CES Industry Dashboard

Summary Tables

Row 2

Non-Seasonally Adjusted Summary Table

Series August 2026 +/- July 2026 Change (%) +/- August 2025 Yearly Rate Maximum Percent of Total
Total nonfarm 1,616,300 10,600 0.7% 20,500 1.3% 1,617,100 100.0%
Total private 1,440,000 6,900 0.5% 21,000 1.5% 1,440,000 89.1%
Goods-producing 203,700 3,200 1.6% 4,900 2.5% 211,500 12.6%
Mining and logging 15,300 100 0.7% 500 3.4% 16,100 0.9%
Metal ore mining 10,800 0 0.0% 0 0.0% 12,300 0.7%
Construction 119,500 2,700 2.3% 3,700 3.2% 148,800 7.4%
Construction of buildings 19,100 100 0.5% −700 −3.5% 26,500 1.2%
Specialty trade contractors 89,800 2,600 3.0% 5,500 6.5% 107,200 5.6%
Manufacturing 68,900 400 0.6% 700 1.0% 68,900 4.3%
Durable goods 45,800 300 0.7% 0 0.0% 46,100 2.8%
Miscellaneous durable goods manufacturing 6,900 0 0.0% −100 −1.4% 9,000 0.4%
Other miscellaneous durable goods manufacturing 6,100 0 0.0% 0 0.0% 8,700 0.4%
Nondurable goods 23,100 100 0.4% 700 3.1% 23,100 1.4%
Service-providing 1,412,600 7,400 0.5% 15,600 1.1% 1,417,900 87.4%
Private service-providing 1,236,300 3,700 0.3% 16,100 1.3% 1,236,300 76.5%
Trade, transportation, and utilities 296,800 −800 −0.3% 2,200 0.7% 308,700 18.4%
Wholesale Trade 43,900 0 0.0% 700 1.6% 43,900 2.7%
Retail trade 150,500 −900 −0.6% −300 −0.2% 157,300 9.3%
Food and beverage stores 28,800 −200 −0.7% −400 −1.4% 29,800 1.8%
Health and personal care retailers 9,900 −100 −1.0% −300 −2.9% 10,800 0.6%
Transportation, Warehousing, and Utilities 102,400 100 0.1% 1,800 1.8% 109,900 6.3%
Utilities 4,600 −100 −2.1% 0 0.0% 5,700 0.3%
Transportation and Warehousing 97,800 200 0.2% 1,800 1.9% 105,200 6.1%
Transit and ground passenger transportation 8,500 −100 −1.2% −300 −3.4% 15,300 0.5%
Taxi and limousine service 3,800 0 0.0% −200 −5.0% 11,300 0.2%
Information 21,600 −200 −0.9% −300 −1.4% 22,500 1.3%
Telecommunications 3,400 0 0.0% −100 −2.9% 10,400 0.2%
Financial activities 79,500 400 0.5% −1,100 −1.4% 81,200 4.9%
Finance and insurance 48,200 400 0.8% −700 −1.4% 49,000 3.0%
Credit intermediation and related activities 19,500 200 1.0% −500 −2.5% 25,200 1.2%
Real estate and rental and leasing 31,300 0 0.0% −400 −1.3% 32,400 1.9%
Professional and business services 241,500 2,200 0.9% 13,300 5.8% 241,500 14.9%
Professional and technical services 81,200 −800 −1.0% 3,300 4.2% 82,000 5.0%
Management of companies and enterprises 36,900 0 0.0% 500 1.4% 37,400 2.3%
Administrative and waste services 123,400 3,000 2.5% 9,500 8.3% 123,400 7.6%
Administrative and support services 117,300 3,000 2.6% 9,700 9.0% 117,300 7.3%
Employment services 30,700 1,600 5.5% 2,100 7.3% 33,700 1.9%
Education and health services 189,500 1,300 0.7% 6,700 3.7% 189,500 11.7%
Educational services 17,500 1,800 11.5% 1,200 7.4% 17,900 1.1%
Health care and social assistance 172,000 −500 −0.3% 5,500 3.3% 172,500 10.6%
Ambulatory health care services 83,000 −300 −0.4% 3,700 4.7% 83,300 5.1%
Hospitals 37,600 100 0.3% 900 2.5% 37,600 2.3%
Leisure and hospitality 364,200 700 0.2% −3,300 −0.9% 367,500 22.5%
Arts, entertainment, and recreation 46,600 −900 −1.9% 700 1.5% 47,800 2.9%
Amusements, gambling, and recreation 31,400 −900 −2.8% 300 1.0% 32,600 1.9%
Gambling industries 10,500 −100 −0.9% 0 0.0% 13,800 0.6%
Accommodation and food services 317,600 1,600 0.5% −4,000 −1.2% 325,000 19.6%
Accommodation 166,600 −200 −0.1% −3,000 −1.8% 219,700 10.3%
Casino hotels 150,700 −300 −0.2% −2,800 −1.8% 210,000 9.3%
Food services and drinking places 151,000 1,800 1.2% −1,000 −0.7% 152,000 9.3%
Restaurants and other eating places 135,900 500 0.4% −500 −0.4% 136,500 8.4%
Full-service restaurants 70,000 0 0.0% −100 −0.1% 70,800 4.3%
Limited-service eating places 65,900 500 0.8% −400 −0.6% 66,300 4.1%
Other services 43,200 100 0.2% −1,400 −3.1% 46,900 2.7%
Government 176,300 3,700 2.1% −500 −0.3% 189,500 10.9%
Federal 21,100 −100 −0.5% −1,200 −5.4% 23,200 1.3%
State government 39,400 700 1.8% 400 1.0% 48,900 2.4%
State government education 18,100 700 4.0% 300 1.7% 27,700 1.1%
State government, excluding education 21,300 0 0.0% 100 0.5% 21,500 1.3%
Local government 115,800 3,100 2.8% 300 0.3% 119,100 7.2%
Local government education 58,800 3,700 6.7% −100 −0.2% 63,200 3.6%
Local government, excluding education 57,000 −600 −1.0% 400 0.7% 59,600 3.5%

Seasonally Adjusted Summary Table

Series August 2026 +/- July 2026 Change (%) +/- August 2025 Yearly Rate Maximum Percent of Total
Total nonfarm 1,619,400 4,400 0.3% 20,700 1.3% 1,619,400 100.0%
Total private 1,434,400 3,400 0.2% 20,600 1.5% 1,434,400 88.6%
Goods-producing 200,500 900 0.5% 4,300 2.2% 208,100 12.4%
Mining and logging 15,100 100 0.7% 400 2.7% 15,800 0.9%
Construction 116,800 500 0.4% 3,600 3.2% 146,400 7.2%
Manufacturing 68,600 300 0.4% 300 0.4% 68,600 4.2%
Durable goods 45,600 200 0.4% −300 −0.7% 46,100 2.8%
Nondurable goods 23,000 100 0.4% 600 2.7% 23,000 1.4%
Service-providing 1,418,900 3,500 0.2% 16,400 1.2% 1,418,900 87.6%
Private service-providing 1,233,900 2,500 0.2% 16,300 1.3% 1,233,900 76.2%
Trade, transportation, and utilities 298,900 −1,500 −0.5% 2,500 0.8% 300,400 18.5%
Wholesale Trade 44,000 −200 −0.5% 800 1.9% 44,200 2.7%
Retail trade 151,900 −1,400 −0.9% 100 0.1% 154,100 9.4%
Transportation, Warehousing, and Utilities 103,000 100 0.1% 1,600 1.6% 105,700 6.4%
Information 21,700 −200 −0.9% −100 −0.5% 22,500 1.3%
Financial activities 79,200 0 0.0% −1,500 −1.9% 80,900 4.9%
Finance and insurance 48,100 −100 −0.2% −800 −1.6% 48,900 3.0%
Real estate and rental and leasing 31,100 100 0.3% −700 −2.2% 32,100 1.9%
Professional and business services 240,100 1,000 0.4% 11,600 5.1% 240,100 14.8%
Professional and technical services 81,300 −300 −0.4% 3,500 4.5% 81,600 5.0%
Management of companies and enterprises 37,000 300 0.8% 800 2.2% 37,400 2.3%
Administrative and waste services 121,800 1,000 0.8% 7,300 6.4% 121,800 7.5%
Education and health services 190,400 200 0.1% 8,100 4.4% 190,400 11.8%
Educational services 17,800 700 4.1% 1,500 9.2% 17,800 1.1%
Health care and social assistance 172,600 −500 −0.3% 6,600 4.0% 173,100 10.7%
Leisure and hospitality 360,900 3,100 0.9% −3,000 −0.8% 365,000 22.3%
Arts, entertainment, and recreation 45,400 0 0.0% 600 1.3% 46,500 2.8%
Accommodation and food services 315,500 3,100 1.0% −3,600 −1.1% 323,300 19.5%
Other services 42,700 −100 −0.2% −1,300 −3.0% 46,300 2.6%
Government 185,000 1,000 0.5% 100 0.1% 185,100 11.4%
Federal 21,000 0 0.0% −1,200 −5.4% 23,100 1.3%
State government 45,400 200 0.4% 100 0.2% 46,200 2.8%
Local government 118,600 800 0.7% 1,200 1.0% 118,600 7.3%

Totals & Clusters

Row 2

Total Nonfarm

Goods-Producing

Service-Providing

Total Private

Private Service-Providing

Natural Resources and Mining

Row 2

Mining and Logging

Metal Ore Mining

Construction

Row 2

Construction

Construction of Buildings

Specialty Trade Contractors

Manufacturing

Row 2

Manufacturing

Nondurable Goods

Durable Goods

Miscellaneous Durable Goods Manufacturing

Other Miscellaneous Durable Goods Manufacturing

Trade, Transportation, and Utilities

Row 2

Trade, Transportation, and Utilities

Wholesale Trade

Retail trade

Transit and Ground Passenger Transportation

Transportation and Warehousing

Taxi and Limousine Service

Transportation, Warehousing, and Utilities

Utilities

Food and Beverage Stores

Health and Personal Care Stores

Information

Row 2

Information

Telecommunications

Finance and Insurance

Row 2

Finance and Insurance

Financial Activities

Real Estate and Rental and Leasing

Professional and Business Services

Row 2

Professional and Business Services

Professional and Technical Services

Management of Companies and Enterprises

Administrative and Support Services

Administrative and Waste Services

Employment Services

Education and Health Services

Row 2

Education and Health Services

Educational Services

Health Care and Social Assistance

Ambulatory Health Care Services

Hospitals

Leisure and Hospitality

Row 2

Leisure and Hospitality

Accommodation and Food Services

Accommodation

Amusements, Gambling, and Recreation

Arts, Entertainment, and Recreation

Casino Hotels

Gambling Industries

Restaurants and Other Eating Places

Food Services and Drinking Places

Full-Service Restaurants

Limited-Service Eating Places

Other Services

Row 2

Other Services

Government

Row 2

Government

Federal

State Government

State Government Education

State Government Excluding Education

Local Government

Local Government Education

Local Government Excluding Education

Summary Tables

Row 2

Non-Seasonally Adjusted Summary Table

Series August 2026 +/- July 2026 Change (%) +/- August 2025 Yearly Rate Maximum Percent of Total
Total nonfarm 1,184,600 10,300 0.9% 17,100 1.5% 1,184,600 100.0%
Total private 1,065,800 5,200 0.5% 16,500 1.6% 1,065,800 90.0%
Goods-producing 116,500 2,600 2.3% 3,900 3.5% 139,900 9.8%
Mining and logging 400 0 0.0% 0 0.0% 700 0.0%
Construction 84,900 2,500 3.0% 3,500 4.3% 112,000 7.2%
Construction of buildings 13,200 200 1.5% −400 −2.9% 19,400 1.1%
Specialty trade contractors 64,700 2,200 3.5% 4,100 6.8% 82,500 5.5%
Manufacturing 31,200 100 0.3% 400 1.3% 31,200 2.6%
Durable goods 16,900 100 0.6% −100 −0.6% 18,200 1.4%
Other miscellaneous durable goods manufacturing 4,400 0 0.0% 0 0.0% 5,100 0.4%
Nondurable goods 14,300 0 0.0% 500 3.6% 14,300 1.2%
Service-providing 1,068,100 7,700 0.7% 13,200 1.3% 1,069,100 90.2%
Private service-providing 949,300 2,600 0.3% 12,600 1.3% 949,300 80.1%
Trade, transportation, and utilities 210,400 −700 −0.3% 300 0.1% 220,700 17.8%
Wholesale Trade 28,000 −100 −0.4% 400 1.4% 28,100 2.4%
Retail trade 109,700 −700 −0.6% −1,200 −1.1% 116,000 9.3%
Food and beverage stores 21,700 −100 −0.5% −400 −1.8% 22,500 1.8%
Health and personal care retailers 8,000 −100 −1.2% −300 −3.6% 8,900 0.7%
Transportation, Warehousing, and Utilities 72,700 100 0.1% 1,100 1.5% 79,500 6.1%
Utilities 3,100 0 0.0% 100 3.3% 3,500 0.3%
Transportation and Warehousing 69,600 100 0.1% 1,000 1.5% 76,600 5.9%
Transit and ground passenger transportation 7,600 0 0.0% −200 −2.6% 14,400 0.6%
Taxi and limousine service 3,700 0 0.0% −200 −5.1% 11,100 0.3%
Information 15,900 −200 −1.2% −100 −0.6% 16,700 1.3%
Telecommunications 2,500 0 0.0% −100 −3.8% 7,100 0.2%
Financial activities 61,100 300 0.5% −700 −1.1% 62,400 5.2%
Finance and insurance 36,500 300 0.8% −400 −1.1% 37,000 3.1%
Credit intermediation and related activities 15,800 200 1.3% −500 −3.1% 19,800 1.3%
Real estate and rental and leasing 24,600 0 0.0% −300 −1.2% 25,800 2.1%
Professional and business services 184,800 1,400 0.8% 10,900 6.3% 184,800 15.6%
Professional and technical services 59,800 −700 −1.2% 3,000 5.3% 60,500 5.0%
Management of companies and enterprises 28,700 −100 −0.3% 300 1.1% 29,100 2.4%
Administrative and waste services 96,300 2,200 2.3% 7,600 8.6% 96,300 8.1%
Administrative and support services 92,300 2,200 2.4% 7,500 8.8% 92,300 7.8%
Employment services 21,900 1,100 5.3% 1,200 5.8% 23,600 1.8%
Education and health services 142,200 1,200 0.9% 5,400 3.9% 142,200 12.0%
Health care and social assistance 129,300 100 0.1% 5,800 4.7% 129,300 10.9%
Ambulatory health care services 64,000 0 0.0% 3,300 5.4% 64,000 5.4%
Hospitals 26,300 100 0.4% 700 2.7% 26,300 2.2%
Leisure and hospitality 302,500 400 0.1% −2,200 −0.7% 306,100 25.5%
Arts, entertainment, and recreation 34,300 −800 −2.3% 700 2.1% 35,500 2.9%
Amusements, gambling, and recreation 21,000 −600 −2.8% 400 1.9% 21,900 1.8%
Gambling industries 6,100 −100 −1.6% −100 −1.6% 6,800 0.5%
Accommodation and food services 268,200 1,200 0.4% −2,900 −1.1% 273,100 22.6%
Accommodation 145,800 −200 −0.1% −2,500 −1.7% 184,700 12.3%
Casino hotels 133,400 −200 −0.1% −2,100 −1.5% 174,900 11.3%
Food services and drinking places 122,400 1,400 1.2% −400 −0.3% 122,800 10.3%
Restaurants and other eating places 110,300 400 0.4% 200 0.2% 110,800 9.3%
Full-service restaurants 58,500 0 0.0% 300 0.5% 59,100 4.9%
Limited-service eating places 51,800 400 0.8% −100 −0.2% 51,900 4.4%
Other services 32,400 200 0.6% −1,000 −3.0% 36,200 2.7%
Government 118,800 5,100 4.5% 600 0.5% 125,300 10.0%
Federal 14,200 −100 −0.7% −700 −4.7% 16,100 1.2%
State government 20,700 600 3.0% 400 2.0% 26,200 1.7%
Local government 83,900 4,600 5.8% 900 1.1% 84,800 7.1%

Seasonally Adjusted Summary Table

Series August 2026 +/- July 2026 Change (%) +/- August 2025 Yearly Rate Maximum Percent of Total
Total nonfarm 1,186,900 7,000 0.6% 14,200 1.2% 1,186,900 100.0%

Totals and Clusters

Row 2

Total Non-Farm

Goods-Producing

Service-Providing

Total Private

Private Service-Providing

Natural Resources and Mining

Mining and Logging

Construction

Row 2

Construction

Construction of Buildings

Specialty Trade Contractors

Manufacturing

Row 2

Manufacturing

Nondurable Goods

Durable Goods

Other Miscellaneous Durable Goods Manufacturing

Trade, Transportation, and Utilities

Row 2

Trade, Transportation, and Utilities

Wholesale Trade

Retail trade

Food and Beverage Stores

Health and Personal Care Stores

Transportation, Warehousing, and Utilities

Utilities

Transportation and Warehousing

Transit and Ground Passenger Transportation

Taxi and Limousine Service

Information

Row 2

Information

Telecommunications

Financial Activities

Row 2

Financial Activities

Finance and Insurance

Real Estate and Rental and Leasing

Professional and Business Services

Row 2

Professional and Business Services

Professional and Technical Services

Management of Companies and Enterprises

Administrative and Waste Services

Administrative and Support Services

Employment Services

Education and Health Services

Row 2

Education and Health Services

Health Care and Social Assistance

Ambulatory Health Care Services

Hospitals

Leisure and Hospitality

Row 2

Leisure and Hospitality

Arts, Entertainment, and Recreation

Amusements, Gambling, and Recreation

Gambling Industries

Accommodation and Food Services

Accommodation

Casino Hotels

Food Services and Drinking Places

Restaurants and Other Eating Places

Full-Service Restaurants

Limited-Service Eating Places

Other Services

Row 2

Other Services

Government

Row 2

Government

Federal

State Government

Local Government

Summary Tables

Row 2

Non-Seasonally Adjusted Summary Table

Series August 2026 +/- July 2026 Change (%) +/- August 2025 Yearly Rate Maximum Percent of Total
Total nonfarm 284,900 1,100 0.4% 2,400 0.8% 289,000 100.0%
Total private 254,800 1,400 0.6% 2,500 1.0% 254,800 89.4%
Goods-producing 58,400 800 1.4% 1,400 2.5% 58,400 20.5%
Mining and logging 700 0 0.0% 100 16.7% 1,700 0.2%
Construction 25,700 500 2.0% 600 2.4% 27,100 9.0%
Manufacturing 32,000 300 0.9% 700 2.2% 32,000 11.2%
Miscellaneous durable goods manufacturing 1,700 0 0.0% 0 0.0% 3,900 0.6%
Service-providing 226,500 300 0.1% 1,000 0.4% 232,300 79.5%
Private service-providing 196,400 600 0.3% 1,100 0.6% 196,400 68.9%
Trade, transportation, and utilities 61,300 −100 −0.2% 1,000 1.7% 63,800 21.5%
Wholesale Trade 10,000 0 0.0% 0 0.0% 11,900 3.5%
Retail trade 26,100 −200 −0.8% 300 1.2% 27,200 9.2%
Food and beverage stores 4,600 0 0.0% 0 0.0% 4,800 1.6%
Transportation, Warehousing, and Utilities 25,200 100 0.4% 700 2.9% 26,300 8.8%
Information 4,200 100 2.4% 0 0.0% 4,200 1.5%
Financial activities 11,800 100 0.9% −400 −3.3% 12,400 4.1%
Finance and insurance 6,500 100 1.6% −200 −3.0% 6,900 2.3%
Professional and business services 35,700 400 1.1% 500 1.4% 35,700 12.5%
Administrative and waste services 17,000 400 2.4% 500 3.0% 20,300 6.0%
Education and health services 34,200 100 0.3% 900 2.7% 34,200 12.0%
Leisure and hospitality 41,500 0 0.0% −600 −1.4% 45,500 14.6%
Accommodation and food services 33,900 400 1.2% 0 0.0% 38,300 11.9%
Accommodation 12,700 0 0.0% −300 −2.3% 28,900 4.5%
Casino hotels 11,200 0 0.0% −200 −1.8% 27,800 3.9%
Food services and drinking places 21,200 400 1.9% 300 1.4% 21,200 7.4%
Other services 7,700 0 0.0% −300 −3.8% 8,000 2.7%
Government 30,100 −300 −1.0% −100 −0.3% 37,400 10.6%
Federal 3,900 0 0.0% −200 −4.9% 4,600 1.4%
State government 9,900 100 1.0% 500 5.3% 13,900 3.5%
Local government 16,300 −400 −2.4% −400 −2.4% 19,900 5.7%

Seasonally Adjusted Summary Table

Series August 2026 +/- July 2026 Change (%) +/- August 2025 Yearly Rate Maximum Percent of Total
Total nonfarm 287,700 1,100 0.4% 2,800 1.0% 287,700 100.0%

Totals and Clusters

Row 2

Total Nonfarm

Goods-Producing

Service-Providing

Total Private

Private Service-Providing

Mining and Logging

Row 2

Mining and Logging

Construction

Row 2

Construction

Manufacturing

Row 2

Manufacturing

Miscellaneous Durable Goods Manufacturing

Trade, Transportation, and Utilities

Row 2

Trade, Transportation, and Utilities

Wholesale Trade

Retail trade

Food and Beverage Stores

Transportation, Warehousing, and Utilities

Information

Row 2

Information

Financial Activities

Row 2

Financial Activities

Finance and Insurance

Professional and Business Services

Row 2

Professional and Business Services

Administrative and Waste Services

Row 2

Administrative and Waste Services

Education and Health Services

Row 2

Education and Health Services

Leisure and Hospitality

Row 2

Leisure and Hospitality

Accommodation and Food Services

Accommodation

Casino Hotels

Food Services and Drinking Places

Other Services

Row 2

Other Services

Government

Row 2

Government

Federal

State Government

Local Government

Summary Tables

Row 2

Non-Seasonally Adjusted Summary Table

Series August 2026 +/- July 2026 Change (%) +/- August 2025 Yearly Rate Maximum Percent of Total
Total nonfarm 32,400 −200 −0.6% −300 −0.9% 33,600 100.0%
Total private 22,900 −200 −0.9% −300 −1.3% 23,400 70.7%
Goods-producing 4,600 0 0.0% −300 −6.1% 5,800 14.2%
Manufacturing 2,900 0 0.0% 0 0.0% 4,200 9.0%
Service-providing 27,800 −200 −0.7% 0 0.0% 28,400 85.8%
Private service-providing 18,300 −200 −1.1% 0 0.0% 18,600 56.5%
Trade, transportation, and utilities 4,700 0 0.0% 100 2.2% 5,300 14.5%
Retail trade 3,400 0 0.0% 0 0.0% 4,300 10.5%
Professional and business services 3,100 −100 −3.1% −100 −3.1% 3,600 9.6%
Leisure and hospitality 3,500 0 0.0% 0 0.0% 4,500 10.8%
Government 9,500 0 0.0% 0 0.0% 10,900 29.3%
Federal 600 0 0.0% 0 0.0% 900 1.9%
State government 7,000 0 0.0% 0 0.0% 8,200 21.6%
Local government 1,900 0 0.0% 0 0.0% 2,800 5.9%

Seasonally Adjusted Summary Table

Series August 2026 +/- July 2026 Change (%) +/- August 2025 Yearly Rate Maximum Percent of Total
Total nonfarm 32,300 −100 −0.3% −400 −1.2% 33,300 100.0%

Totals and Clusters

Row 2

Total Nonfarm

Goods-Producing

Service-Providing

Total Private

Private Service-Providing

Manufacturing

Row 2

Manufacturing

Trade, Transportation, and Utilities

Row 2

Trade, Transportation, and Utilities

Retail Trade

Leisure and Hospitality

Row 2

Leisure and Hospitality

Professional and Business Services

Row 2

Professional Business Services

Government

Row 2

Government

Federal

State Government

Local Government

About

Estimates come from the Current Employment Statistics (CES) program sponsored by the Bureau of Labor statistics (BLS-CES). This dashboard contains CES data for Nevada, the Las Vegas-Henderson-North Las Vegas Metropolitan Statistical Area (MSA), Reno- Sparks MSA, and the Carson City MSA.

Some estimates have been seasonally adjusted to account for regularly seen economic patterns. This is done to show underlying trends in the data, and to provide more stable estimates of employment.

Prepared by the Research and Analysis Bureau with contributions from: Antonio Solorio, Bhramman Gulati, Dionny McDonnell, David Schmidt, Marianne Kattenhorn, Benjamin Albrecth, Andrew Stencel, and Tim Wilcox.

Special thanks to all the R and RStudio developers that built the packages to make this possible. Packages used in this report include tidyverse, RColorBrewer, ggthemes, scales, cowplot, data.table, RcppRoll, transformr, gridExtra, gapminder, hrbrthemes, ggforce, patchwork, reshape2, tidyquant, kableExtra, reshape, tinytex, extrafont, knitr, magrittr, Cairo, DBI, ggrepel, magick, dplyr, gtable, grid, glue, plotly, flexdashboard, gt.

This workforce product was funded by a grant awarded by the U.S. Department of Labor’s Employment and Training Administration. The product was created by the recipient and does not necessarily reflect the official position of the U.S. Department of Labor. The U.S. Department of Labor makes no guarantees, warranties, or assurances of any kind, express or implied, with respect to such information, including any information on linked sites and including, but not limited to, accuracy of the information or its completeness, timeliness, usefulness, adequacy, continued availability, or ownership. This product is copyrighted by the institution that created it. Internal use by an organization and/or personal use by an individual for non-commercial purposes is permissible. All other uses require the prior authorization of the copyright owner.