Summary Tables

Row 2

Non-Seasonally Adjusted Summary Table

Non-Seasonally Adjusted CES Sectors: Nevada
Series June 2025 +/- May 2025 Monthly Rate +/- June 2024 Yearly Rate Maximum Percent of Total
Total nonfarm 1,568,400 −16,000 −1.0% 7,200 0.5% 1,591,800 100.0%
Total private 1,393,400 −400 −0.0% 7,600 0.5% 1,402,500 88.8%
Goods-producing 190,800 −200 −0.1% −2,600 −1.3% 211,500 12.2%
Mining and logging 14,700 100 0.7% −200 −1.3% 16,100 0.9%
Metal ore mining 10,700 0 0.0% −200 −1.8% 12,300 0.7%
Construction 108,500 −500 −0.5% −3,300 −3.0% 148,800 6.9%
Construction of buildings 18,000 −200 −1.1% −100 −0.6% 26,500 1.1%
Specialty trade contractors 79,600 −300 −0.4% −2,600 −3.2% 107,200 5.1%
Manufacturing 67,600 200 0.3% 900 1.3% 67,600 4.3%
Durable goods 45,800 300 0.7% 1,700 3.9% 45,800 2.9%
Miscellaneous durable goods manufacturing 7,100 0 0.0% 300 4.4% 9,000 0.5%
Other miscellaneous durable goods manufacturing 6,300 100 1.6% 300 5.0% 8,700 0.4%
Nondurable goods 21,800 −100 −0.5% −800 −3.5% 22,900 1.4%
Service-providing 1,377,600 −15,800 −1.1% 9,800 0.7% 1,398,400 87.8%
Private service-providing 1,202,600 −200 −0.0% 10,200 0.9% 1,209,100 76.7%
Trade, transportation, and utilities 289,600 100 0.0% −3,100 −1.1% 308,900 18.5%
Wholesale Trade 41,400 100 0.2% −1,100 −2.6% 43,000 2.6%
Retail trade 148,100 400 0.3% −400 −0.3% 156,600 9.4%
Food and beverage stores 28,500 0 0.0% 100 0.4% 29,400 1.8%
Health and personal care retailers 9,900 0 0.0% −100 −1.0% 10,800 0.6%
Transportation, Warehousing, and Utilities 100,100 −400 −0.4% −1,600 −1.6% 110,200 6.4%
Utilities 4,500 0 0.0% 0 0.0% 5,700 0.3%
Transportation and Warehousing 95,600 −400 −0.4% −1,600 −1.6% 105,500 6.1%
Transit and ground passenger transportation 9,500 −100 −1.0% 0 0.0% 15,300 0.6%
Taxi and limousine service 4,700 0 0.0% 0 0.0% 11,300 0.3%
Information 20,100 0 0.0% −100 −0.5% 21,500 1.3%
Telecommunications 3,700 0 0.0% 0 0.0% 10,400 0.2%
Financial activities 79,100 −600 −0.8% −700 −0.9% 80,600 5.0%
Finance and insurance 47,200 −500 −1.0% −700 −1.5% 48,700 3.0%
Credit intermediation and related activities 19,700 −300 −1.5% −600 −3.0% 25,200 1.3%
Real estate and rental and leasing 31,900 −100 −0.3% 0 0.0% 32,300 2.0%
Professional and business services 219,100 100 0.0% 2,700 1.2% 224,000 14.0%
Professional and technical services 73,100 700 1.0% 800 1.1% 73,900 4.7%
Management of companies and enterprises 32,600 −300 −0.9% −600 −1.8% 33,700 2.1%
Administrative and waste services 113,400 −300 −0.3% 2,500 2.3% 118,700 7.2%
Administrative and support services 107,400 −400 −0.4% 2,500 2.4% 113,000 6.8%
Employment services 27,400 −600 −2.1% 600 2.2% 33,700 1.7%
Education and health services 178,700 −600 −0.3% 7,900 4.6% 179,300 11.4%
Educational services 15,800 0 0.0% 1,400 9.7% 16,200 1.0%
Health care and social assistance 162,900 −600 −0.4% 6,500 4.2% 163,500 10.4%
Ambulatory health care services 76,000 −200 −0.3% 2,400 3.3% 76,400 4.8%
Hospitals 37,100 0 0.0% 2,300 6.6% 37,100 2.4%
Leisure and hospitality 370,600 1,100 0.3% 2,600 0.7% 370,600 23.6%
Arts, entertainment, and recreation 47,300 600 1.3% 2,600 5.8% 47,300 3.0%
Amusements, gambling, and recreation 32,500 600 1.9% 1,100 3.5% 32,500 2.1%
Gambling industries 10,900 100 0.9% 100 0.9% 13,800 0.7%
Accommodation and food services 323,300 500 0.2% 0 0.0% 325,000 20.6%
Accommodation 172,700 1,800 1.1% −900 −0.5% 219,700 11.0%
Casino hotels 156,900 1,700 1.1% −600 −0.4% 210,000 10.0%
Food services and drinking places 150,600 −1,300 −0.9% 900 0.6% 152,300 9.6%
Restaurants and other eating places 135,500 −1,300 −1.0% 500 0.4% 137,100 8.6%
Full-service restaurants 70,500 −700 −1.0% 200 0.3% 71,500 4.5%
Limited-service eating places 65,000 −600 −0.9% 300 0.5% 65,600 4.1%
Other services 45,400 −300 −0.7% 900 2.0% 46,200 2.9%
Government 175,000 −15,600 −8.2% −400 −0.2% 190,600 11.2%
Federal 22,300 0 0.0% −500 −2.2% 23,200 1.4%
State government 40,400 −8,400 −17.2% 1,800 4.7% 48,800 2.6%
State government education 19,200 −8,400 −30.4% 600 3.2% 27,600 1.2%
State government, excluding education 21,200 0 0.0% 1,200 6.0% 21,200 1.4%
Local government 112,300 −7,200 −6.0% −1,700 −1.5% 119,500 7.2%
Local government education 55,600 −7,600 −12.0% 900 1.6% 63,200 3.5%
Local government, excluding education 56,700 400 0.7% −2,600 −4.4% 59,800 3.6%

Seasonally Adjusted Summary Table

Seasonally Adjusted CES Sectors: Nevada
Series June 2025 +/- May 2025 Monthly Rate +/- June 2024 Yearly Rate Maximum Percent of Total
Total nonfarm 1,572,500 −4,800 −0.3% 4,000 0.3% 1,580,400 100.0%
Total private 1,391,000 −700 −0.1% 5,600 0.4% 1,395,400 88.5%
Goods-producing 188,400 −1,800 −0.9% −3,500 −1.8% 208,100 12.0%
Mining and logging 14,600 0 0.0% −200 −1.4% 15,800 0.9%
Construction 106,600 −1,500 −1.4% −3,900 −3.5% 146,400 6.8%
Manufacturing 67,200 −300 −0.4% 600 0.9% 67,700 4.3%
Durable goods 45,400 −100 −0.2% 1,400 3.2% 46,000 2.9%
Nondurable goods 21,800 −200 −0.9% −800 −3.5% 23,000 1.4%
Service-providing 1,384,100 −3,000 −0.2% 7,500 0.5% 1,389,100 88.0%
Private service-providing 1,202,600 1,100 0.1% 9,100 0.8% 1,203,700 76.5%
Trade, transportation, and utilities 291,100 −300 −0.1% −4,600 −1.6% 299,100 18.5%
Wholesale Trade 41,300 −200 −0.5% −1,100 −2.6% 42,900 2.6%
Retail trade 148,900 −200 −0.1% −1,100 −0.7% 154,300 9.5%
Transportation, Warehousing, and Utilities 100,900 100 0.1% −2,400 −2.3% 105,500 6.4%
Information 20,000 0 0.0% −200 −1.0% 21,400 1.3%
Financial activities 79,200 0 0.0% −700 −0.9% 80,900 5.0%
Finance and insurance 47,400 100 0.2% −800 −1.7% 48,600 3.0%
Real estate and rental and leasing 31,800 −100 −0.3% 100 0.3% 32,300 2.0%
Professional and business services 219,300 900 0.4% 1,200 0.6% 220,800 13.9%
Professional and technical services 73,100 300 0.4% 100 0.1% 73,700 4.6%
Management of companies and enterprises 32,600 −200 −0.6% −700 −2.1% 33,700 2.1%
Administrative and waste services 113,600 800 0.7% 1,800 1.6% 114,700 7.2%
Education and health services 180,100 800 0.4% 7,900 4.6% 180,100 11.5%
Educational services 16,200 500 3.2% 700 4.5% 16,200 1.0%
Health care and social assistance 163,900 300 0.2% 7,200 4.6% 163,900 10.4%
Leisure and hospitality 367,600 300 0.1% 4,600 1.3% 369,300 23.4%
Arts, entertainment, and recreation 45,400 300 0.7% 1,700 3.9% 45,400 2.9%
Accommodation and food services 322,200 0 0.0% 2,900 0.9% 324,100 20.5%
Other services 45,300 −600 −1.3% 900 2.0% 46,600 2.9%
Government 181,500 −4,100 −2.2% −1,600 −0.9% 185,600 11.5%
Federal 22,200 −100 −0.4% −500 −2.2% 23,100 1.4%
State government 44,800 −1,000 −2.2% 1,300 3.0% 45,800 2.8%
Local government 114,500 −3,000 −2.6% −2,400 −2.1% 118,900 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

Non-Seasonally Adjusted CES Sectors: Las Vegas-Henderson-North Las Vegas MSA
Series June 2025 +/- May 2025 Monthly Rate +/- June 2024 Yearly Rate Maximum Percent of Total
Total nonfarm 1,146,100 −10,700 −0.9% 7,400 0.6% 1,164,300 100.0%
Total private 1,031,100 −700 −0.1% 5,600 0.5% 1,039,900 90.0%
Goods-producing 108,200 −400 −0.4% −1,900 −1.7% 139,900 9.4%
Mining and logging 500 0 0.0% 0 0.0% 700 0.0%
Construction 77,400 −600 −0.8% −1,800 −2.3% 112,000 6.8%
Construction of buildings 12,000 0 0.0% 300 2.6% 19,400 1.0%
Specialty trade contractors 58,000 −600 −1.0% −1,600 −2.7% 82,500 5.1%
Manufacturing 30,300 200 0.7% −100 −0.3% 30,700 2.6%
Durable goods 17,100 200 1.2% 500 3.0% 18,200 1.5%
Other miscellaneous durable goods manufacturing 4,500 0 0.0% 200 4.7% 5,100 0.4%
Nondurable goods 13,200 0 0.0% −600 −4.3% 14,100 1.2%
Service-providing 1,037,900 −10,300 −1.0% 9,300 0.9% 1,054,500 90.6%
Private service-providing 922,900 −300 −0.0% 7,500 0.8% 930,100 80.5%
Trade, transportation, and utilities 205,900 100 0.0% −2,000 −1.0% 221,000 18.0%
Wholesale Trade 26,000 100 0.4% −500 −1.9% 26,800 2.3%
Retail trade 108,700 200 0.2% 200 0.2% 115,900 9.5%
Food and beverage stores 21,500 0 0.0% 100 0.5% 22,200 1.9%
Health and personal care retailers 8,100 0 0.0% −100 −1.2% 8,900 0.7%
Transportation, Warehousing, and Utilities 71,200 −200 −0.3% −1,700 −2.3% 79,800 6.2%
Utilities 2,900 0 0.0% 0 0.0% 3,500 0.3%
Transportation and Warehousing 68,300 −200 −0.3% −1,700 −2.4% 76,900 6.0%
Transit and ground passenger transportation 8,500 −100 −1.2% 100 1.2% 14,400 0.7%
Taxi and limousine service 4,500 −100 −2.2% 0 0.0% 11,100 0.4%
Information 14,800 0 0.0% −100 −0.7% 15,700 1.3%
Telecommunications 2,800 0 0.0% 0 0.0% 7,100 0.2%
Financial activities 60,800 −600 −1.0% −400 −0.7% 62,200 5.3%
Finance and insurance 35,500 −600 −1.7% −300 −0.8% 36,800 3.1%
Credit intermediation and related activities 15,800 −200 −1.2% −700 −4.2% 19,800 1.4%
Real estate and rental and leasing 25,300 0 0.0% −100 −0.4% 25,800 2.2%
Professional and business services 166,100 −300 −0.2% 1,800 1.1% 170,400 14.5%
Professional and technical services 51,600 600 1.2% −300 −0.6% 52,900 4.5%
Management of companies and enterprises 25,600 −300 −1.2% −600 −2.3% 26,500 2.2%
Administrative and waste services 88,900 −600 −0.7% 2,700 3.1% 92,700 7.8%
Administrative and support services 85,100 −700 −0.8% 2,700 3.3% 89,000 7.4%
Employment services 19,600 −600 −3.0% 400 2.1% 23,600 1.7%
Other support services 9,600 −500 −5.0% 1,000 11.6% 12,600 0.8%
Education and health services 132,600 −400 −0.3% 5,500 4.3% 133,000 11.6%
Health care and social assistance 121,100 −400 −0.3% 5,400 4.7% 121,500 10.6%
Ambulatory health care services 59,300 −100 −0.2% 3,100 5.5% 59,400 5.2%
Hospitals 25,500 100 0.4% 1,000 4.1% 25,500 2.2%
Leisure and hospitality 308,200 1,300 0.4% 1,900 0.6% 308,200 26.9%
Arts, entertainment, and recreation 34,500 500 1.5% 1,800 5.5% 34,500 3.0%
Amusements, gambling, and recreation 21,500 400 1.9% 600 2.9% 21,500 1.9%
Gambling industries 6,400 100 1.6% 100 1.6% 6,800 0.6%
Accommodation and food services 273,700 800 0.3% 100 0.0% 273,700 23.9%
Accommodation 151,900 1,700 1.1% −500 −0.3% 184,700 13.3%
Casino hotels 139,100 1,600 1.2% −300 −0.2% 174,900 12.1%
Food services and drinking places 121,800 −900 −0.7% 600 0.5% 122,900 10.6%
Restaurants and other eating places 109,200 −800 −0.7% 100 0.1% 110,100 9.5%
Full-service restaurants 58,600 −400 −0.7% 200 0.3% 59,100 5.1%
Limited-service eating places 50,600 −400 −0.8% −100 −0.2% 51,100 4.4%
Other services 34,500 −400 −1.1% 800 2.4% 35,200 3.0%
Government 115,000 −10,000 −8.0% 1,800 1.6% 125,000 10.0%
Federal 14,800 0 0.0% −200 −1.3% 16,100 1.3%
State government 20,800 −4,500 −17.8% 900 4.5% 25,300 1.8%
Local government 79,400 −5,500 −6.5% 1,100 1.4% 84,900 6.9%

Seasonally Adjusted Summary Table

Seasonally Adjusted CES Sectors: Las Vegas-Henderson-North Las Vegas MSA
Series June 2025 +/- May 2025 Monthly Rate +/- June 2024 Yearly Rate Maximum Percent of Total
Total nonfarm 1,145,400 −2,300 −0.2% −2,000 −0.2% 1,158,200 100.0%

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

Other support 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

Non-Seasonally Adjusted CES Sectors: Reno-Sparks MSA
Series June 2025 +/- May 2025 Monthly Rate +/- June 2024 Yearly Rate Maximum Percent of Total
Total nonfarm 281,300 −3,300 −1.2% 2,200 0.8% 285,600 100.0%
Total private 247,800 0 0.0% 1,900 0.8% 249,100 88.1%
Goods-producing 55,100 200 0.4% −100 −0.2% 56,300 19.6%
Mining and logging 800 0 0.0% −100 −11.1% 1,700 0.3%
Construction 24,000 200 0.8% −400 −1.6% 27,100 8.5%
Manufacturing 30,300 0 0.0% 400 1.3% 31,100 10.8%
Miscellaneous durable goods manufacturing 1,800 0 0.0% 0 0.0% 3,900 0.6%
Service-providing 226,200 −3,500 −1.5% 2,300 1.0% 229,900 80.4%
Private service-providing 192,700 −200 −0.1% 2,000 1.0% 193,500 68.5%
Trade, transportation, and utilities 59,300 0 0.0% −1,100 −1.8% 63,800 21.1%
Wholesale Trade 9,800 100 1.0% −400 −3.9% 11,900 3.5%
Retail trade 25,400 0 0.0% −300 −1.2% 27,000 9.0%
Food and beverage stores 4,600 100 2.2% 100 2.2% 4,700 1.6%
Transportation, Warehousing, and Utilities 24,100 −100 −0.4% −400 −1.6% 26,300 8.6%
Information 3,800 0 0.0% 0 0.0% 3,900 1.4%
Financial activities 11,900 −100 −0.8% 100 0.8% 12,400 4.2%
Finance and insurance 6,700 −100 −1.5% 0 0.0% 6,900 2.4%
Professional and business services 34,800 100 0.3% 700 2.1% 35,700 12.4%
Administrative and waste services 16,500 100 0.6% 100 0.6% 20,300 5.9%
Education and health services 33,600 −200 −0.6% 1,900 6.0% 33,800 11.9%
Leisure and hospitality 41,500 0 0.0% 200 0.5% 45,500 14.8%
Accommodation and food services 33,100 0 0.0% −500 −1.5% 38,300 11.8%
Accommodation 12,500 100 0.8% −700 −5.3% 28,900 4.4%
Casino hotels 11,000 100 0.9% −600 −5.2% 27,800 3.9%
Food services and drinking places 20,600 −100 −0.5% 200 1.0% 20,800 7.3%
Other services 7,800 0 0.0% 200 2.6% 7,900 2.8%
Government 33,500 −3,300 −9.0% 300 0.9% 36,800 11.9%
Federal 4,200 0 0.0% −100 −2.3% 4,600 1.5%
State government 9,600 −3,300 −25.6% 100 1.1% 13,200 3.4%
Local government 19,700 0 0.0% 300 1.5% 19,800 7.0%

Seasonally Adjusted Summary Table

Seasonally Adjusted CES Sectors: Reno-Sparks MSA
Series June 2025 +/- May 2025 Monthly Rate +/- June 2024 Yearly Rate Maximum Percent of Total
Total nonfarm 281,100 −1,700 −0.6% 1,500 0.5% 283,600 100.0%

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

Non-Seasonally Adjusted CES Sectors: Carson City MSA
Series June 2025 +/- May 2025 Monthly Rate +/- June 2024 Yearly Rate Maximum Percent of Total
Total nonfarm 32,700 0 0.0% 200 0.6% 33,600 100.0%
Total private 22,800 100 0.4% 0 0.0% 23,100 69.7%
Goods-producing 4,600 0 0.0% 200 4.5% 5,800 14.1%
Manufacturing 2,800 0 0.0% 100 3.7% 4,200 8.6%
Service-providing 28,100 0 0.0% 0 0.0% 28,300 85.9%
Private service-providing 18,200 100 0.6% −200 −1.1% 18,500 55.7%
Trade, transportation, and utilities 4,500 0 0.0% −100 −2.2% 5,300 13.8%
Retail trade 3,300 0 0.0% 0 0.0% 4,300 10.1%
Professional and business services 3,300 0 0.0% −200 −5.7% 3,600 10.1%
Leisure and hospitality 3,600 0 0.0% 0 0.0% 4,500 11.0%
Government 9,900 −100 −1.0% 200 2.1% 10,900 30.3%
Federal 600 0 0.0% −100 −14.3% 900 1.8%
State government 7,300 −100 −1.4% 300 4.3% 8,200 22.3%
Local government 2,000 0 0.0% 0 0.0% 2,800 6.1%

Seasonally Adjusted Summary Table

Seasonally Adjusted CES Sectors: Carson City MSA
Series June 2025 +/- May 2025 Monthly Rate +/- June 2024 Yearly Rate Maximum Percent of Total
Total nonfarm 32,400 −100 −0.3% 300 0.9% 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.

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.