17
45-4000,"Forest, Conservation, and Logging Workers",0.04,0.04,"$1,932.73",$390.20,"$2,322.93",77.94
47-1000,Supervisors of Construction and Extraction Workers,0.87,0.84,"$72,822.51","$14,177.52","$87,000.02","1,925.43"
47-2000,Construction Trades Workers,4.26,4.09,"$258,078.47","$49,689.21","$307,767.68","8,404.09"
47-3000,"Helpers, Construction Trades",0.07,0.07,"$3,189.96",$565.09,"$3,755.05",130.51
47-4000,Other Construction and Related Workers,0.42,0.40,"$29,365.79","$5,607.56","$34,973.35",840.07
47-5000,Extraction Workers,0.94,0.92,"$66,372.39","$14,640.56","$81,012.95","2,331.22"
49-1000,"Supervisors of Installation, Maintenance, and Repair Workers",1.91,1.76,"$187,094.36","$34,090.10","$221,184.45","4,230.68"
49-2000,"Electrical and Electronic Equipment Mechanics, Installers, and Repairers",1.53,1.42,"$103,480.66","$18,706.84","$122,187.50","3,113.92"
49-3000,"Vehicle and Mobile Equipment Mechanics, Installers, and Repairers",8.58,7.77,"$588,901.12","$101,325.84","$690,226.97","17,615.01"
49-9000,"Other Installation, Maintenance, and Repair Occupations",7.92,7.36,"$557,762.43","$101,806.77","$659,569.20","16,260.65"
51-1000,Supervisors of Production Workers,1.03,0.98,"$93,452.13","$19,211.60","$112,663.72","2,282.65"
51-2000,Assemblers and Fabricators,2.32,2.20,"$120,013.56","$20,545.60","$140,559.16","4,511.09"
51-3000,Food Processing Workers,0.68,0.59,"$23,668.41","$5,016.00","$28,684.41","1,141.99"
51-4000,Metal Workers and Plastic Workers,1.79,1.70,"$122,130.72","$21,324.57","$143,455.29","3,739.91"
51-5100,Printing Workers,0.16,0.15,"$5,604.75",$945.64,"$6,550.39",305.78
51-6000,"Textile, Apparel, and Furnishings Workers",0.75,0.68,"$29,608.76","$4,968.32","$34,577.08","1,269.41"
51-7000,Woodworkers,0.22,0.21,"$11,033.67","$1,956.27","$12,989.94",411.56
51-8000,Plant and System Operators,0.57,0.55,"$51,842.70","$15,736.83","$67,579.53","1,216.09"
51-9000,Other Production Occupations,5.07,4.84,"$292,260.01","$56,780.41","$349,040.41","10,039.15"
53-1000,Supervisors of Transportation and Material Moving Workers,2.08,1.95,"$163,884.88","$31,807.31","$195,692.19","4,371.57"
53-2000,Air Transportation Workers,0.40,0.37,"$45,656.83","$10,347.54","$56,004.36",734.85
53-3000,Motor Vehicle Operators,19.70,18.47,"$1,287,196.01","$283,062.97","$1,570,258.98","40,543.39"
53-4000,Rail Transportation Workers,0.26,0.24,"$24,623.19","$8,033.01","$32,656.19",622.97
53-5000,Water Transportation Workers,0.88,0.83,"$83,571.14","$14,714.65","$98,285.79","2,091.68"
53-6000,Other Transportation Workers,0.92,0.82,"$36,316.48","$6,488.68","$42,805.16","1,456.76"
53-7000,Material Moving Workers,18.85,17.53,"$851,132.19","$154,098.74","$1,005,230.93","31,566.27"
99-8000,Military - Known,0.00,0.00,$0.00,$0.00,$0.00,0.00
99-9000,Military - Unknown,0.00,0.00,$0.00,$0.00,$0.00,0.00
1 Dim Occupation Occ Code Dim Occupation Occupation Fact Results Impacts Wage and Salary Employment Fact Results Impacts FTE Employment Fact Results Impacts Wage and Salary Income Fact Results Impacts Supplements to Wages and Salaries Fact Results Impacts Employee Compensation Fact Results Impacts Hours Worked
2 11-1000 Top Executives 10.72 9.87 $1,454,170.93 $247,096.94 $1,701,267.87 23,409.20
3 11-2000 Advertising, Marketing, Promotions, Public Relations, and Sales Managers 2.61 2.46 $424,446.77 $69,361.37 $493,808.14 5,583.78
4 11-3000 Operations Specialties Managers 4.72 4.49 $761,510.66 $129,697.89 $891,208.55 9,919.35
5 11-9000 Other Management Occupations 4.97 4.52 $531,683.56 $95,114.00 $626,797.56 10,083.26
6 13-1000 Business Operations Specialists 13.27 12.42 $1,131,770.80 $189,685.97 $1,321,456.77 25,756.09
7 13-2000 Financial Specialists 7.26 6.95 $678,692.87 $110,241.07 $788,933.95 14,386.42
8 15-1200 Computer Occupations 8.64 8.24 $917,491.51 $139,351.25 $1,056,842.76 17,034.51
9 15-2000 Mathematical Science Occupations 0.58 0.55 $62,734.33 $10,152.87 $72,887.20 1,139.63
10 17-1000 Architects, Surveyors, and Cartographers 0.43 0.42 $37,734.42 $5,799.71 $43,534.13 889.15
11 17-2000 Engineers 2.56 2.46 $300,639.91 $51,473.62 $352,113.54 5,294.97
12 17-3000 Drafters, Engineering Technicians, and Mapping Technicians 1.15 1.09 $81,233.87 $14,386.02 $95,619.89 2,277.07
13 19-1000 Life Scientists 0.31 0.30 $28,499.06 $5,081.43 $33,580.49 624.23
14 19-2000 Physical Scientists 0.25 0.24 $23,716.63 $4,265.07 $27,981.69 493.06
15 19-3000 Social Scientists and Related Workers 0.22 0.20 $19,470.07 $3,524.00 $22,994.07 410.47
16 19-4000 Life, Physical, and Social Science Technicians 0.32 0.31 $18,178.15 $3,374.51 $21,552.67 610.08
17 19-5000 Occupational Health and Safety Specialists and Technicians 0.26 0.24 $24,270.17 $4,917.85 $29,188.02 522.82
18 21-1000 Counselors, Social Workers, and Other Community and Social Service Specialists 3.11 2.81 $147,469.52 $28,117.46 $175,586.98 5,463.90
19 21-2000 Religious Workers 1.11 0.97 $68,944.55 $10,080.23 $79,024.78 2,225.36
20 23-1000 Lawyers, Judges, and Related Workers 1.92 1.85 $300,291.00 $51,271.32 $351,562.32 4,074.88
21 23-2000 Legal Support Workers 1.30 1.25 $74,355.14 $12,688.02 $87,043.15 2,335.91
22 25-1000 Postsecondary Teachers 0.65 0.59 $30,206.51 $6,644.16 $36,850.66 1,018.96
23 25-2000 Preschool, Elementary, Middle, Secondary, and Special Education Teachers 1.48 1.31 $51,666.35 $9,258.20 $60,924.54 2,536.59
24 25-3000 Other Teachers and Instructors 1.32 1.19 $41,188.95 $7,794.91 $48,983.86 1,678.57
25 25-4000 Librarians, Curators, and Archivists 0.07 0.06 $3,349.92 $562.06 $3,911.97 116.83
26 25-9000 Other Educational Instruction and Library Occupations 0.92 0.82 $27,050.73 $5,008.97 $32,059.70 1,340.16
27 27-1000 Art and Design Workers 1.23 1.16 $73,783.96 $11,815.26 $85,599.22 2,181.30
28 27-2000 Entertainers and Performers, Sports and Related Workers 1.32 1.17 $66,495.33 $10,985.72 $77,481.05 1,792.73
29 27-3000 Media and Communication Workers 1.38 1.29 $78,456.53 $13,285.15 $91,741.68 2,490.25
30 27-4000 Media and Communication Equipment Workers 0.72 0.67 $36,654.29 $6,004.76 $42,659.05 1,240.03
31 29-1000 Healthcare Diagnosing or Treating Practitioners 13.24 12.32 $1,599,538.62 $317,015.45 $1,916,554.08 24,432.45
32 29-2000 Health Technologists and Technicians 6.02 5.56 $345,387.55 $68,720.37 $414,107.92 10,878.95
33 29-9000 Other Healthcare Practitioners and Technical Occupations 0.23 0.21 $14,655.13 $2,891.27 $17,546.40 438.61
34 31-1100 Home Health and Personal Care Aides; and Nursing Assistants, Orderlies, and Psychiatric Aides 9.93 8.97 $295,417.49 $58,133.16 $353,550.65 15,846.12
35 31-2000 Occupational Therapy and Physical Therapist Assistants and Aides 0.38 0.35 $17,105.58 $3,411.76 $20,517.34 577.10
36 31-9000 Other Healthcare Support Occupations 3.79 3.48 $155,054.81 $29,516.22 $184,571.03 6,264.45
37 33-1000 Supervisors of Protective Service Workers 0.21 0.20 $13,304.75 $2,473.22 $15,777.98 470.75
38 33-2000 Firefighting and Prevention Workers 0.29 0.26 $9,081.44 $1,496.05 $10,577.49 724.08
39 33-3000 Law Enforcement Workers 0.04 0.03 $1,990.37 $498.81 $2,489.18 79.08
40 33-9000 Other Protective Service Workers 3.76 3.43 $152,665.73 $26,174.79 $178,840.53 6,212.95
41 35-1000 Supervisors of Food Preparation and Serving Workers 4.19 3.36 $173,047.56 $24,158.04 $197,205.60 7,001.49
42 35-2000 Cooks and Food Preparation Workers 10.42 8.40 $257,737.09 $36,713.16 $294,450.25 14,161.31
43 35-3000 Food and Beverage Serving Workers 22.03 17.68 $453,104.16 $62,503.81 $515,607.98 24,455.16
44 35-9000 Other Food Preparation and Serving Related Workers 4.63 3.71 $84,659.19 $11,552.92 $96,212.11 4,606.34
45 37-1000 Supervisors of Building and Grounds Cleaning and Maintenance Workers 0.95 0.87 $40,822.60 $6,908.51 $47,731.11 1,949.81
46 37-2000 Building Cleaning and Pest Control Workers 7.72 6.98 $200,778.92 $35,922.42 $236,701.35 12,268.82
47 37-3000 Grounds Maintenance Workers 4.75 4.35 $149,331.97 $24,812.45 $174,144.42 8,125.85
48 39-1000 Supervisors of Personal Care and Service Workers 0.40 0.36 $21,053.13 $4,485.98 $25,539.11 734.01
49 39-2000 Animal Care and Service Workers 0.59 0.52 $13,908.87 $2,084.25 $15,993.12 812.60
50 39-3000 Entertainment Attendants and Related Workers 1.21 1.05 $28,646.31 $6,443.58 $35,089.89 1,354.06
51 39-4000 Funeral Service Workers 0.06 0.05 $2,089.60 $308.35 $2,397.96 90.57
52 39-5000 Personal Appearance Workers 0.81 0.70 $27,488.02 $4,073.67 $31,561.69 1,125.69
53 39-6000 Baggage Porters, Bellhops, and Concierges 0.09 0.08 $3,259.44 $612.28 $3,871.72 146.94
54 39-7000 Tour and Travel Guides 0.52 0.48 $25,354.89 $4,423.60 $29,778.49 527.61
55 39-9000 Other Personal Care and Service Workers 2.87 2.51 $51,959.93 $9,352.09 $61,312.02 3,514.26
56 41-1000 Supervisors of Sales Workers 3.84 3.44 $252,674.12 $47,835.80 $300,509.91 7,610.69
57 41-2000 Retail Sales Workers 21.59 18.98 $627,893.02 $124,288.00 $752,181.02 30,299.89
58 41-3000 Sales Representatives, Services 4.86 4.60 $375,511.94 $63,112.06 $438,624.00 9,747.94
59 41-4000 Sales Representatives, Wholesale and Manufacturing 7.45 7.17 $719,129.10 $111,043.48 $830,172.57 15,790.99
60 41-9000 Other Sales and Related Workers 1.27 1.19 $80,381.03 $12,798.76 $93,179.79 2,235.43
61 43-1000 Supervisors of Office and Administrative Support Workers 3.27 3.05 $241,830.92 $45,203.02 $287,033.95 6,390.12
62 43-2000 Communications Equipment Operators 0.10 0.09 $4,004.25 $755.40 $4,759.64 174.24
63 43-3000 Financial Clerks 6.68 6.26 $354,207.36 $61,336.65 $415,544.02 11,982.20
64 43-4000 Information and Record Clerks 11.31 10.56 $505,423.15 $89,164.86 $594,588.01 19,062.16
65 43-5000 Material Recording, Scheduling, Dispatching, and Distributing Workers 6.87 6.09 $400,514.15 $123,323.76 $523,837.91 13,268.24
66 43-6000 Secretaries and Administrative Assistants 6.72 6.24 $326,082.70 $57,561.67 $383,644.37 11,906.23
67 43-9000 Other Office and Administrative Support Workers 7.15 6.65 $303,735.80 $53,425.52 $357,161.32 11,703.28
68 45-1000 Supervisors of Farming, Fishing, and Forestry Workers 0.03 0.03 $2,153.42 $419.54 $2,572.96 59.19
69 45-2000 Agricultural Workers 0.34 0.31 $17,037.46 $3,274.09 $20,311.55 607.19
70 45-3000 Fishing and Hunting Workers 0.00 0.00 $3.02 $0.82 $3.85 0.17
71 45-4000 Forest, Conservation, and Logging Workers 0.04 0.04 $1,932.73 $390.20 $2,322.93 77.94
72 47-1000 Supervisors of Construction and Extraction Workers 0.87 0.84 $72,822.51 $14,177.52 $87,000.02 1,925.43
73 47-2000 Construction Trades Workers 4.26 4.09 $258,078.47 $49,689.21 $307,767.68 8,404.09
74 47-3000 Helpers, Construction Trades 0.07 0.07 $3,189.96 $565.09 $3,755.05 130.51
75 47-4000 Other Construction and Related Workers 0.42 0.40 $29,365.79 $5,607.56 $34,973.35 840.07
76 47-5000 Extraction Workers 0.94 0.92 $66,372.39 $14,640.56 $81,012.95 2,331.22
77 49-1000 Supervisors of Installation, Maintenance, and Repair Workers 1.91 1.76 $187,094.36 $34,090.10 $221,184.45 4,230.68
78 49-2000 Electrical and Electronic Equipment Mechanics, Installers, and Repairers 1.53 1.42 $103,480.66 $18,706.84 $122,187.50 3,113.92
79 49-3000 Vehicle and Mobile Equipment Mechanics, Installers, and Repairers 8.58 7.77 $588,901.12 $101,325.84 $690,226.97 17,615.01
80 49-9000 Other Installation, Maintenance, and Repair Occupations 7.92 7.36 $557,762.43 $101,806.77 $659,569.20 16,260.65
81 51-1000 Supervisors of Production Workers 1.03 0.98 $93,452.13 $19,211.60 $112,663.72 2,282.65
82 51-2000 Assemblers and Fabricators 2.32 2.20 $120,013.56 $20,545.60 $140,559.16 4,511.09
83 51-3000 Food Processing Workers 0.68 0.59 $23,668.41 $5,016.00 $28,684.41 1,141.99
84 51-4000 Metal Workers and Plastic Workers 1.79 1.70 $122,130.72 $21,324.57 $143,455.29 3,739.91
85 51-5100 Printing Workers 0.16 0.15 $5,604.75 $945.64 $6,550.39 305.78
86 51-6000 Textile, Apparel, and Furnishings Workers 0.75 0.68 $29,608.76 $4,968.32 $34,577.08 1,269.41
87 51-7000 Woodworkers 0.22 0.21 $11,033.67 $1,956.27 $12,989.94 411.56
88 51-8000 Plant and System Operators 0.57 0.55 $51,842.70 $15,736.83 $67,579.53 1,216.09
89 51-9000 Other Production Occupations 5.07 4.84 $292,260.01 $56,780.41 $349,040.41 10,039.15
90 53-1000 Supervisors of Transportation and Material Moving Workers 2.08 1.95 $163,884.88 $31,807.31 $195,692.19 4,371.57
91 53-2000 Air Transportation Workers 0.40 0.37 $45,656.83 $10,347.54 $56,004.36 734.85
92 53-3000 Motor Vehicle Operators 19.70 18.47 $1,287,196.01 $283,062.97 $1,570,258.98 40,543.39
93 53-4000 Rail Transportation Workers 0.26 0.24 $24,623.19 $8,033.01 $32,656.19 622.97
94 53-5000 Water Transportation Workers 0.88 0.83 $83,571.14 $14,714.65 $98,285.79 2,091.68
95 53-6000 Other Transportation Workers 0.92 0.82 $36,316.48 $6,488.68 $42,805.16 1,456.76
96 53-7000 Material Moving Workers 18.85 17.53 $851,132.19 $154,098.74 $1,005,230.93 31,566.27
97 99-8000 Military - Known 0.00 0.00 $0.00 $0.00 $0.00 0.00
98 99-9000 Military - Unknown 0.00 0.00 $0.00 $0.00 $0.00 0.00

3
Data/Occupation_IMPACTS_Tab/README_DATA.md Normal file
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This is where any occupational data files should be stored. On IMPLAN these are found "Occupation" tab sixth from the left.
The data from should be from the "Impact" drop down, and not average or core competency.

1
Data/Tax_Impacts_Summary/.~lock.tax_summary.csv# Normal file
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,alex,alex-laptop,17.10.2025 17:31,file:///home/alex/.config/libreoffice/4;

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Data/Tax_Impacts_Summary/tax_summary.csv Normal file
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Group Name,Event Name,Model Name,Impact,Sub County General,Sub County Special Districts,County,State,Federal,Total
Natrona (2023),Construction,"Natrona County, WY (2023)",1 - Direct,"$15,756.82","$71,186.42","$38,813.64","$936,723.34","$11,389,672.59","$12,452,152.80"
Natrona (2023),Radiant_Emp_2035,"Natrona County, WY (2023)",1 - Direct,"$10,578.96","$46,388.25","$22,482.96","$525,184.65","$4,189,842.80","$4,794,477.63"
Natrona (2023),Radiant_Emp_2028,"Natrona County, WY (2023)",1 - Direct,"$3,173.69","$13,916.48","$6,744.89","$157,555.40","$1,256,952.84","$1,438,343.29"
Natrona (2023),Radiant_Emp_2028,Wyoming_Exclude_Natrona (2023),2 - Indirect,$149.49,"$1,573.48",$889.36,"$5,709.32","$14,423.84","$22,745.48"
Natrona (2023),Construction,"Natrona County, WY (2023)",2 - Indirect,"$36,214.83","$153,284.14","$62,684.16","$1,238,281.84","$2,643,501.86","$4,133,966.82"
Natrona (2023),Radiant_Emp_2028,"Natrona County, WY (2023)",2 - Indirect,"$1,669.34","$7,122.73","$3,035.91","$62,120.59","$239,202.36","$313,150.92"
Natrona (2023),Radiant_Emp_2035,Wyoming_Exclude_Natrona (2023),2 - Indirect,$501.14,"$5,274.81","$2,981.50","$19,144.37","$48,448.63","$76,350.45"
Natrona (2023),Radiant_Emp_2035,"Natrona County, WY (2023)",2 - Indirect,"$5,567.37","$23,754.77","$10,124.77","$207,168.38","$797,558.07","$1,044,173.36"
Natrona (2023),Construction,Wyoming_Exclude_Natrona (2023),2 - Indirect,"$4,528.76","$47,690.70","$26,987.39","$175,639.30","$493,323.57","$748,169.72"
Natrona (2023),Radiant_Emp_2028,Wyoming_Exclude_Natrona (2023),3 - Induced,$147.42,"$1,548.67",$871.58,"$5,422.13","$9,108.72","$17,098.53"
Natrona (2023),Radiant_Emp_2035,Wyoming_Exclude_Natrona (2023),3 - Induced,$492.47,"$5,173.35","$2,911.53","$18,112.70","$30,427.82","$57,117.87"
Natrona (2023),Radiant_Emp_2028,"Natrona County, WY (2023)",3 - Induced,"$4,650.62","$19,645.18","$7,949.00","$155,495.23","$256,872.53","$444,612.57"
Natrona (2023),Construction,Wyoming_Exclude_Natrona (2023),3 - Induced,"$1,759.66","$18,484.96","$10,403.22","$64,718.86","$108,723.79","$204,090.49"
Natrona (2023),Construction,"Natrona County, WY (2023)",3 - Induced,"$41,191.55","$174,001.90","$70,406.84","$1,377,285.71","$2,275,770.20","$3,938,656.19"
Natrona (2023),Radiant_Emp_2035,"Natrona County, WY (2023)",3 - Induced,"$15,503.22","$65,488.80","$26,498.64","$518,355.92","$856,305.37","$1,482,151.95"
,,,,"$141,885.35","$654,534.62","$293,785.36","$5,466,917.75","$24,610,134.99","$31,167,258.07"
1 Group Name Event Name Model Name Impact Sub County General Sub County Special Districts County State Federal Total
2 Natrona (2023) Construction Natrona County, WY (2023) 1 - Direct $15,756.82 $71,186.42 $38,813.64 $936,723.34 $11,389,672.59 $12,452,152.80
3 Natrona (2023) Radiant_Emp_2035 Natrona County, WY (2023) 1 - Direct $10,578.96 $46,388.25 $22,482.96 $525,184.65 $4,189,842.80 $4,794,477.63
4 Natrona (2023) Radiant_Emp_2028 Natrona County, WY (2023) 1 - Direct $3,173.69 $13,916.48 $6,744.89 $157,555.40 $1,256,952.84 $1,438,343.29
5 Natrona (2023) Radiant_Emp_2028 Wyoming_Exclude_Natrona (2023) 2 - Indirect $149.49 $1,573.48 $889.36 $5,709.32 $14,423.84 $22,745.48
6 Natrona (2023) Construction Natrona County, WY (2023) 2 - Indirect $36,214.83 $153,284.14 $62,684.16 $1,238,281.84 $2,643,501.86 $4,133,966.82
7 Natrona (2023) Radiant_Emp_2028 Natrona County, WY (2023) 2 - Indirect $1,669.34 $7,122.73 $3,035.91 $62,120.59 $239,202.36 $313,150.92
8 Natrona (2023) Radiant_Emp_2035 Wyoming_Exclude_Natrona (2023) 2 - Indirect $501.14 $5,274.81 $2,981.50 $19,144.37 $48,448.63 $76,350.45
9 Natrona (2023) Radiant_Emp_2035 Natrona County, WY (2023) 2 - Indirect $5,567.37 $23,754.77 $10,124.77 $207,168.38 $797,558.07 $1,044,173.36
10 Natrona (2023) Construction Wyoming_Exclude_Natrona (2023) 2 - Indirect $4,528.76 $47,690.70 $26,987.39 $175,639.30 $493,323.57 $748,169.72
11 Natrona (2023) Radiant_Emp_2028 Wyoming_Exclude_Natrona (2023) 3 - Induced $147.42 $1,548.67 $871.58 $5,422.13 $9,108.72 $17,098.53
12 Natrona (2023) Radiant_Emp_2035 Wyoming_Exclude_Natrona (2023) 3 - Induced $492.47 $5,173.35 $2,911.53 $18,112.70 $30,427.82 $57,117.87
13 Natrona (2023) Radiant_Emp_2028 Natrona County, WY (2023) 3 - Induced $4,650.62 $19,645.18 $7,949.00 $155,495.23 $256,872.53 $444,612.57
14 Natrona (2023) Construction Wyoming_Exclude_Natrona (2023) 3 - Induced $1,759.66 $18,484.96 $10,403.22 $64,718.86 $108,723.79 $204,090.49
15 Natrona (2023) Construction Natrona County, WY (2023) 3 - Induced $41,191.55 $174,001.90 $70,406.84 $1,377,285.71 $2,275,770.20 $3,938,656.19
16 Natrona (2023) Radiant_Emp_2035 Natrona County, WY (2023) 3 - Induced $15,503.22 $65,488.80 $26,498.64 $518,355.92 $856,305.37 $1,482,151.95
17 $141,885.35 $654,534.62 $293,785.36 $5,466,917.75 $24,610,134.99 $31,167,258.07

19
Scripts/Occupation_Clean.r Normal file
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#Clean a single file
Occupation_Summary <- function(COL_NAME,RANK_SIZE=5,DATA=OCC,SIG_FIGS=0){
DATA <- DATA[c(1,which(colnames(DATA)==COL_NAME))]
colnames(DATA)[2] <- "TEMP_COL"
RES <- DATA %>% select(Occupation,TEMP_COL) %>% mutate(Rank=rank(-TEMP_COL),Occupation=ifelse(Rank>RANK_SIZE,"Other Jobs",Occupation) ) %>% group_by(Occupation) %>% summarize(TEMP_COL=round(sum(TEMP_COL),SIG_FIGS),Rank=as.character(min(Rank))) %>% arrange(as.numeric(Rank))
RES[nrow(RES),"Rank"] <- paste0(RES[nrow(RES),"Rank"],"+")
colnames(RES)[2] <- COL_NAME
return(RES)
}
####A function to automaticly process all files in a given folder
Occupation_Summary_Directory <- function(RES_PATH="./Results",OCCUPATION_DIR='Data/Occupation_IMPACTS_Tab',OCC_NAMES=c("Occupation_Code","Occupation","Employment","FTE","Wage_and_Salary_Income","Supplemental_Income","Employee_Compensation","Hours_Worked")){
OCCUPATION_FILES <- list.files(OCCUPATION_DIR,pattern="*.csv",full.names=TRUE)
RES_FILE_PATH <- paste0(RES_PATH,"/",gsub(" ","_",paste0(gsub('\\.csv','', list.files(OCCUPATION_DIR,pattern="*.csv",full.names=FALSE),ignore.case=TRUE),"_Results") ),'.csv')
for(i in 1:length(OCCUPATION_FILES)){
OCC <- read_csv(OCCUPATION_FILES [i],col_names=OCC_NAMES,skip=1)%>% mutate_at(5:7,parse_number) %>% select(-Occupation_Code)
write_csv(Occupation_Summary("Employment",10,OCC),RES_FILE_PATH[i])
}
}