Analysizing Census data:

Tidycensus package (K. Walker and Herman 2021), R package designed to facilitate the process of acquiring and working with US Census Bureau population data in the R environment. The package has two distinct goals:

  • Data retrieval from Census

  • Data manipulation and wrangling for analysis

Table C24070_001 Industry employment

Industry Employment _ Orange County
Top 20 industry sectors _2020 Census
group estimate
Employee of private company workers: 1,128,758
Educational services, and health care and social assistance 314,237
Professional, scientific, and management, and administrative, and waste management services 232,637
Manufacturing 190,034
Employee of private company workers:!!Manufacturing 176,923
Arts, entertainment, and recreation, and accommodation and food services 169,036
Retail trade 165,206
Employee of private company workers:!!Retail trade 147,234
Finance and insurance, and real estate, and rental and leasing 138,731
Construction 93,317
Other services, except public administration 84,727
Employee of private company workers:!!Construction 67,988
Transportation and warehousing, and utilities 61,448
Wholesale trade 55,029
Public administration 47,609
Employee of private company workers:!!Wholesale trade 47,128
Employee of private company workers:!!Transportation and warehousing, and utilities 44,287
Information 30,617
Agriculture, forestry, fishing and hunting, and mining 10,249
Employee of private company workers:!!Agriculture, forestry, fishing and hunting, and mining 8,819

Industry Employments _ Garden Grove city, CA
Top 20 industry sectors _ 2020 Census
group estimate
Employee of private company workers: 63,178
Educational services, and health care and social assistance 15,642
Manufacturing 14,440
Employee of private company workers:!!Manufacturing 13,362
Arts, entertainment, and recreation, and accommodation and food services 9,670
Retail trade 9,572
Professional, scientific, and management, and administrative, and waste management services 9,221
Employee of private company workers:!!Retail trade 8,572
Other services, except public administration 6,908
Construction 5,890
Finance and insurance, and real estate, and rental and leasing 4,404
Employee of private company workers:!!Construction 4,339
Transportation and warehousing, and utilities 3,722
Employee of private company workers:!!Transportation and warehousing, and utilities 2,458
Public administration 2,347
Wholesale trade 1,990
Employee of private company workers:!!Wholesale trade 1,818
Information 925
Agriculture, forestry, fishing and hunting, and mining 496
Employee of private company workers:!!Agriculture, forestry, fishing and hunting, and mining 424

Industry Employments _ Westminster city, CA
Top 20 industry sectors _2020 Census
group estimate
Employee of private company workers: 29,805
Educational services, and health care and social assistance 7,888
Manufacturing 6,181
Employee of private company workers:!!Manufacturing 5,842
Retail trade 5,114
Employee of private company workers:!!Retail trade 4,513
Arts, entertainment, and recreation, and accommodation and food services 4,022
Professional, scientific, and management, and administrative, and waste management services 3,777
Other services, except public administration 3,753
Finance and insurance, and real estate, and rental and leasing 2,984
Construction 2,819
Employee of private company workers:!!Construction 1,908
Transportation and warehousing, and utilities 1,893
Public administration 1,382
Employee of private company workers:!!Transportation and warehousing, and utilities 1,252
Wholesale trade 1,045
Employee of private company workers:!!Wholesale trade 854
Information 628
Agriculture, forestry, fishing and hunting, and mining 229
Employee of private company workers:!!Agriculture, forestry, fishing and hunting, and mining 150

Industry Employments _ Fountain Valley city, CA
Top 20 industry sectors _2020 Census
group estimate
Employee of private company workers: 18,664
Educational services, and health care and social assistance 5,305
Manufacturing 3,486
Professional, scientific, and management, and administrative, and waste management services 3,481
Employee of private company workers:!!Manufacturing 3,203
Retail trade 3,060
Arts, entertainment, and recreation, and accommodation and food services 2,887
Employee of private company workers:!!Retail trade 2,723
Finance and insurance, and real estate, and rental and leasing 2,492
Other services, except public administration 1,697
Construction 1,194
Transportation and warehousing, and utilities 964
Employee of private company workers:!!Construction 891
Wholesale trade 741
Public administration 645
Employee of private company workers:!!Wholesale trade 628
Employee of private company workers:!!Transportation and warehousing, and utilities 550
Information 299
Agriculture, forestry, fishing and hunting, and mining 105
Employee of private company workers:!!Agriculture, forestry, fishing and hunting, and mining 75

Industry Employments _ Santa Ana city, CA
Top 20 industry sectors _2020 Census
group estimate
Employee of private company workers: 129,639
Educational services, and health care and social assistance 25,872
Professional, scientific, and management, and administrative, and waste management services 23,970
Manufacturing 23,668
Employee of private company workers:!!Manufacturing 22,606
Arts, entertainment, and recreation, and accommodation and food services 21,888
Retail trade 18,668
Employee of private company workers:!!Retail trade 17,171
Construction 13,014
Other services, except public administration 11,169
Employee of private company workers:!!Construction 10,836
Finance and insurance, and real estate, and rental and leasing 8,539
Transportation and warehousing, and utilities 6,572
Employee of private company workers:!!Transportation and warehousing, and utilities 5,211
Wholesale trade 4,253
Public administration 4,029
Employee of private company workers:!!Wholesale trade 3,788
Agriculture, forestry, fishing and hunting, and mining 2,568
Employee of private company workers:!!Agriculture, forestry, fishing and hunting, and mining 2,341
Information 2,064

Industry Employments _ Anaheim city, CA
Top 20 industry sectors _2020 Census
group estimate
Employee of private company workers: 134,793
Educational services, and health care and social assistance 34,774
Arts, entertainment, and recreation, and accommodation and food services 23,139
Manufacturing 22,704
Employee of private company workers:!!Manufacturing 21,126
Professional, scientific, and management, and administrative, and waste management services 20,817
Retail trade 19,043
Employee of private company workers:!!Retail trade 17,604
Construction 13,300
Finance and insurance, and real estate, and rental and leasing 10,785
Employee of private company workers:!!Construction 10,470
Other services, except public administration 8,877
Transportation and warehousing, and utilities 8,024
Wholesale trade 6,545
Employee of private company workers:!!Transportation and warehousing, and utilities 6,092
Employee of private company workers:!!Wholesale trade 6,003
Public administration 5,477
Information 2,972
Agriculture, forestry, fishing and hunting, and mining 1,216
Employee of private company workers:!!Agriculture, forestry, fishing and hunting, and mining 1,118

Conclusion:

Thank you

  • Joe Long
  • 858-442-2566