CES Industry Dashboard

Summary Tables

Row 2

Non-Seasonally Adjusted Summary Table

Series April 2026 +/- March 2026 Change (%) +/- April 2025 Yearly Rate Maximum Percent of Total
Total nonfarm 1,611,000 10,600 0.7% 32,300 2.0% 1,612,000 100.0%
Total private 1,424,100 11,500 0.8% 33,800 2.4% 1,424,100 88.4%
Goods-producing 198,100 1,100 0.6% 5,000 2.6% 211,500 12.3%
Mining and logging 15,000 200 1.4% 600 4.2% 16,100 0.9%
Metal ore mining 10,700 0 0.0% 100 0.9% 12,300 0.7%
Construction 115,300 1,400 1.2% 4,200 3.8% 148,800 7.2%
Construction of buildings 19,000 100 0.5% 100 0.5% 26,500 1.2%
Specialty trade contractors 85,400 1,600 1.9% 4,200 5.2% 107,200 5.3%
Manufacturing 67,800 −500 −0.7% 200 0.3% 68,500 4.2%
Durable goods 45,700 −300 −0.7% 500 1.1% 46,100 2.8%
Miscellaneous durable goods manufacturing 6,900 −100 −1.4% 0 0.0% 9,000 0.4%
Other miscellaneous durable goods manufacturing 6,100 −100 −1.6% 0 0.0% 8,700 0.4%
Nondurable goods 22,100 −200 −0.9% −300 −1.3% 22,900 1.4%
Service-providing 1,412,900 9,500 0.7% 27,300 2.0% 1,417,800 87.7%
Private service-providing 1,226,000 10,400 0.9% 28,800 2.4% 1,228,500 76.1%
Trade, transportation, and utilities 295,400 0 0.0% 5,900 2.0% 308,700 18.3%
Wholesale Trade 43,300 100 0.2% 600 1.4% 43,700 2.7%
Retail trade 150,600 300 0.2% 2,600 1.8% 157,300 9.3%
Food and beverage stores 29,200 100 0.3% 700 2.5% 29,800 1.8%
Health and personal care retailers 10,000 0 0.0% −200 −2.0% 10,800 0.6%
Transportation, Warehousing, and Utilities 101,500 −400 −0.4% 2,700 2.7% 109,900 6.3%
Utilities 4,600 0 0.0% 0 0.0% 5,700 0.3%
Transportation and Warehousing 96,900 −400 −0.4% 2,700 2.9% 105,200 6.0%
Transit and ground passenger transportation 8,700 −100 −1.1% −100 −1.1% 15,300 0.5%
Taxi and limousine service 3,900 0 0.0% −200 −4.9% 11,300 0.2%
Information 22,100 −100 −0.5% 1,100 5.2% 22,500 1.4%
Telecommunications 3,500 0 0.0% 0 0.0% 10,400 0.2%
Financial activities 78,800 400 0.5% −2,000 −2.5% 81,200 4.9%
Finance and insurance 47,900 500 1.1% −800 −1.6% 49,000 3.0%
Credit intermediation and related activities 19,200 100 0.5% −900 −4.5% 25,200 1.2%
Real estate and rental and leasing 30,900 −100 −0.3% −1,200 −3.7% 32,400 1.9%
Professional and business services 235,900 5,700 2.5% 12,800 5.7% 235,900 14.6%
Professional and technical services 81,300 1,700 2.1% 4,600 6.0% 81,300 5.0%
Management of companies and enterprises 37,200 −100 −0.3% 2,000 5.7% 37,300 2.3%
Administrative and waste services 117,400 4,100 3.6% 6,200 5.6% 119,500 7.3%
Administrative and support services 111,200 4,000 3.7% 6,200 5.9% 113,300 6.9%
Employment services 30,100 2,300 8.3% 2,700 9.9% 33,700 1.9%
Education and health services 188,100 100 0.1% 9,200 5.1% 188,100 11.7%
Educational services 17,900 100 0.6% 1,200 7.2% 17,900 1.1%
Health care and social assistance 170,200 0 0.0% 8,000 4.9% 170,200 10.6%
Ambulatory health care services 81,300 800 1.0% 4,500 5.9% 81,300 5.0%
Hospitals 37,500 0 0.0% 1,200 3.3% 37,500 2.3%
Leisure and hospitality 363,100 4,100 1.1% 3,200 0.9% 367,500 22.5%
Arts, entertainment, and recreation 46,300 1,400 3.1% 2,500 5.7% 46,300 2.9%
Amusements, gambling, and recreation 30,300 500 1.7% 400 1.3% 31,500 1.9%
Gambling industries 10,400 0 0.0% 0 0.0% 13,800 0.6%
Accommodation and food services 316,800 2,700 0.9% 700 0.2% 325,000 19.7%
Accommodation 164,500 −900 −0.5% −2,300 −1.4% 219,700 10.2%
Casino hotels 148,900 −500 −0.3% −2,300 −1.5% 210,000 9.2%
Food services and drinking places 152,300 3,600 2.4% 3,000 2.0% 152,300 9.5%
Restaurants and other eating places 137,200 3,100 2.3% 2,800 2.1% 137,200 8.5%
Full-service restaurants 71,100 1,400 2.0% 900 1.3% 71,100 4.4%
Limited-service eating places 66,100 1,700 2.6% 1,900 3.0% 66,300 4.1%
Other services 42,600 200 0.5% −1,400 −3.2% 46,900 2.6%
Government 186,900 −900 −0.5% −1,500 −0.8% 189,500 11.6%
Federal 21,000 −100 −0.5% −1,300 −5.8% 23,200 1.3%
State government 48,400 −400 −0.8% 200 0.4% 48,800 3.0%
State government education 27,100 −400 −1.5% 200 0.7% 27,700 1.7%
State government, excluding education 21,300 0 0.0% 0 0.0% 21,500 1.3%
Local government 117,500 −400 −0.3% −400 −0.3% 119,100 7.3%
Local government education 62,100 −200 −0.3% −500 −0.8% 63,200 3.9%
Local government, excluding education 55,400 −200 −0.4% 100 0.2% 59,600 3.4%

Seasonally Adjusted Summary Table

Series April 2026 +/- March 2026 Change (%) +/- April 2025 Yearly Rate Maximum Percent of Total
Total nonfarm 1,610,800 2,900 0.2% 30,200 1.9% 1,610,800 100.0%
Total private 1,427,900 3,700 0.3% 32,400 2.3% 1,427,900 88.6%
Goods-producing 199,600 1,300 0.7% 5,900 3.0% 208,100 12.4%
Mining and logging 15,000 100 0.7% 500 3.4% 15,800 0.9%
Construction 116,600 1,700 1.5% 5,000 4.5% 146,400 7.2%
Manufacturing 68,000 −500 −0.7% 400 0.6% 68,500 4.2%
Durable goods 45,900 −200 −0.4% 700 1.5% 46,100 2.8%
Nondurable goods 22,100 −300 −1.3% −300 −1.3% 23,000 1.4%
Service-providing 1,411,200 1,600 0.1% 24,300 1.8% 1,411,200 87.6%
Private service-providing 1,228,300 2,400 0.2% 26,500 2.2% 1,228,300 76.3%
Trade, transportation, and utilities 299,000 600 0.2% 6,300 2.2% 300,100 18.6%
Wholesale Trade 43,900 200 0.5% 1,300 3.1% 43,900 2.7%
Retail trade 152,200 300 0.2% 2,800 1.9% 154,100 9.4%
Transportation, Warehousing, and Utilities 102,900 100 0.1% 2,200 2.2% 105,700 6.4%
Information 22,100 −100 −0.5% 900 4.2% 22,500 1.4%
Financial activities 79,100 200 0.3% −1,800 −2.2% 80,900 4.9%
Finance and insurance 47,900 400 0.8% −900 −1.8% 48,900 3.0%
Real estate and rental and leasing 31,200 −200 −0.6% −900 −2.8% 32,100 1.9%
Professional and business services 234,600 1,700 0.7% 10,800 4.8% 234,600 14.6%
Professional and technical services 80,600 700 0.9% 4,300 5.6% 80,600 5.0%
Management of companies and enterprises 37,400 0 0.0% 1,900 5.4% 37,400 2.3%
Administrative and waste services 116,600 1,000 0.9% 4,600 4.1% 117,100 7.2%
Education and health services 187,600 −300 −0.2% 9,000 5.0% 187,900 11.6%
Educational services 17,500 0 0.0% 1,200 7.4% 17,500 1.1%
Health care and social assistance 170,100 −300 −0.2% 7,800 4.8% 170,400 10.6%
Leisure and hospitality 362,800 100 0.0% 2,300 0.6% 365,000 22.5%
Arts, entertainment, and recreation 46,000 −200 −0.4% 2,300 5.3% 46,500 2.9%
Accommodation and food services 316,800 300 0.1% 0 0.0% 323,300 19.7%
Other services 43,100 200 0.5% −1,000 −2.3% 46,300 2.7%
Government 182,900 −800 −0.4% −2,200 −1.2% 185,100 11.4%
Federal 21,100 −100 −0.5% −1,300 −5.8% 23,100 1.3%
State government 45,700 −300 −0.7% 300 0.7% 46,200 2.8%
Local government 116,100 −400 −0.3% −1,200 −1.0% 118,000 7.2%

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 April 2026 +/- March 2026 Change (%) +/- April 2025 Yearly Rate Maximum Percent of Total
Total nonfarm 1,178,300 8,600 0.7% 23,600 2.0% 1,178,300 100.0%
Total private 1,054,700 9,000 0.9% 23,200 2.2% 1,054,700 89.5%
Goods-producing 111,800 900 0.8% 2,300 2.1% 139,900 9.5%
Mining and logging 400 0 0.0% 0 0.0% 700 0.0%
Construction 81,200 1,200 1.5% 2,600 3.3% 112,000 6.9%
Construction of buildings 13,000 0 0.0% 100 0.8% 19,400 1.1%
Specialty trade contractors 60,600 1,100 1.8% 2,200 3.8% 82,500 5.1%
Manufacturing 30,200 −300 −1.0% −300 −1.0% 30,800 2.6%
Durable goods 16,800 −100 −0.6% 0 0.0% 18,200 1.4%
Other miscellaneous durable goods manufacturing 4,400 0 0.0% 0 0.0% 5,100 0.4%
Nondurable goods 13,400 −200 −1.5% −300 −2.2% 14,100 1.1%
Service-providing 1,066,500 7,700 0.7% 21,300 2.0% 1,069,100 90.5%
Private service-providing 942,900 8,100 0.9% 20,900 2.3% 943,800 80.0%
Trade, transportation, and utilities 209,700 −600 −0.3% 3,400 1.6% 220,700 17.8%
Wholesale Trade 27,500 0 0.0% 200 0.7% 28,000 2.3%
Retail trade 109,900 100 0.1% 1,200 1.1% 116,000 9.3%
Food and beverage stores 21,900 −100 −0.5% 400 1.9% 22,500 1.9%
Health and personal care retailers 8,100 0 0.0% −200 −2.4% 8,900 0.7%
Transportation, Warehousing, and Utilities 72,300 −700 −1.0% 2,000 2.8% 79,500 6.1%
Utilities 3,000 −100 −3.2% 0 0.0% 3,500 0.3%
Transportation and Warehousing 69,300 −600 −0.9% 2,000 3.0% 76,600 5.9%
Transit and ground passenger transportation 7,700 −100 −1.3% −100 −1.3% 14,400 0.7%
Taxi and limousine service 3,800 0 0.0% −200 −5.0% 11,100 0.3%
Information 16,300 −100 −0.6% 700 4.5% 16,700 1.4%
Telecommunications 2,500 −100 −3.8% −100 −3.8% 7,100 0.2%
Financial activities 60,500 500 0.8% −1,700 −2.7% 62,400 5.1%
Finance and insurance 36,300 500 1.4% −400 −1.1% 37,000 3.1%
Credit intermediation and related activities 15,600 200 1.3% −700 −4.3% 19,800 1.3%
Real estate and rental and leasing 24,200 0 0.0% −1,300 −5.1% 25,800 2.1%
Professional and business services 181,200 4,500 2.5% 9,800 5.7% 181,200 15.4%
Professional and technical services 60,200 1,400 2.4% 4,200 7.5% 60,200 5.1%
Management of companies and enterprises 28,500 −500 −1.7% 900 3.3% 29,000 2.4%
Administrative and waste services 92,500 3,600 4.0% 4,700 5.4% 93,400 7.9%
Administrative and support services 88,700 3,700 4.4% 4,800 5.7% 89,500 7.5%
Employment services 22,500 2,500 12.5% 2,000 9.8% 23,600 1.9%
Education and health services 141,000 100 0.1% 7,700 5.8% 141,000 12.0%
Health care and social assistance 127,500 200 0.2% 7,600 6.3% 127,500 10.8%
Ambulatory health care services 62,500 300 0.5% 3,800 6.5% 62,500 5.3%
Hospitals 26,200 −100 −0.4% 900 3.6% 26,300 2.2%
Leisure and hospitality 302,300 3,700 1.2% 2,200 0.7% 306,100 25.7%
Arts, entertainment, and recreation 34,700 1,200 3.6% 2,100 6.4% 34,700 2.9%
Amusements, gambling, and recreation 20,200 300 1.5% 200 1.0% 21,000 1.7%
Gambling industries 6,000 0 0.0% −100 −1.6% 6,800 0.5%
Accommodation and food services 267,600 2,500 0.9% 100 0.0% 273,100 22.7%
Accommodation 143,900 −400 −0.3% −2,600 −1.8% 184,700 12.2%
Casino hotels 131,800 −200 −0.2% −2,300 −1.7% 174,900 11.2%
Food services and drinking places 123,700 2,900 2.4% 2,700 2.2% 123,700 10.5%
Restaurants and other eating places 111,200 2,700 2.5% 2,300 2.1% 111,200 9.4%
Full-service restaurants 59,400 1,300 2.2% 800 1.4% 59,400 5.0%
Limited-service eating places 51,800 1,400 2.8% 1,500 3.0% 51,900 4.4%
Other services 31,900 0 0.0% −1,200 −3.6% 36,200 2.7%
Government 123,600 −400 −0.3% 400 0.3% 125,300 10.5%
Federal 14,200 −100 −0.7% −700 −4.7% 16,100 1.2%
State government 25,600 −600 −2.3% 400 1.6% 26,200 2.2%
Local government 83,800 300 0.4% 700 0.8% 84,800 7.1%

Seasonally Adjusted Summary Table

Series April 2026 +/- March 2026 Change (%) +/- April 2025 Yearly Rate Maximum Percent of Total
Total nonfarm 1,176,800 300 0.0% 20,900 1.8% 1,176,800 100.0%

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 April 2026 +/- March 2026 Change (%) +/- April 2025 Yearly Rate Maximum Percent of Total
Total nonfarm 287,700 1,400 0.5% 5,200 1.8% 289,000 100.0%
Total private 251,000 2,100 0.8% 5,400 2.2% 252,300 87.2%
Goods-producing 56,700 200 0.4% 1,300 2.3% 57,300 19.7%
Mining and logging 700 100 16.7% 100 16.7% 1,700 0.2%
Construction 24,400 200 0.8% 400 1.7% 27,100 8.5%
Manufacturing 31,600 −100 −0.3% 800 2.6% 31,700 11.0%
Miscellaneous durable goods manufacturing 1,700 −100 −5.6% 0 0.0% 3,900 0.6%
Service-providing 231,000 1,200 0.5% 3,900 1.7% 232,300 80.3%
Private service-providing 194,300 1,900 1.0% 4,100 2.2% 195,300 67.5%
Trade, transportation, and utilities 61,000 300 0.5% 1,600 2.7% 63,800 21.2%
Wholesale Trade 10,000 100 1.0% 100 1.0% 11,900 3.5%
Retail trade 26,300 200 0.8% 800 3.1% 27,200 9.1%
Food and beverage stores 4,700 0 0.0% 200 4.4% 4,800 1.6%
Transportation, Warehousing, and Utilities 24,700 0 0.0% 700 2.9% 26,300 8.6%
Information 4,200 0 0.0% 300 7.7% 4,200 1.5%
Financial activities 11,700 0 0.0% −300 −2.5% 12,400 4.1%
Finance and insurance 6,500 0 0.0% −200 −3.0% 6,900 2.3%
Professional and business services 35,000 1,200 3.6% 1,200 3.6% 35,700 12.2%
Administrative and waste services 16,600 700 4.4% 1,100 7.1% 20,300 5.8%
Education and health services 34,100 0 0.0% 1,000 3.0% 34,100 11.9%
Leisure and hospitality 40,600 300 0.7% 400 1.0% 45,500 14.1%
Accommodation and food services 33,000 200 0.6% 300 0.9% 38,300 11.5%
Accommodation 12,400 −100 −0.8% 0 0.0% 28,900 4.3%
Casino hotels 11,000 0 0.0% 100 0.9% 27,800 3.8%
Food services and drinking places 20,600 300 1.5% 300 1.5% 20,900 7.2%
Other services 7,700 100 1.3% −100 −1.3% 8,000 2.7%
Government 36,700 −700 −1.9% −200 −0.5% 37,400 12.8%
Federal 3,900 −100 −2.5% −200 −4.9% 4,600 1.4%
State government 13,800 200 1.5% 600 4.5% 13,800 4.8%
Local government 19,000 −800 −4.0% −600 −3.1% 19,900 6.6%

Seasonally Adjusted Summary Table

Series April 2026 +/- March 2026 Change (%) +/- April 2025 Yearly Rate Maximum Percent of Total
Total nonfarm 287,300 0 0.0% 5,200 1.8% 287,400 100.0%

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 April 2026 +/- March 2026 Change (%) +/- April 2025 Yearly Rate Maximum Percent of Total
Total nonfarm 32,700 200 0.6% −200 −0.6% 33,600 100.0%
Total private 23,000 200 0.9% 100 0.4% 23,400 70.3%
Goods-producing 4,700 0 0.0% 0 0.0% 5,800 14.4%
Manufacturing 2,900 0 0.0% 0 0.0% 4,200 8.9%
Service-providing 28,000 200 0.7% −200 −0.7% 28,300 85.6%
Private service-providing 18,300 200 1.1% 100 0.5% 18,500 56.0%
Trade, transportation, and utilities 4,700 100 2.2% 100 2.2% 5,300 14.4%
Retail trade 3,400 0 0.0% 0 0.0% 4,300 10.4%
Professional and business services 3,100 0 0.0% −100 −3.1% 3,600 9.5%
Leisure and hospitality 3,400 0 0.0% 0 0.0% 4,500 10.4%
Government 9,700 0 0.0% −300 −3.0% 10,900 29.7%
Federal 500 0 0.0% −100 −16.7% 900 1.5%
State government 7,300 0 0.0% −100 −1.4% 8,200 22.3%
Local government 1,900 0 0.0% −100 −5.0% 2,800 5.8%

Seasonally Adjusted Summary Table

Series April 2026 +/- March 2026 Change (%) +/- April 2025 Yearly Rate Maximum Percent of Total
Total nonfarm 32,700 −100 −0.3% 0 0.0% 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.