Useful Stats

While the growth of female-founded and co-founded companies has increased at a faster rate than those of male-founded and co-founded and mixed gender founded companies, it is still a smaller amount than the other two. Additionally, these companies are more likely to receive a higher proportion of deals occurring earlier in the VC pipeline.

Since 2014, companies founded or co-founded by a female have increased by the largest amount of any gender combination. Sixty percent of these founders have received a venture capital (VC) deal, according to SSTI analysis of PitchBook data. Across both male- and female-founded or co-founded companies, this figure drops to a relatively lower 29%, while those founded or co-founded by a male have increased 24% over the same period.

The measurements for success of female-founded and female-co-founded companies, while improving, remain lower than male-founded companies in number, deal count, and capital invested, according to PitchBook’s 2023 Annual US VC Valuations Report. PitchBook found that female-only-founded startups received just 2% of all venture capital (VC) dollars in 2023, while those female-co-founded reached 21% that year—a record high. SSTI analysis of PitchBook data finds that the number of VC deals to female-founded and female-cofounded companies has increased 58% over the past decade, yet despite reaching that milestone, they have been on a sharp downward trend since 2021.

Shrinking shares of job-creating, high-growth firms across the country, the topic of SSTI’s Useful Stats column in last week’s Digest, is not being experienced within all sectors of the economy, according to analysis of the Business Dynamics Statistics of High Growth Firms (BDS-HG) experimental dataset from the Census Bureau. From 1978-2021, the number of high-growth firms, measured by change in employment, has increased in five sectors, stayed the same in one, and decreased in the remaining 13 classifications of U.S. business and industrial activity. Slower-growth firms expanded their dominance of the economy, as all sectors experienced a decrease in the number of high-growth firms as a percentage of their total respective firms.

High-growth firms are often conflated with all other firms. Unfortunately, this tendency makes it extremely difficult to differentiate those with a higher likelihood of significantly impacting the economy and innovation. While reports like the Global Entrepreneurship Monitor (GEM) have found increasing rates of entrepreneurship over the past decade, barring a drop at the onset of the pandemic, new U.S. Census Bureau data on high-growth firms reveals the opposite for the number of high-growth firms, with steady, significant decreases in the number and share of high-growth firms across the nation.

The national picture of how 46 states, Washington, D.C., Puerto Rico, and the U.S. Virgin Islands chose to allocate $7.9 billion approved so far by the U.S. Treasury to spend through the nation’s second go at the State Small Business Credit Initiative (SSBCI) is getting clearer. Equity and venture capital programs—often important financing tools for high growth and innovation-oriented companies—have garnered approximately $2.9 billion, across 79 equity/venture capital programs, based on a Treasury-generated list of all programs and allocations and SSTI analysis of press releases. The remainder of the total approved is distributed across 110 credit support programs.

Information on the geographic distribution of innovation and entrepreneurship is not easy to tease out of many federal statistical data sets, leading regional policy often to be based on trends in all business starts or life span and size—ignoring the fact that some firms have greater impact on regional economic growth than others. The U.S. Census Bureau is well aware of the challenge and, earlier this week, released an experimental data set that allows for an examination of state-level long-term trends in the change in high-growth firms and establishments across the nation.

The data set, titled “The Business Dynamics Statistics of High Growth Firms,” with the acronym of BDS-HG, covers key economic data on high-growth firms with metrics such as the number of firms and establishments, job creation and destruction, employment, and growth rates. It extends the statistics published by the Business Dynamics Statistics (BDS) program with a focus on high-growth companies.

The real gross domestic product (GDP) of private industries has steadily increased nationwide from 2018-2022, with an average percentage increase of 2% each year, or 9% total, despite a drop from 2019-2020 due to the pandemic. However, the same cannot be said across all private industries; of the 14 broad industries captured by U.S. Bureau of Economic Analysis (BEA) data,[1] eight have grown while six decreased over the five-year period from 2018-2022.

While a prior SSTI Useful Stats article went in depth about overall state-level industry GDP profiles using BEA data, this edition of Useful Stats explores all U.S. counties, identifying trends and clustering across the nation’s private industries through a more granular lens.

Total postsecondary enrollment is down 5% from fall 2019 to fall 2023 due to a 6% drop in undergraduate students. While undergraduates are down, graduate students have surpassed pre-pandemic enrollment numbers by 4%. Enrollments in undergraduate and graduate certificates are up significantly from pre-pandemic values (16% and 21%), while enrollment in associate degrees are down more than any other undergraduate credential (-14%). Continue reading for a national and state-level analysis of the recently released fall 2023 enrollment estimates from the National Student Clearinghouse Research Center (Clearinghouse).

Graduate student enrollment and postdoctoral appointments have shifted in fields of study over the past decades, with many fields exploding in graduate enrollment and postdoctoral appointments. Computer and information sciences graduate students jumped from just 4% of all science enrollments in 1975 to nearly a quarter of the total by 2021, while engineering postdocs in biological, biomedical, and biosystems engineering jumped 5,671%– increasing from 3% in 1975 to 19% of all engineering postdocs by 2021. This edition of Useful Stats uses the full range of NSF GSS data to explore trends in graduate students (1975-2021) and postdoctoral appointees (1979-2021; postdocs) in science and engineering.

Methodological nuances and year-by-year changes can be found on the GSS survey page.

The number of graduate students in science, engineering, and health has grown from approximately 328,000 to 760,000 from 1975 to 2021, a 132% increase, according to the National Science Foundation’s (NSF) Survey of Graduate Students and Postdoctorates in Science and Engineering (GSS). When compared to a 60% increase (from 9.7 to 15.4 million) in total undergraduate enrollment across all fields of study over the same time period, the scale of growth can be better seen. However, while the number of graduate students in science has seen an upward trend over the 46-year period, the number of graduate students in engineering has stagnated since 2014.

The United States has one of the most diversified economies of any nation, yet also the most dynamic; over the past five years, from 2018 through 2022, the U.S.’ agriculture, forestry, fishing, and hunting industry has grown 53%, while other industries such as manufacturing and construction have grown at a slower pace—17% and 23% respectively—compared to a 25% increase in overall gross domestic product.

Economies differ greatly from state to state, in terms of size and composition. This edition of Useful Stats uses U.S. Bureau of Economic Analysis (BEA) data[1] to explore a breakdown of changes in industry gross domestic product (GDP) for each state and Washington, D.C. over the 5 years from 2018 to 2022, which provides a snapshot of state’s economies prior to and after the pandemic.

Income inequality in the U.S. has increased from 2006 to 2022, according to American Community Survey (ACS) data. While it’s increased in the nation as a whole, it decreased in North Dakota, Washington, Hawaii, Nebraska, and Montana from 2018 to 2022. New York and Washington, D.C. lead the nation in income inequality. This edition of Useful Stats explores state-level Gini index data from the U.S. Census Bureau’s ACS, analyzed by the State Health Access Data Assistance Center (SHADAC) at the University of Minnesota.