Innovation Indicators: Introducing New Products and Processes

The implementation of new ideas in the form of products or processes with real-world applications is what separates innovations from inventions. Access to financing is an essential component of the translation of new knowledge into innovations. This section presents a range of indicators of innovation output, starting with data on the funding of innovation through federal programs and through private venture capital. Often, these two kinds of funding work together, with federal funding providing the earlier stage of financial capital.

High rates of innovation activity in the business sector indicate a dynamic economy, whether at the local, regional, or national level (Hall and Jaffe 2018). A key indicator of business innovation activity is the proportion of companies within an industry that introduce new or significantly improved products and processes. Self-reported industry-level data for the United States are provided on the introduction of new or significantly improved products and processes by U.S. businesses, from a joint NCSES and Census Bureau survey.

Trademark registrations from the USPTO “capture the moment at which products or services are introduced into the market, turning inventions into innovations” (von Graevenitz, Graham, and Myers 2022:227–28). Thus, trademarks represent another direct measure of innovative output by firms. Compared with patenting, trademarking is easier and less costly, and it does not have the same requirements regarding novelty (Millot 2009); consequently, small and new businesses apply for trademarks more frequently than they apply for patents (Greenhalgh et al. 2011; Seip, Castaldi, and Flikkema 2019). Therefore, trademarks can reveal service, marketing, and organizational innovation that would not otherwise be captured because the source of innovation is not always tied to technological advances (Castaldi, Block, and Flikkema 2020).

The central role of the business sector in innovation activity has shaped the available data, and most indicators of innovation address the private sector. Notwithstanding the availability of data, however, a diverse set of actors that span the economic sectors of the economy contributes to the creation of innovative output, including universities, government agencies, and public scientists.

Small Business Innovation Research

One type of federal government support is the Small Business Innovation Research (SBIR) program. SBIR was established in legislation by the Small Business Innovation Development Act of 1982 (P.L. 97-219) to increase the participation of small firms in federally funded R&D. Federal agencies with over $100 million per year in extramural research spending must establish an agency-specific SBIR program, under the framework and guidelines set by the Small Business Administration (SBA). Over time, the program’s objectives have expanded to include the promotion of participation by women-owned and socially disadvantaged businesses and to encourage the commercialization of innovations developed with federal R&D funding. In 1992, Congress established a complementary program, the Small Business Technology Transfer (STTR) program, which supports small firms seeking to commercialize technologies developed at universities and other research institutes.

As of FY 2022, each U.S. federal government agency with over $100 million in R&D expenditures is required to spend 3.2% of its extramural research budget on its SBIR program. There are currently 11 agencies operating SBIR programs, and 5 of those agencies also have STTR programs. Agencies with over $1 billion in R&D spending per year must also operate an STTR program, with funding set at 0.45% of that agency’s extramural budget (SBA 2023b).

SBIR funds are awarded at two levels. From the perspective of funding innovation, Phase II awards provide more direct assistance to firms seeking to get new products and services to market. Through these Phase II SBIR awards, federal agencies that fund R&D provide direct support for technology development and commercialization to over 1,000 firms per year. The number of firms receiving Phase II SBIR and STTR awards each year rose from 1,171 in 2012 to 1,870 in 2022 (Figure INV-17). At the agency and department level, the largest share of awardees was funded by DOD (50%) (Figure INV-18).

Firms receiving Phase II SBIR or STTR awards: 2012–22
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Firms receiving Phase II SBIR or STTR awards: 2012–22

(Number)
Year Firms
2012 1,171
2013 1,101
2014 1,169
2015 1,225
2016 1,252
2017 1,403
2018 1,276
2019 1,562
2020 1,789
2021 1,671
2022 1,870

SBIR = Small Business Innovation Research; STTR = Small Business Technology Transfer.

Note(s):

Firms receiving multiple SBIR or STTR Phase II awards in the same year are counted only once for that year.

Source(s):

Small Business Administration, SBIR/STTR Award database, accessed August 2023.

Science and Engineering Indicators

Firms receiving Phase II SBIR or STTR awards, by awarding agency: 2012–22
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Firms receiving Phase II SBIR or STTR awards, by awarding agency: 2012–22

(Percent)
Year USDA DOD DOC DOE HHS NASA NSF Other
2012 1.9 46.7 0.7 6.7 23.5 6.7 10.4 3.4
2013 2.3 48.5 0.8 7.6 22.5 6.5 8.5 3.3
2014 2.0 40.8 0.9 10.4 24.1 9.8 8.5 3.5
2015 2.1 40.1 1.2 9.7 26.0 8.8 8.3 3.8
2016 2.4 37.5 1.5 10.2 27.7 9.5 8.4 2.9
2017 1.6 40.0 1.4 10.0 28.1 8.2 7.8 3.0
2018 2.4 39.2 1.8 10.5 26.5 9.8 7.7 2.1
2019 1.5 44.2 1.4 9.8 25.1 8.5 6.8 2.8
2020 1.5 48.3 0.4 9.1 25.0 7.2 6.3 2.1
2021 1.7 45.8 2.1 10.1 23.4 8.3 5.9 2.7
2022 1.7 50.0 0.9 9.8 22.6 6.4 6.0 2.4

DOC = Department of Commerce; DOD = Department of Defense; DOE = Department of Energy; HHS = Department of Health and Human Services; NASA = National Aeronautics and Space Administration; NSF = National Science Foundation; SBIR = Small Business Innovation Research; STTR = Small Business Technology Transfer; USDA = Department of Agriculture.

Note(s):

Firms receiving multiple SBIR or STTR Phase II awards in the same year are counted only once for that year. "Other" includes awards from Department of Education, Department of Homeland Security, Department of Transportation, and Environmental Protection Agency.

Source(s):

Small Business Administration, SBIR/STTR Award database, accessed August 2023.

Science and Engineering Indicators

Venture Capital and Innovation

Venture capital is a particularly important indicator of innovation because venture investors tend to invest in companies with products that they believe have a significant likelihood of achieving market success. Venture capital-backed firms that become publicly traded are more likely to have recorded R&D expenditures compared to publicly traded firms that were not originally venture backed (Lerner and Nanda 2020). In this regard, data on venture capital investment trends can be viewed as leading indicators of the innovative output expected from startups because those funds are used to create innovations.

Venture capital investment primarily funds high-risk and early stage firms. The funding for venture capital flows from large institutional investors, called limited partners (e.g., pension funds, university endowments, private equity funds, and foundations), to venture investors, who then select the firms to support. Early stage firms give up equity ownership shares in exchange for these investments. These equity shares are not easily traded, so the venture investors (and their limited partners) only receive compensation when the early stage firm has a public stock offering or is acquired by a larger firm. Since early stage firms have a high rate of failure, venture investors deploy capital across a portfolio of these firms, expecting that one successful investment will compensate for the many that yield no returns.  

Worldwide, venture capital investments ranged between $300 billion and $400 billion between 2018 and 2020. In 2021, however, these investments experienced an unprecedented boom. Global venture investments almost doubled between 2020 and 2021, reaching an all-time high of more than $740 billion. This historic increase in 2021 was followed by a decrease to about $540 billion in 2022, a decline of 27% (Table SINV-31).

Venture capital investments within the United States followed a similar pattern, with about $350 billion invested in 2021, followed by a 28% decline to $250 billion in 2022. About $150 billion of venture capital invested in U.S. firms in 2022 involved later-stage funding, a 38% decline from the 2021 peak of $240 billion in 2021 (Figure INV-19). Later-stage investment capital accounted for over 60% of U.S. venture capital funding in 2022 (Figure INV-19). Although a smaller share of overall venture capital, seed funding increased 30% between 2021 and 2022, reflecting strength in early stage companies.

Venture capital investment received by firms headquartered in the United States, by deal stage: 2003–22
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Venture capital investment received by firms headquartered in the United States, by deal stage: 2003–22

(Millions of dollars)
Year Seed Early stage venture capital investment Later stage venture capital investment
2003 53.2 8,245.8 9,903.5
2004 175.0 9,364.2 12,355.3
2005 150.0 11,311.1 12,240.7
2006 213.9 12,992.8 16,587.6
2007 285.6 14,379.3 21,239.9
2008 320.0 14,902.8 21,478.6
2009 759.3 9,775.5 16,870.0
2010 994.7 11,310.1 19,770.4
2011 1,550.4 14,157.8 29,310.3
2012 2,136.9 13,866.6 24,879.4
2013 3,243.7 17,270.2 28,292.6
2014 4,078.0 21,674.1 47,272.5
2015 5,174.7 26,208.6 54,619.5
2016 5,615.8 26,073.7 52,310.3
2017 6,801.4 30,346.4 52,234.6
2018 9,775.1 41,125.4 95,026.0
2019 10,035.2 44,279.6 96,045.1
2020 11,379.9 44,812.5 115,866.7
2021 18,415.2 87,392.0 239,926.8
2022 27,976.2 70,048.1 149,901.6
Note(s):

Deal stage is the stage as reported, based on the maturity of the firm receiving the venture investment.

Source(s):

PitchBook, venture capital and private equity database, special tabulations, accessed September 2023.

Science and Engineering Indicators

Geographically, firms in the western United States continued to account for the largest share of firms receiving venture capital funding in 2021 and 2022 (45% and 43%, respectively), followed by firms in the Northeast (26% and 26%, respectively) (Figure INV-20). The rapid increase in venture investment activity in the United States did not affect the overall geographic concentration of that activity.

Firms headquartered in the United States receiving venture capital investment, by Census region: 2003–22
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Firms headquartered in the United States receiving venture capital investment, by Census region: 2003–22

(Number)
Year Northeast Midwest South West
2003 507 149 389 947
2004 577 167 428 1,166
2005 606 195 498 1,336
2006 690 230 530 1,521
2007 932 306 701 1,903
2008 1,024 307 705 2,033
2009 949 297 710 1,823
2010 1,173 421 820 2,054
2011 1,364 541 973 2,576
2012 1,621 632 1,183 3,002
2013 1,981 826 1,487 3,603
2014 2,093 864 1,627 4,073
2015 2,249 896 1,712 4,236
2016 2,137 854 1,636 4,041
2017 2,421 883 1,829 4,410
2018 2,604 979 1,977 4,764
2019 2,904 1,028 2,155 5,223
2020 2,914 1,113 2,237 5,243
2021 4,107 1,435 3,253 7,182
2022 3,986 1,394 3,371 6,702
Note(s):

Regions are defined by the Census Bureau for the Economic Census. See https://www.census.gov/programs-surveys/economic-census/guidance-geographies/levels.html.

Source(s):

PitchBook, venture capital and private equity database, special tabulations, accessed September 2023.

Science and Engineering Indicators

At the industry level, software firms have accounted for the largest share of firms receiving venture capital investments each year since 2013. These firms accounted for 43% of firms receiving venture capital investment in 2022, representing an increase in share of 2.4 percentage points compared to 2013 (Figure INV-21). Health care and biomedical firms were the next highest in terms of share for 2021 and 2022. Overall, the distribution of firms receiving venture capital funding each year by industry remained roughly similar from 2013 to 2022.

Firms headquartered in the United States receiving venture capital investment, by industry: 2013–22
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Firms headquartered in the United States receiving venture capital investment, by industry: 2013–22

(Percent)
Year Agriculture and food Biomedical Consumer goods and services Commercial services Energy Financial services Health care Information and communications technology Industrial products Information technology Software Transportation and defense Other
2013 2.3 9.5 8.1 7.4 1.8 2.9 8.0 11.5 3.9 3.1 40.4 0.9 0.2
2014 2.7 9.2 8.9 6.9 1.5 3.5 7.9 10.8 3.4 2.7 40.8 1.4 0.3
2015 3.5 9.4 10.0 6.8 1.3 3.4 8.2 9.5 3.7 3.0 39.5 1.6 0.2
2016 3.4 9.9 9.4 6.7 1.3 3.0 9.2 8.7 3.6 3.4 39.4 1.8 0.2
2017 4.3 10.5 9.4 6.5 0.9 2.9 9.0 7.7 3.8 3.6 39.2 2.0 0.2
2018 4.8 10.3 9.2 6.8 1.0 3.0 9.5 6.6 3.2 3.8 39.4 2.2 0.2
2019 4.3 10.1 10.3 6.5 0.9 3.0 9.8 7.1 3.3 3.3 39.3 1.9 0.2
2020 4.8 10.8 8.4 6.7 0.9 3.2 10.2 6.5 3.1 3.6 39.6 1.8 0.3
2021 4.6 9.9 8.6 6.4 1.0 3.8 9.3 6.3 3.1 2.9 42.1 1.8 0.2
2022 4.2 8.0 8.2 7.2 1.1 4.3 9.2 6.5 3.5 2.7 42.9 1.9 0.2
Note(s):

Industry categories are aggregates of PitchBook Primary Industry Codes based on product or service markets. See Table SINV-33.

Source(s):

PitchBook, venture capital and private equity database, special tabulations, accessed September 2023.

Science and Engineering Indicators

Products receiving trademark protection provide an indication of industries with high innovation activity. Trademarking allows firms that engage in R&D and patenting to appropriate greater returns from their innovations, suggesting a useful and separate innovation indicator from patenting (Dinlersoz et al. 2018; Castaldi, Block, and Flikkema 2020). In 2022, the USPTO registered 333,000 trademarks to owners across the world, including 172,000 to U.S. owners (Table SINV-35). Along with other types of invention and innovation, in the pandemic year of 2020 the number of USPTO trademarks registered dropped 9% from the year before, rebounding in 2021 (Table SINV-35). Across product types, knowledge-intensive products and services account for high numbers of trademarks; of the 172,000 U.S. registered trademarks in 2022, the highest numbers are in the categories of leisure, education, and training; scientific research, information, and communication technology; and management, communications, real estate, and financial services (Figure INV-22). Table SINV-34 through Table SINV-48 provide product level detail. A supplemental workbook released with this report provides annual county-level data (File USPTO trademarks, by county and product).

U.S.-registered USPTO trademarks, by business sector: 2022
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U.S.-registered USPTO trademarks, by business sector: 2022

(Number)
Business sector Number
Leisure, education, and training 31,635
Scientific research, information, and communication technology 27,872
Management, communications, real estate, and financial services 26,724
Textiles: clothing and accessories 21,291
Pharmaceuticals, health, and cosmetics 20,835
Agricultural products and services 18,863
Household equipment 9,174
Construction and infrastructure 7,186
Transportation and logistics 5,043
Chemicals 3,076

USPTO = Patent and Trademark Office.

Note(s):

Trademarks are allocated according to holder information and are fractionally allocated to regions, countries, or economies based on the proportion of residences of all named holders. Trademarks are classified under the Nice Classification of goods and services, which classifies trademarks under 34 categories of goods and 11 categories of services; see https://www.wipo.int/classifications/nice/en/. Fractional counts of trademarks were assigned to each category to assign the proper weight of a trademark to the corresponding category under the classification. See Table SINV-34 through Table SINV-47 for other years and countries. See Table SINV-35 for detail on the 10 aggregate business sectors.

Source(s):

National Center for Science and Engineering Statistics; Science-Metrix; USPTO data hosted by Reed Tech (LexisNexis), accessed June 2023.

Science and Engineering Indicators

Trademark activity is unevenly spread across the United States, with more intensive activity along the coasts, the Rocky Mountain region, parts of Texas, and the Great Lakes region (Figure INV-23). In 2022, almost 75% of all counties had at least one trademark issued, making trademark activity more geographically disbursed across the interior of the United States compared with the regional patenting described in this thematic report’s section Invention Indicators: Protecting Useful Ideas, in which 64% of counties had at least one patent. The top three counties in 2022 for trademark intensity are Sheridan County in Wyoming, followed by Teton County, also in Wyoming, and then by New York County in New York State.

Registered USPTO trademarks per 1,000 residents, by U.S. county: 2022
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Registered USPTO trademarks per 1,000 residents, by U.S. county: 2022

(Number)
County code County State Trademarks per 1,000 population
us-ak-013 Aleutians East Borough Alaska 0.000
us-ak-016 Aleutians West Census Area Alaska 0.000
us-ak-020 Anchorage Municipality Alaska 0.237
us-ak-050 Bethel Census Area Alaska 0.110
us-ak-060 Bristol Bay Borough Alaska 0.000
us-ak-063 Chugach Census Area Alaska 0.436
us-ak-066 Copper River Census Area Alaska 0.386
us-ak-068 Denali Borough Alaska 0.000
us-ak-070 Dillingham Census Area Alaska 0.212
us-ak-090 Fairbanks North Star Borough Alaska 0.168
us-ak-100 Haines Borough Alaska 0.000
us-ak-105 Hoonah-Angoon Census Area Alaska 0.000
us-ak-110 Juneau City and Borough Alaska 0.284
us-ak-122 Kenai Peninsula Borough Alaska 0.115
us-ak-130 Ketchikan Gateway Borough Alaska 0.073
us-ak-150 Kodiak Island Borough Alaska 0.000
us-ak-158 Kusilvak Census Area Alaska 0.000
us-ak-164 Lake and Peninsula Borough Alaska 0.000
us-ak-170 Matanuska-Susitna Borough Alaska 0.229
us-ak-180 Nome Census Area Alaska 0.000
us-ak-185 North Slope Borough Alaska 0.000
us-ak-188 Northwest Arctic Borough Alaska 0.000
us-ak-195 Petersburg Borough Alaska 0.000
us-ak-198 Prince of Wales-Hyder Census Area Alaska 0.000
us-ak-220 Sitka City and Borough Alaska 0.119
us-ak-230 Skagway Municipality Alaska 0.000
us-ak-240 Southeast Fairbanks Census Area Alaska 0.000
us-ak-275 Wrangell City and Borough Alaska 0.483
us-ak-282 Yakutat City and Borough Alaska 0.000
us-ak-290 Yukon-Koyukuk Census Area Alaska 0.000
us-al-001 Autauga County Alabama 0.100
us-al-003 Baldwin County Alabama 0.248
us-al-005 Barbour County Alabama 0.081
us-al-007 Bibb County Alabama 0.000
us-al-009 Blount County Alabama 0.034
us-al-011 Bullock County Alabama 0.000
us-al-013 Butler County Alabama 0.107
us-al-015 Calhoun County Alabama 0.138
us-al-017 Chambers County Alabama 0.000
us-al-019 Cherokee County Alabama 0.000
us-al-021 Chilton County Alabama 0.022
us-al-023 Choctaw County Alabama 0.080
us-al-025 Clarke County Alabama 0.178
us-al-027 Clay County Alabama 0.000
us-al-029 Cleburne County Alabama 0.000
us-al-031 Coffee County Alabama 0.018
us-al-033 Colbert County Alabama 0.121
us-al-035 Conecuh County Alabama 0.089
us-al-037 Coosa County Alabama 0.000
us-al-039 Covington County Alabama 0.027
us-al-041 Crenshaw County Alabama 0.000
us-al-043 Cullman County Alabama 0.110
us-al-045 Dale County Alabama 0.121
us-al-047 Dallas County Alabama 0.136
us-al-049 DeKalb County Alabama 0.056
us-al-051 Elmore County Alabama 0.100
us-al-053 Escambia County Alabama 0.136
us-al-055 Etowah County Alabama 0.116
us-al-057 Fayette County Alabama 0.186
us-al-059 Franklin County Alabama 0.282
us-al-061 Geneva County Alabama 0.037
us-al-063 Greene County Alabama 0.000
us-al-065 Hale County Alabama 0.000
us-al-067 Henry County Alabama 0.057
us-al-069 Houston County Alabama 0.231
us-al-071 Jackson County Alabama 0.038
us-al-073 Jefferson County Alabama 0.444
us-al-075 Lamar County Alabama 0.000
us-al-077 Lauderdale County Alabama 0.329
us-al-079 Lawrence County Alabama 0.030
us-al-081 Lee County Alabama 0.218
us-al-083 Limestone County Alabama 0.063
us-al-085 Lowndes County Alabama 0.000
us-al-087 Macon County Alabama 0.054
us-al-089 Madison County Alabama 0.338
us-al-091 Marengo County Alabama 0.000
us-al-093 Marion County Alabama 0.000
us-al-095 Marshall County Alabama 0.091
us-al-097 Mobile County Alabama 0.181
us-al-099 Monroe County Alabama 0.000
us-al-101 Montgomery County Alabama 0.305
us-al-103 Morgan County Alabama 0.081
us-al-105 Perry County Alabama 0.000
us-al-107 Pickens County Alabama 0.000
us-al-109 Pike County Alabama 0.121
us-al-111 Randolph County Alabama 0.000
us-al-113 Russell County Alabama 0.085
us-al-115 St. Clair County Alabama 0.096
us-al-117 Shelby County Alabama 0.130
us-al-119 Sumter County Alabama 0.253
us-al-121 Talladega County Alabama 0.012
us-al-123 Tallapoosa County Alabama 0.049
us-al-125 Tuscaloosa County Alabama 0.169
us-al-127 Walker County Alabama 0.000
us-al-129 Washington County Alabama 0.000
us-al-131 Wilcox County Alabama 0.099
us-al-133 Winston County Alabama 0.168
us-ar-001 Arkansas County Arkansas 0.182
us-ar-003 Ashley County Arkansas 0.000
us-ar-005 Baxter County Arkansas 0.047
us-ar-007 Benton County Arkansas 0.665
us-ar-009 Boone County Arkansas 0.052
us-ar-011 Bradley County Arkansas 0.000
us-ar-013 Calhoun County Arkansas 0.000
us-ar-015 Carroll County Arkansas 0.209
us-ar-017 Chicot County Arkansas 0.000
us-ar-019 Clark County Arkansas 0.094
us-ar-021 Clay County Arkansas 0.000
us-ar-023 Cleburne County Arkansas 0.000
us-ar-025 Cleveland County Arkansas 0.134
us-ar-027 Columbia County Arkansas 0.000
us-ar-029 Conway County Arkansas 0.428
us-ar-031 Craighead County Arkansas 0.150
us-ar-033 Crawford County Arkansas 0.164
us-ar-035 Crittenden County Arkansas 0.149
us-ar-037 Cross County Arkansas 0.000
us-ar-039 Dallas County Arkansas 0.000
us-ar-041 Desha County Arkansas 0.186
us-ar-043 Drew County Arkansas 0.059
us-ar-045 Faulkner County Arkansas 0.146
us-ar-047 Franklin County Arkansas 0.000
us-ar-049 Fulton County Arkansas 0.000
us-ar-051 Garland County Arkansas 0.170
us-ar-053 Grant County Arkansas 0.110
us-ar-055 Greene County Arkansas 0.043
us-ar-057 Hempstead County Arkansas 0.103
us-ar-059 Hot Spring County Arkansas 0.030
us-ar-061 Howard County Arkansas 0.000
us-ar-063 Independence County Arkansas 0.290
us-ar-065 Izard County Arkansas 0.000
us-ar-067 Jackson County Arkansas 0.301
us-ar-069 Jefferson County Arkansas 0.125
us-ar-071 Johnson County Arkansas 0.000
us-ar-073 Lafayette County Arkansas 0.000
us-ar-075 Lawrence County Arkansas 0.062
us-ar-077 Lee County Arkansas 0.000
us-ar-079 Lincoln County Arkansas 0.000
us-ar-081 Little River County Arkansas 0.254
us-ar-083 Logan County Arkansas 0.000
us-ar-085 Lonoke County Arkansas 0.160
us-ar-087 Madison County Arkansas 0.229
us-ar-089 Marion County Arkansas 0.116
us-ar-091 Miller County Arkansas 0.024
us-ar-093 Mississippi County Arkansas 0.154
us-ar-095 Monroe County Arkansas 0.000
us-ar-097 Montgomery County Arkansas 0.234
us-ar-099 Nevada County Arkansas 0.000
us-ar-101 Newton County Arkansas 0.283
us-ar-103 Ouachita County Arkansas 0.091
us-ar-105 Perry County Arkansas 0.000
us-ar-107 Phillips County Arkansas 0.000
us-ar-109 Pike County Arkansas 0.000
us-ar-111 Poinsett County Arkansas 0.089
us-ar-113 Polk County Arkansas 0.052
us-ar-115 Pope County Arkansas 0.062
us-ar-117 Prairie County Arkansas 0.000
us-ar-119 Pulaski County Arkansas 0.437
us-ar-121 Randolph County Arkansas 0.000
us-ar-123 St. Francis County Arkansas 0.045
us-ar-125 Saline County Arkansas 0.063
us-ar-127 Scott County Arkansas 0.000
us-ar-129 Searcy County Arkansas 0.000
us-ar-131 Sebastian County Arkansas 0.101
us-ar-133 Sevier County Arkansas 0.000
us-ar-135 Sharp County Arkansas 0.000
us-ar-137 Stone County Arkansas 0.000
us-ar-139 Union County Arkansas 0.185
us-ar-141 Van Buren County Arkansas 0.000
us-ar-143 Washington County Arkansas 0.340
us-ar-145 White County Arkansas 0.039
us-ar-147 Woodruff County Arkansas 0.000
us-ar-149 Yell County Arkansas 0.050
us-az-001 Apache County Arizona 0.122
us-az-003 Cochise County Arizona 0.151
us-az-005 Coconino County Arizona 0.389
us-az-007 Gila County Arizona 0.204
us-az-009 Graham County Arizona 0.052
us-az-011 Greenlee County Arizona 0.000
us-az-012 La Paz County Arizona 0.000
us-az-013 Maricopa County Arizona 0.608
us-az-015 Mohave County Arizona 0.145
us-az-017 Navajo County Arizona 0.055
us-az-019 Pima County Arizona 0.256
us-az-021 Pinal County Arizona 0.097
us-az-023 Santa Cruz County Arizona 0.431
us-az-025 Yavapai County Arizona 0.280
us-az-027 Yuma County Arizona 0.077
us-ca-001 Alameda County California 0.906
us-ca-003 Alpine County California 0.000
us-ca-005 Amador County California 0.097
us-ca-007 Butte County California 0.251
us-ca-009 Calaveras County California 0.279
us-ca-011 Colusa County California 0.046
us-ca-013 Contra Costa County California 0.514
us-ca-015 Del Norte County California 0.000
us-ca-017 El Dorado County California 0.540
us-ca-019 Fresno County California 0.205
us-ca-021 Glenn County California 0.106
us-ca-023 Humboldt County California 0.326
us-ca-025 Imperial County California 0.095
us-ca-027 Inyo County California 0.267
us-ca-029 Kern County California 0.151
us-ca-031 Kings County California 0.072
us-ca-033 Lake County California 0.235
us-ca-035 Lassen County California 0.000
us-ca-037 Los Angeles County California 1.353
us-ca-039 Madera County California 0.212
us-ca-041 Marin County California 1.568
us-ca-043 Mariposa County California 0.118
us-ca-045 Mendocino County California 0.345
us-ca-047 Merced County California 0.105
us-ca-049 Modoc County California 0.235
us-ca-051 Mono County California 1.002
us-ca-053 Monterey County California 0.282
us-ca-055 Napa County California 1.830
us-ca-057 Nevada County California 0.557
us-ca-059 Orange County California 1.246
us-ca-061 Placer County California 0.313
us-ca-063 Plumas County California 0.379
us-ca-065 Riverside County California 0.355
us-ca-067 Sacramento County California 0.435
us-ca-069 San Benito County California 0.252
us-ca-071 San Bernardino County California 0.423
us-ca-073 San Diego County California 0.937
us-ca-075 San Francisco County California 2.295
us-ca-077 San Joaquin County California 0.234
us-ca-079 San Luis Obispo County California 0.582
us-ca-081 San Mateo County California 1.294
us-ca-083 Santa Barbara County California 0.726
us-ca-085 Santa Clara County California 0.953
us-ca-087 Santa Cruz County California 0.613
us-ca-089 Shasta County California 0.542
us-ca-091 Sierra County California 0.311
us-ca-093 Siskiyou County California 0.183
us-ca-095 Solano County California 0.361
us-ca-097 Sonoma County California 0.878
us-ca-099 Stanislaus County California 0.281
us-ca-101 Sutter County California 0.020
us-ca-103 Tehama County California 0.281
us-ca-105 Trinity County California 0.063
us-ca-107 Tulare County California 0.117
us-ca-109 Tuolumne County California 0.202
us-ca-111 Ventura County California 0.592
us-ca-113 Yolo County California 0.324
us-ca-115 Yuba County California 0.119
us-co-001 Adams County Colorado 0.438
us-co-003 Alamosa County Colorado 0.121
us-co-005 Arapahoe County Colorado 0.762
us-co-007 Archuleta County Colorado 0.357
us-co-009 Baca County Colorado 0.000
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us-in-083 Knox County Indiana 0.279
us-in-085 Kosciusko County Indiana 0.594
us-in-087 LaGrange County Indiana 0.098
us-in-089 Lake County Indiana 0.211
us-in-091 LaPorte County Indiana 0.161
us-in-093 Lawrence County Indiana 0.088
us-in-095 Madison County Indiana 0.152
us-in-097 Marion County Indiana 0.614
us-in-099 Marshall County Indiana 0.216
us-in-101 Martin County Indiana 0.000
us-in-103 Miami County Indiana 0.028
us-in-105 Monroe County Indiana 0.286
us-in-107 Montgomery County Indiana 0.026
us-in-109 Morgan County Indiana 0.042
us-in-111 Newton County Indiana 0.000
us-in-113 Noble County Indiana 0.063
us-in-115 Ohio County Indiana 0.000
us-in-117 Orange County Indiana 0.051
us-in-119 Owen County Indiana 0.000
us-in-121 Parke County Indiana 0.061
us-in-123 Perry County Indiana 0.000
us-in-125 Pike County Indiana 0.164
us-in-127 Porter County Indiana 0.203
us-in-129 Posey County Indiana 0.000
us-in-131 Pulaski County Indiana 0.000
us-in-133 Putnam County Indiana 0.000
us-in-135 Randolph County Indiana 0.082
us-in-137 Ripley County Indiana 0.241
us-in-139 Rush County Indiana 0.060
us-in-141 St. Joseph County Indiana 0.220
us-in-143 Scott County Indiana 0.000
us-in-145 Shelby County Indiana 0.089
us-in-147 Spencer County Indiana 0.000
us-in-149 Starke County Indiana 0.000
us-in-151 Steuben County Indiana 0.288
us-in-153 Sullivan County Indiana 0.097
us-in-155 Switzerland County Indiana 0.000
us-in-157 Tippecanoe County Indiana 0.233
us-in-159 Tipton County Indiana 0.130
us-in-161 Union County Indiana 0.000
us-in-163 Vanderburgh County Indiana 0.317
us-in-165 Vermillion County Indiana 0.000
us-in-167 Vigo County Indiana 0.075
us-in-169 Wabash County Indiana 0.065
us-in-171 Warren County Indiana 0.000
us-in-173 Warrick County Indiana 0.107
us-in-175 Washington County Indiana 0.000
us-in-177 Wayne County Indiana 0.136
us-in-179 Wells County Indiana 0.035
us-in-181 White County Indiana 0.081
us-in-183 Whitley County Indiana 0.260
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us-ks-145 Pawnee County Kansas 0.000
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us-ks-161 Riley County Kansas 0.113
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us-ky-063 Elliott County Kentucky 0.000
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us-ky-077 Gallatin County Kentucky 0.114
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us-ky-149 McLean County Kentucky 0.000
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us-ky-163 Meade County Kentucky 0.100
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us-ky-179 Nelson County Kentucky 0.717
us-ky-181 Nicholas County Kentucky 0.000
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us-ky-185 Oldham County Kentucky 0.144
us-ky-187 Owen County Kentucky 0.000
us-ky-189 Owsley County Kentucky 0.000
us-ky-191 Pendleton County Kentucky 0.068
us-ky-193 Perry County Kentucky 0.000
us-ky-195 Pike County Kentucky 0.036
us-ky-197 Powell County Kentucky 0.000
us-ky-199 Pulaski County Kentucky 0.091
us-ky-201 Robertson County Kentucky 0.000
us-ky-203 Rockcastle County Kentucky 0.000
us-ky-205 Rowan County Kentucky 0.082
us-ky-207 Russell County Kentucky 0.000
us-ky-209 Scott County Kentucky 0.203
us-ky-211 Shelby County Kentucky 0.225
us-ky-213 Simpson County Kentucky 0.050
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us-ky-223 Trimble County Kentucky 0.117
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us-mn-059 Isanti County Minnesota 0.094
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us-tx-095 Concho County Texas 0.299
us-tx-097 Cooke County Texas 0.557
us-tx-099 Coryell County Texas 0.024
us-tx-101 Cottle County Texas 0.000
us-tx-103 Crane County Texas 0.000
us-tx-105 Crockett County Texas 1.019
us-tx-107 Crosby County Texas 0.000
us-tx-109 Culberson County Texas 0.000
us-tx-111 Dallam County Texas 0.552
us-tx-113 Dallas County Texas 0.967
us-tx-115 Dawson County Texas 0.082
us-tx-117 Deaf Smith County Texas 0.000
us-tx-119 Delta County Texas 0.000
us-tx-121 Denton County Texas 0.312
us-tx-123 DeWitt County Texas 0.354
us-tx-125 Dickens County Texas 0.000
us-tx-127 Dimmit County Texas 0.000
us-tx-129 Donley County Texas 0.000
us-tx-131 Duval County Texas 0.000
us-tx-133 Eastland County Texas 0.223
us-tx-135 Ector County Texas 0.112
us-tx-137 Edwards County Texas 0.703
us-tx-139 Ellis County Texas 0.184
us-tx-141 El Paso County Texas 0.170
us-tx-143 Erath County Texas 0.137
us-tx-145 Falls County Texas 0.000
us-tx-147 Fannin County Texas 0.189
us-tx-149 Fayette County Texas 0.401
us-tx-151 Fisher County Texas 0.000
us-tx-153 Floyd County Texas 0.191
us-tx-155 Foard County Texas 0.000
us-tx-157 Fort Bend County Texas 0.408
us-tx-159 Franklin County Texas 0.188
us-tx-161 Freestone County Texas 0.050
us-tx-163 Frio County Texas 0.000
us-tx-165 Gaines County Texas 0.090
us-tx-167 Galveston County Texas 0.252
us-tx-169 Garza County Texas 0.319
us-tx-171 Gillespie County Texas 0.873
us-tx-173 Glasscock County Texas 0.000
us-tx-175 Goliad County Texas 0.000
us-tx-177 Gonzales County Texas 0.151
us-tx-179 Gray County Texas 0.190
us-tx-181 Grayson County Texas 0.265
us-tx-183 Gregg County Texas 0.143
us-tx-185 Grimes County Texas 0.163
us-tx-187 Guadalupe County Texas 0.164
us-tx-189 Hale County Texas 0.000
us-tx-191 Hall County Texas 0.000
us-tx-193 Hamilton County Texas 0.241
us-tx-195 Hansford County Texas 0.000
us-tx-197 Hardeman County Texas 0.000
us-tx-199 Hardin County Texas 0.052
us-tx-201 Harris County Texas 0.578
us-tx-203 Harrison County Texas 0.200
us-tx-205 Hartley County Texas 0.000
us-tx-207 Haskell County Texas 0.000
us-tx-209 Hays County Texas 0.340
us-tx-211 Hemphill County Texas 0.311
us-tx-213 Henderson County Texas 0.106
us-tx-215 Hidalgo County Texas 0.108
us-tx-217 Hill County Texas 0.067
us-tx-219 Hockley County Texas 0.095
us-tx-221 Hood County Texas 0.407
us-tx-223 Hopkins County Texas 0.291
us-tx-225 Houston County Texas 0.182
us-tx-227 Howard County Texas 0.089
us-tx-229 Hudspeth County Texas 0.000
us-tx-231 Hunt County Texas 0.102
us-tx-233 Hutchinson County Texas 0.000
us-tx-235 Irion County Texas 0.000
us-tx-237 Jack County Texas 0.000
us-tx-239 Jackson County Texas 0.000
us-tx-241 Jasper County Texas 0.000
us-tx-243 Jeff Davis County Texas 0.000
us-tx-245 Jefferson County Texas 0.100
us-tx-247 Jim Hogg County Texas 0.000
us-tx-249 Jim Wells County Texas 0.000
us-tx-251 Johnson County Texas 0.338
us-tx-253 Jones County Texas 0.050
us-tx-255 Karnes County Texas 0.135
us-tx-257 Kaufman County Texas 0.093
us-tx-259 Kendall County Texas 0.817
us-tx-261 Kenedy County Texas 0.000
us-tx-263 Kent County Texas 0.000
us-tx-265 Kerr County Texas 0.112
us-tx-267 Kimble County Texas 0.000
us-tx-269 King County Texas 0.000
us-tx-271 Kinney County Texas 0.320
us-tx-273 Kleberg County Texas 0.000
us-tx-275 Knox County Texas 0.000
us-tx-277 Lamar County Texas 0.119
us-tx-279 Lamb County Texas 0.079
us-tx-281 Lampasas County Texas 0.307
us-tx-283 La Salle County Texas 0.000
us-tx-285 Lavaca County Texas 0.291
us-tx-287 Lee County Texas 0.111
us-tx-289 Leon County Texas 0.000
us-tx-291 Liberty County Texas 0.108
us-tx-293 Limestone County Texas 0.045
us-tx-295 Lipscomb County Texas 0.000
us-tx-297 Live Oak County Texas 0.175
us-tx-299 Llano County Texas 0.089
us-tx-301 Loving County Texas 0.000
us-tx-303 Lubbock County Texas 0.220
us-tx-305 Lynn County Texas 0.349
us-tx-307 McCulloch County Texas 0.000
us-tx-309 McLennan County Texas 0.364
us-tx-311 McMullen County Texas 0.000
us-tx-313 Madison County Texas 0.073
us-tx-315 Marion County Texas 0.105
us-tx-317 Martin County Texas 0.000
us-tx-319 Mason County Texas 0.251
us-tx-321 Matagorda County Texas 0.055
us-tx-323 Maverick County Texas 0.035
us-tx-325 Medina County Texas 0.112
us-tx-327 Menard County Texas 1.016
us-tx-329 Midland County Texas 0.145
us-tx-331 Milam County Texas 0.273
us-tx-333 Mills County Texas 0.222
us-tx-335 Mitchell County Texas 0.000
us-tx-337 Montague County Texas 0.095
us-tx-339 Montgomery County Texas 0.457
us-tx-341 Moore County Texas 0.048
us-tx-343 Morris County Texas 0.083
us-tx-345 Motley County Texas 0.000
us-tx-347 Nacogdoches County Texas 0.108
us-tx-349 Navarro County Texas 0.128
us-tx-351 Newton County Texas 0.000
us-tx-353 Nolan County Texas 0.069
us-tx-355 Nueces County Texas 0.132
us-tx-357 Ochiltree County Texas 0.000
us-tx-359 Oldham County Texas 0.000
us-tx-361 Orange County Texas 0.106
us-tx-363 Palo Pinto County Texas 0.171
us-tx-365 Panola County Texas 0.088
us-tx-367 Parker County Texas 0.217
us-tx-369 Parmer County Texas 0.208
us-tx-371 Pecos County Texas 0.136
us-tx-373 Polk County Texas 0.113
us-tx-375 Potter County Texas 0.277
us-tx-377 Presidio County Texas 0.505
us-tx-379 Rains County Texas 0.000
us-tx-381 Randall County Texas 0.082
us-tx-383 Reagan County Texas 0.000
us-tx-385 Real County Texas 0.352
us-tx-387 Red River County Texas 0.000
us-tx-389 Reeves County Texas 0.077
us-tx-391 Refugio County Texas 0.000
us-tx-393 Roberts County Texas 0.000
us-tx-395 Robertson County Texas 0.000
us-tx-397 Rockwall County Texas 0.410
us-tx-399 Runnels County Texas 0.000
us-tx-401 Rusk County Texas 0.019
us-tx-403 Sabine County Texas 0.000
us-tx-405 San Augustine County Texas 0.000
us-tx-407 San Jacinto County Texas 0.035
us-tx-409 San Patricio County Texas 0.057
us-tx-411 San Saba County Texas 0.000
us-tx-413 Schleicher County Texas 0.000
us-tx-415 Scurry County Texas 0.060
us-tx-417 Shackelford County Texas 0.000
us-tx-419 Shelby County Texas 0.083
us-tx-421 Sherman County Texas 0.000
us-tx-423 Smith County Texas 0.217
us-tx-425 Somervell County Texas 0.307
us-tx-427 Starr County Texas 0.015
us-tx-429 Stephens County Texas 0.000
us-tx-431 Sterling County Texas 0.000
us-tx-433 Stonewall County Texas 0.000
us-tx-435 Sutton County Texas 0.000
us-tx-437 Swisher County Texas 0.000
us-tx-439 Tarrant County Texas 0.457
us-tx-441 Taylor County Texas 0.096
us-tx-443 Terrell County Texas 0.000
us-tx-445 Terry County Texas 0.086
us-tx-447 Throckmorton County Texas 0.000
us-tx-449 Titus County Texas 0.609
us-tx-451 Tom Green County Texas 0.185
us-tx-453 Travis County Texas 1.306
us-tx-455 Trinity County Texas 0.000
us-tx-457 Tyler County Texas 0.000
us-tx-459 Upshur County Texas 0.094
us-tx-461 Upton County Texas 0.000
us-tx-463 Uvalde County Texas 0.080
us-tx-465 Val Verde County Texas 0.126
us-tx-467 Van Zandt County Texas 0.175
us-tx-469 Victoria County Texas 0.099
us-tx-471 Walker County Texas 0.114
us-tx-473 Waller County Texas 0.242
us-tx-475 Ward County Texas 0.000
us-tx-477 Washington County Texas 0.304
us-tx-479 Webb County Texas 0.138
us-tx-481 Wharton County Texas 0.199
us-tx-483 Wheeler County Texas 0.000
us-tx-485 Wichita County Texas 0.154
us-tx-487 Wilbarger County Texas 0.000
us-tx-489 Willacy County Texas 0.298
us-tx-491 Williamson County Texas 0.418
us-tx-493 Wilson County Texas 0.076
us-tx-495 Winkler County Texas 0.000
us-tx-497 Wise County Texas 0.467
us-tx-499 Wood County Texas 0.107
us-tx-501 Yoakum County Texas 0.000
us-tx-503 Young County Texas 0.111
us-tx-505 Zapata County Texas 0.000
us-tx-507 Zavala County Texas 0.000
us-ut-001 Beaver County Utah 0.546
us-ut-003 Box Elder County Utah 0.081
us-ut-005 Cache County Utah 0.753
us-ut-007 Carbon County Utah 0.049
us-ut-009 Daggett County Utah 0.000
us-ut-011 Davis County Utah 0.430
us-ut-013 Duchesne County Utah 0.347
us-ut-015 Emery County Utah 0.297
us-ut-017 Garfield County Utah 0.757
us-ut-019 Grand County Utah 0.614
us-ut-021 Iron County Utah 0.400
us-ut-023 Juab County Utah 0.239
us-ut-025 Kane County Utah 0.122
us-ut-027 Millard County Utah 0.150
us-ut-029 Morgan County Utah 0.156
us-ut-031 Piute County Utah 0.000
us-ut-033 Rich County Utah 0.000
us-ut-035 Salt Lake County Utah 0.812
us-ut-037 San Juan County Utah 0.139
us-ut-039 Sanpete County Utah 0.370
us-ut-041 Sevier County Utah 0.091
us-ut-043 Summit County Utah 3.044
us-ut-045 Tooele County Utah 0.125
us-ut-047 Uintah County Utah 0.081
us-ut-049 Utah County Utah 0.862
us-ut-051 Wasatch County Utah 0.874
us-ut-053 Washington County Utah 0.501
us-ut-055 Wayne County Utah 0.378
us-ut-057 Weber County Utah 0.315
us-va-001 Accomack County Virginia 0.030
us-va-003 Albemarle County Virginia 0.236
us-va-005 Alleghany County Virginia 0.000
us-va-007 Amelia County Virginia 0.000
us-va-009 Amherst County Virginia 0.222
us-va-011 Appomattox County Virginia 0.000
us-va-013 Arlington County Virginia 1.562
us-va-015 Augusta County Virginia 0.026
us-va-017 Bath County Virginia 0.000
us-va-019 Bedford County Virginia 0.186
us-va-021 Bland County Virginia 0.000
us-va-023 Botetourt County Virginia 0.146
us-va-025 Brunswick County Virginia 0.000
us-va-027 Buchanan County Virginia 0.052
us-va-029 Buckingham County Virginia 0.177
us-va-031 Campbell County Virginia 0.000
us-va-033 Caroline County Virginia 0.031
us-va-035 Carroll County Virginia 0.000
us-va-036 Charles City County Virginia 0.000
us-va-037 Charlotte County Virginia 0.087
us-va-041 Chesterfield County Virginia 0.238
us-va-043 Clarke County Virginia 0.262
us-va-045 Craig County Virginia 0.000
us-va-047 Culpeper County Virginia 0.202
us-va-049 Cumberland County Virginia 0.103
us-va-051 Dickenson County Virginia 0.000
us-va-053 Dinwiddie County Virginia 0.036
us-va-057 Essex County Virginia 0.094
us-va-059 Fairfax County Virginia 0.760
us-va-061 Fauquier County Virginia 0.348
us-va-063 Floyd County Virginia 0.064
us-va-065 Fluvanna County Virginia 0.320
us-va-067 Franklin County Virginia 0.091
us-va-069 Frederick County Virginia 0.116
us-va-071 Giles County Virginia 0.061
us-va-073 Gloucester County Virginia 0.127
us-va-075 Goochland County Virginia 0.306
us-va-077 Grayson County Virginia 0.065
us-va-079 Greene County Virginia 0.095
us-va-081 Greensville County Virginia 0.267
us-va-083 Halifax County Virginia 0.059
us-va-085 Hanover County Virginia 0.319
us-va-087 Henrico County Virginia 0.415
us-va-089 Henry County Virginia 0.020
us-va-091 Highland County Virginia 0.000
us-va-093 Isle of Wight County Virginia 0.187
us-va-095 James City County Virginia 0.037
us-va-097 King and Queen County Virginia 0.149
us-va-099 King George County Virginia 0.179
us-va-101 King William County Virginia 0.108
us-va-103 Lancaster County Virginia 0.651
us-va-105 Lee County Virginia 0.000
us-va-107 Loudoun County Virginia 0.601
us-va-109 Louisa County Virginia 0.100
us-va-111 Lunenburg County Virginia 0.000
us-va-113 Madison County Virginia 0.143
us-va-115 Mathews County Virginia 0.236
us-va-117 Mecklenburg County Virginia 0.098
us-va-119 Middlesex County Virginia 0.091
us-va-121 Montgomery County Virginia 0.233
us-va-125 Nelson County Virginia 1.024
us-va-127 New Kent County Virginia 0.040
us-va-131 Northampton County Virginia 0.252
us-va-133 Northumberland County Virginia 0.244
us-va-135 Nottoway County Virginia 0.064
us-va-137 Orange County Virginia 0.158
us-va-139 Page County Virginia 0.126
us-va-141 Patrick County Virginia 0.000
us-va-143 Pittsylvania County Virginia 0.033
us-va-145 Powhatan County Virginia 0.286
us-va-147 Prince Edward County Virginia 0.137
us-va-149 Prince George County Virginia 0.093
us-va-153 Prince William County Virginia 0.306
us-va-155 Pulaski County Virginia 0.059
us-va-157 Rappahannock County Virginia 0.267
us-va-159 Richmond County Virginia 0.000
us-va-161 Roanoke County Virginia 0.052
us-va-163 Rockbridge County Virginia 0.000
us-va-165 Rockingham County Virginia 0.047
us-va-167 Russell County Virginia 0.196
us-va-169 Scott County Virginia 0.000
us-va-171 Shenandoah County Virginia 0.178
us-va-173 Smyth County Virginia 0.034
us-va-175 Southampton County Virginia 0.000
us-va-177 Spotsylvania County Virginia 0.225
us-va-179 Stafford County Virginia 0.386
us-va-181 Surry County Virginia 0.153
us-va-183 Sussex County Virginia 0.187
us-va-185 Tazewell County Virginia 0.025
us-va-187 Warren County Virginia 0.193
us-va-191 Washington County Virginia 0.093
us-va-193 Westmoreland County Virginia 0.107
us-va-195 Wise County Virginia 0.028
us-va-197 Wythe County Virginia 0.036
us-va-199 York County Virginia 0.140
us-va-510 Alexandria City Virginia 1.497
us-va-520 Bristol City Virginia 0.589
us-va-530 Buena Vista City Virginia 0.303
us-va-540 Charlottesville City Virginia 2.028
us-va-550 Chesapeake City Virginia 0.319
us-va-570 Colonial Heights City Virginia 0.109
us-va-580 Covington City Virginia 0.176
us-va-590 Danville City Virginia 0.308
us-va-595 Emporia City Virginia 0.182
us-va-600 Fairfax City Virginia 3.302
us-va-610 Falls Church City Virginia 0.960
us-va-620 Franklin City Virginia 0.000
us-va-630 Fredericksburg City Virginia 0.626
us-va-640 Galax City Virginia 0.594
us-va-650 Hampton City Virginia 0.188
us-va-660 Harrisonburg City Virginia 0.235
us-va-670 Hopewell City Virginia 0.087
us-va-678 Lexington City Virginia 0.402
us-va-680 Lynchburg City Virginia 0.555
us-va-683 Manassas City Virginia 0.750
us-va-685 Manassas Park City Virginia 0.180
us-va-690 Martinsville City Virginia 0.801
us-va-700 Newport News City Virginia 0.274
us-va-710 Norfolk City Virginia 0.350
us-va-720 Norton City Virginia 0.000
us-va-730 Petersburg City Virginia 0.090
us-va-735 Poquoson City Virginia 0.238
us-va-740 Portsmouth City Virginia 0.206
us-va-750 Radford City Virginia 0.299
us-va-760 Richmond City Virginia 0.985
us-va-770 Roanoke City Virginia 0.429
us-va-775 Salem City Virginia 0.353
us-va-790 Staunton City Virginia 0.077
us-va-800 Suffolk City Virginia 0.156
us-va-810 Virginia Beach City Virginia 0.490
us-va-820 Waynesboro City Virginia 0.132
us-va-830 Williamsburg City Virginia 1.509
us-va-840 Winchester City Virginia 0.501
us-vt-001 Addison County Vermont 0.293
us-vt-003 Bennington County Vermont 0.428
us-vt-005 Caledonia County Vermont 0.164
us-vt-007 Chittenden County Vermont 0.662
us-vt-009 Essex County Vermont 0.667
us-vt-011 Franklin County Vermont 0.099
us-vt-013 Grand Isle County Vermont 0.000
us-vt-015 Lamoille County Vermont 0.613
us-vt-017 Orange County Vermont 0.268
us-vt-019 Orleans County Vermont 0.217
us-vt-021 Rutland County Vermont 0.381
us-vt-023 Washington County Vermont 0.433
us-vt-025 Windham County Vermont 0.458
us-vt-027 Windsor County Vermont 0.378
us-wa-001 Adams County Washington 0.000
us-wa-003 Asotin County Washington 0.000
us-wa-005 Benton County Washington 0.230
us-wa-007 Chelan County Washington 0.457
us-wa-009 Clallam County Washington 0.231
us-wa-011 Clark County Washington 0.325
us-wa-013 Columbia County Washington 0.000
us-wa-015 Cowlitz County Washington 0.125
us-wa-017 Douglas County Washington 0.272
us-wa-019 Ferry County Washington 0.000
us-wa-021 Franklin County Washington 0.122
us-wa-023 Garfield County Washington 0.000
us-wa-025 Grant County Washington 0.069
us-wa-027 Grays Harbor County Washington 0.095
us-wa-029 Island County Washington 0.254
us-wa-031 Jefferson County Washington 0.417
us-wa-033 King County Washington 0.961
us-wa-035 Kitsap County Washington 0.330
us-wa-037 Kittitas County Washington 0.177
us-wa-039 Klickitat County Washington 0.301
us-wa-041 Lewis County Washington 0.059
us-wa-043 Lincoln County Washington 0.086
us-wa-045 Mason County Washington 0.191
us-wa-047 Okanogan County Washington 0.104
us-wa-049 Pacific County Washington 0.124
us-wa-051 Pend Oreille County Washington 0.000
us-wa-053 Pierce County Washington 0.238
us-wa-055 San Juan County Washington 0.482
us-wa-057 Skagit County Washington 0.252
us-wa-059 Skamania County Washington 0.000
us-wa-061 Snohomish County Washington 0.356
us-wa-063 Spokane County Washington 0.388
us-wa-065 Stevens County Washington 0.145
us-wa-067 Thurston County Washington 0.298
us-wa-069 Wahkiakum County Washington 0.000
us-wa-071 Walla Walla County Washington 0.549
us-wa-073 Whatcom County Washington 0.503
us-wa-075 Whitman County Washington 0.105
us-wa-077 Yakima County Washington 0.152
us-wi-001 Adams County Wisconsin 0.000
us-wi-003 Ashland County Wisconsin 0.249
us-wi-005 Barron County Wisconsin 0.192
us-wi-007 Bayfield County Wisconsin 0.060
us-wi-009 Brown County Wisconsin 0.356
us-wi-011 Buffalo County Wisconsin 0.373
us-wi-013 Burnett County Wisconsin 0.059
us-wi-015 Calumet County Wisconsin 0.247
us-wi-017 Chippewa County Wisconsin 0.105
us-wi-019 Clark County Wisconsin 0.086
us-wi-021 Columbia County Wisconsin 0.275
us-wi-023 Crawford County Wisconsin 0.062
us-wi-025 Dane County Wisconsin 0.542
us-wi-027 Dodge County Wisconsin 0.249
us-wi-029 Door County Wisconsin 0.262
us-wi-031 Douglas County Wisconsin 0.521
us-wi-033 Dunn County Wisconsin 0.153
us-wi-035 Eau Claire County Wisconsin 0.356
us-wi-037 Florence County Wisconsin 0.000
us-wi-039 Fond du Lac County Wisconsin 0.308
us-wi-041 Forest County Wisconsin 0.107
us-wi-043 Grant County Wisconsin 0.156
us-wi-045 Green County Wisconsin 0.272
us-wi-047 Green Lake County Wisconsin 0.260
us-wi-049 Iowa County Wisconsin 0.251
us-wi-051 Iron County Wisconsin 0.000
us-wi-053 Jackson County Wisconsin 0.240
us-wi-055 Jefferson County Wisconsin 0.396
us-wi-057 Juneau County Wisconsin 0.074
us-wi-059 Kenosha County Wisconsin 0.253
us-wi-061 Kewaunee County Wisconsin 0.048
us-wi-063 La Crosse County Wisconsin 0.283
us-wi-065 Lafayette County Wisconsin 0.000
us-wi-067 Langlade County Wisconsin 0.000
us-wi-069 Lincoln County Wisconsin 0.211
us-wi-071 Manitowoc County Wisconsin 0.099
us-wi-073 Marathon County Wisconsin 0.188
us-wi-075 Marinette County Wisconsin 0.048
us-wi-077 Marquette County Wisconsin 0.127
us-wi-078 Menominee County Wisconsin 0.000
us-wi-079 Milwaukee County Wisconsin 0.378
us-wi-081 Monroe County Wisconsin 0.347
us-wi-083 Oconto County Wisconsin 0.202
us-wi-085 Oneida County Wisconsin 0.157
us-wi-087 Outagamie County Wisconsin 0.312
us-wi-089 Ozaukee County Wisconsin 0.559
us-wi-091 Pepin County Wisconsin 0.000
us-wi-093 Pierce County Wisconsin 0.423
us-wi-095 Polk County Wisconsin 0.044
us-wi-097 Portage County Wisconsin 0.156
us-wi-099 Price County Wisconsin 0.141
us-wi-101 Racine County Wisconsin 0.371
us-wi-103 Richland County Wisconsin 1.287
us-wi-105 Rock County Wisconsin 0.201
us-wi-107 Rusk County Wisconsin 0.211
us-wi-109 St. Croix County Wisconsin 0.250
us-wi-111 Sauk County Wisconsin 0.395
us-wi-113 Sawyer County Wisconsin 0.054
us-wi-115 Shawano County Wisconsin 0.147
us-wi-117 Sheboygan County Wisconsin 0.815
us-wi-119 Taylor County Wisconsin 0.200
us-wi-121 Trempealeau County Wisconsin 0.227
us-wi-123 Vernon County Wisconsin 0.193
us-wi-125 Vilas County Wisconsin 0.042
us-wi-127 Walworth County Wisconsin 0.418
us-wi-129 Washburn County Wisconsin 0.118
us-wi-131 Washington County Wisconsin 0.356
us-wi-133 Waukesha County Wisconsin 0.564
us-wi-135 Waupaca County Wisconsin 0.136
us-wi-137 Waushara County Wisconsin 0.040
us-wi-139 Winnebago County Wisconsin 0.387
us-wi-141 Wood County Wisconsin 0.189
us-wv-001 Barbour County West Virginia 0.260
us-wv-003 Berkeley County West Virginia 0.116
us-wv-005 Boone County West Virginia 0.000
us-wv-007 Braxton County West Virginia 0.000
us-wv-009 Brooke County West Virginia 0.000
us-wv-011 Cabell County West Virginia 0.226
us-wv-013 Calhoun County West Virginia 0.000
us-wv-015 Clay County West Virginia 0.000
us-wv-017 Doddridge County West Virginia 0.000
us-wv-019 Fayette County West Virginia 0.051
us-wv-021 Gilmer County West Virginia 0.000
us-wv-023 Grant County West Virginia 0.000
us-wv-025 Greenbrier County West Virginia 0.370
us-wv-027 Hampshire County West Virginia 0.043
us-wv-029 Hancock County West Virginia 0.071
us-wv-031 Hardy County West Virginia 0.070
us-wv-033 Harrison County West Virginia 0.092
us-wv-035 Jackson County West Virginia 0.000
us-wv-037 Jefferson County West Virginia 0.271
us-wv-039 Kanawha County West Virginia 0.188
us-wv-041 Lewis County West Virginia 0.000
us-wv-043 Lincoln County West Virginia 0.100
us-wv-045 Logan County West Virginia 0.192
us-wv-047 McDowell County West Virginia 0.056
us-wv-049 Marion County West Virginia 0.071
us-wv-051 Marshall County West Virginia 0.101
us-wv-053 Mason County West Virginia 0.000
us-wv-055 Mercer County West Virginia 0.051
us-wv-057 Mineral County West Virginia 0.037
us-wv-059 Mingo County West Virginia 0.310
us-wv-061 Monongalia County West Virginia 0.215
us-wv-063 Monroe County West Virginia 0.000
us-wv-065 Morgan County West Virginia 0.000
us-wv-067 Nicholas County West Virginia 0.123
us-wv-069 Ohio County West Virginia 0.265
us-wv-071 Pendleton County West Virginia 0.000
us-wv-073 Pleasants County West Virginia 0.000
us-wv-075 Pocahontas County West Virginia 0.128
us-wv-077 Preston County West Virginia 0.088
us-wv-079 Putnam County West Virginia 0.193
us-wv-081 Raleigh County West Virginia 0.096
us-wv-083 Randolph County West Virginia 0.036
us-wv-085 Ritchie County West Virginia 0.122
us-wv-087 Roane County West Virginia 0.072
us-wv-089 Summers County West Virginia 0.085
us-wv-091 Taylor County West Virginia 0.000
us-wv-093 Tucker County West Virginia 0.152
us-wv-095 Tyler County West Virginia 0.244
us-wv-097 Upshur County West Virginia 0.042
us-wv-099 Wayne County West Virginia 0.053
us-wv-101 Webster County West Virginia 0.000
us-wv-103 Wetzel County West Virginia 0.000
us-wv-105 Wirt County West Virginia 0.000
us-wv-107 Wood County West Virginia 0.060
us-wv-109 Wyoming County West Virginia 0.000
us-wy-001 Albany County Wyoming 0.421
us-wy-003 Big Horn County Wyoming 0.337
us-wy-005 Campbell County Wyoming 0.191
us-wy-007 Carbon County Wyoming 0.344
us-wy-009 Converse County Wyoming 0.000
us-wy-011 Crook County Wyoming 0.000
us-wy-013 Fremont County Wyoming 0.127
us-wy-015 Goshen County Wyoming 0.000
us-wy-017 Hot Springs County Wyoming 0.000
us-wy-019 Johnson County Wyoming 1.604
us-wy-021 Laramie County Wyoming 1.593
us-wy-023 Lincoln County Wyoming 0.242
us-wy-025 Natrona County Wyoming 0.716
us-wy-027 Niobrara County Wyoming 0.000
us-wy-029 Park County Wyoming 0.459
us-wy-031 Platte County Wyoming 0.347
us-wy-033 Sheridan County Wyoming 10.702
us-wy-035 Sublette County Wyoming 1.141
us-wy-037 Sweetwater County Wyoming 0.097
us-wy-039 Teton County Wyoming 4.466
us-wy-041 Uinta County Wyoming 0.145
us-wy-043 Washakie County Wyoming 0.259
us-wy-045 Weston County Wyoming 0.146

USPTO = Patent and Trademark Office.

Note(s):

USPTO trademarks are allocated according to holder information. U.S. addresses were geocoded to 3,143 U.S. counties according to U.S. states, U.S. cities, and ZIP Codes appearing in these addresses. Trademarks are classified under the 11th edition of the Nice Classification of goods and services, which classifies trademarks under 34 categories of goods and 11 categories of services. Fractional counts of trademarks were assigned to each category to assign the proper weight of a trademark to the corresponding category under the classification. These counts are then grouped under 10 industry sectors following a mapping defined by Edital. See File USPTO trademarks, by county and product for additional detail.

Source(s):

National Center for Science and Engineering Statistics; Science-Metrix; USPTO data hosted by Reed Tech (LexisNexis), accessed June 2023. Population data from the Census Bureau accessed June 2023 at https://www2.census.gov/programs-surveys/popest/tables/2020-2022/counties/totals/co-est2022-pop.xlsx.

Science and Engineering Indicators

At the international level, the internationalization of commerce has coincided with an increasing share of USPTO trademarks registered to foreign assignees. The number of foreign-registered USPTO trademarks has grown more rapidly in recent years than the number of USPTO trademarks registered to U.S. assignees (Figure INV-24). While those assigned to the United States grew by 12% between 2012 and 2022, the number of USPTO trademarks assigned to China grew from 2,810 to 120,004. For South Korea, the growth rate was 185% (Figure INV-24).

Registered USPTO trademarks, by selected region, country, or economy: 2008–22
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Registered USPTO trademarks, by selected region, country, or economy: 2008–22

(Number)
Year United States EU-27 China Japan South Korea Taiwan All others and unclassified
2008 158,171 14,125 2,198 2,737 745 1,039 15,463
2009 143,070 13,434 2,050 2,522 736 809 14,771
2010 133,421 11,959 1,965 2,340 737 758 14,056
2011 146,679 12,234 2,471 2,218 902 831 14,740
2012 152,894 12,683 2,810 2,285 1,118 881 14,925
2013 157,219 13,130 3,314 2,790 1,136 910 15,838
2014 165,956 13,067 4,055 2,684 1,380 909 16,665
2015 170,361 13,553 6,459 2,780 1,710 963 17,970
2016 176,983 15,237 15,020 2,903 1,836 966 19,586
2017 184,009 15,272 29,186 2,838 2,417 906 20,460
2018 186,450 16,610 41,732 2,953 2,328 1,031 22,072
2019 211,098 17,586 51,111 3,365 2,877 1,169 25,005
2020 184,061 15,926 52,287 3,250 3,002 1,048 23,908
2021 177,883 13,845 146,717 3,024 3,129 1,010 22,514
2022 171,598 12,725 120,004 2,698 3,187 891 22,120

EU-27 = European Union; USPTO = Patent and Trademark Office.

Note(s):

Trademarks are allocated according to holder information. Trademarks are fractionally allocated among regions, countries, or economies based on the proportion of residences of all named holders. Trademarks are classified under the 11th edition of the Nice Classification of goods and services, which classifies trademarks under 34 categories of goods and 11 categories of services. Fractional counts of trademarks were assigned to each category to assign the proper weight of a trademark to the corresponding category under the classification. See Table SINV-48 for additional countries. Beginning in 2020, the United Kingdom was no longer a member of the EU. China includes Hong Kong.

Source(s):

National Center for Science and Engineering Statistics; Science-Metrix; USPTO data hosted by Reed Tech (LexisNexis), accessed June 2023.

Science and Engineering Indicators

As noted with USPTO utility patents, factors behind the increase in trademark activity in China include government subsidies that exceed the cost of filing for foreign trademark applications and government mandates requiring an increase in trademark filing (USPTO 2021).

Business Innovation

The business innovation activity indicator reported here is the proportion of companies within an industry that report introducing new or significantly improved products, which can be goods or services. The data reported here are based on the business innovation survey framework of the Oslo Manual (OECD/Eurostat 2018).

This analysis includes three consecutive survey years of self-reported business product innovation data, allowing for analysis over time. Time series analysis necessitates narrowing the focus reported on here to product innovation because process innovation is measured less frequently. Process innovation was included together with product innovation in the Indicators 2022 report “Invention, Knowledge Transfer, and Innovation” report section “Innovation Indicators: Introducing New Products and Processes.”

In the United States, about 9% of companies introduced a product innovation between 2018 and 2020, based on data reported through the Annual Business Survey (ABS) (Kindlon and Anderson 2023). Companies in the software publishing industry have among the highest rates of reported innovation; 42% of companies reported introducing a product innovation between 2018 and 2020 (Figure INV-25). Although industries employ many different technologies and thus cannot all be matched one to one, Figure INV-25 shows that companies in the semiconductor and other electronic components industry, where semiconductor technology is situated, have more than twice the overall innovation rate compared with all industries (22%).

Share of U.S. companies reporting product innovation, by selected industry: 2018–20
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Share of U.S. companies reporting product innovation, by selected industry: 2018–20

(Percent)
Industry Percent
All industries 9.0
Machinery 21.3
Other chemicals 21.7
Semiconductor and other electronic components 21.9
Other transportation 22.0
Computer systems design and related services 22.1
Scientific research and development services 22.2
Pharmaceuticals and medicines 23.1
Telecommunications 23.2
Electrical equipment, appliances, and components 25.0
Other computer and electronic products 27.3
Communications equipment 28.8
Data processing, hosting, and related services 31.2
Navigational, measuring, electromedical, and control instruments 31.8
Software publishers 42.2
Note(s):

Industry classification is based on dominant establishment payroll. Statistics are representative of companies located in the United States. Product-innovating companies are self-reporting, based on having introduced a new or improved product that differs significantly from the firm's previous products and that has also been introduced on the market or brought into use by the firm. These products may be goods or services.

Source(s):

National Center for Science and Engineering Statistics and Census Bureau, 2021 Annual Business Survey: Data Year 2020, Table 26; Kindlon A, Anderson G, 2023, Product Innovation Trends 2016–18 to 2018–20: Findings from the Annual Business Survey, NSF 23-331, available at https://www.nsf.gov/statistics/2023/nsf23331/.

Science and Engineering Indicators

With the 2020 data year, three consistently measured time periods can be compared for self-reported business product innovation for U.S. companies. Across three annual surveys, the incidence of product innovation decreased from about 19% for the 3-year period ending in 2018 to 9% for the 3-year period ending in 2020 (Figure INV-26). The recent availability of expanded innovation data from companies with fewer than 10 employees, known as microbusinesses, in the ABS data allows for deeper analysis into what kind of companies are accounting for this change in product innovation incidence over time. Statistically significant decreases took place in service-producing companies rather than those that produce goods. Further, the decrease in the incidence of service innovation has been concentrated in businesses with fewer than 10 employees (Kindlon and Anderson 2023).

Share of U.S. companies reporting product innovation: 2016–18, 2017–19, and 2018–20
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Share of U.S. companies reporting product innovation: 2016–18, 2017–19, and 2018–20

(Percent)
Years Percent
2016–18 19.1
2017–19 10.9
2018–20 9.0
Note(s):

Product-innovating companies are self-reporting, based on having introduced a new or improved product that differs significantly from the firm's previous products and that has also been introduced on the market or brought into use by the firm. These products may be goods or services.

Source(s):

Kindlon A, Anderson G, 2023, Product Innovation Trends 2016–18 to 2018–20: Findings from the Annual Business Survey, NSF 23-331, available at https://www.nsf.gov/statistics/2023/nsf23331/.

Science and Engineering Indicators