Research-Asset Assessment Study for Commonwealth of Virginia:

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Research-Asset Assessment Study for Commonwealth of Virginia: Phase II Second-Order Gap Analysis on the Advancement and Translation of Virginia s Research and Development Assets To: Virginia Research Investment Committee and State Council of Higher Education for Virginia RFP# SCHEVRFP-245-052617 January 2018 0 P age

Table of Contents A. Introduction...2 B. Summary Findings...4 C. Stakeholder Input into Innovation Ecosystem Gaps and Challenges...9 D. Quantitative Analysis of Broad Capacities of Virginia in its Innovation Ecosystem... 12 Research Activity... 12 Technology Development and Commercialization... 16 Patent Activity... 16 University Technology Transfer Activity... 17 Small Business Innovation Research Activity... 18 Entrepreneurial Development... 19 Venture Capital Activity... 19 Other Measures of Broader Entrepreneurial Activity... 22 ADVANCED INDUSTRY DEVELOPMENT... 24 E. Sources of Funding Supporting Research Activity across University, Federal Lab and Industry... 27 University Sources of Research Funding... 27 Sources of Industry Research and Development... 30 Federal Intramural Lab and FFRDC Sources of Funding... 32 F. Breadth and Depth of Connections across University and Federal Labs with Industry... 36 G. Summary of Quantitative Analysis... 40 Page 1 42

A. Introduction The advancement and translation of Virginia s research and development assets to drive commercialization and economic activity requires a high functioning innovation ecosystem. This innovation ecosystem must now measure up to the challenges posed by a global, knowledge-based economy. A new economic era has been taking hold in recent decades marked by increasing globalization, the fast pace of technological change, and the growing strength of developing nations in generating highly educated and skilled talent to compete for economic growth. As the National Research Council in its 2013 report on Best Practices in State and Regional Innovation Initiatives: Competing in the 21 st Century explains: States [and regions] confront stark economic challenges in the global era... efforts at industrial revival using traditional policy tools, including industrial recruitment and financial incentives to industry are now being complemented by more technology-based indigenous growth strategies. 1 The National Research Council continues by noting that: In the years since [late 1970s]... state and local industrial development efforts have continued unabated while undergoing a qualitative evolution that increasingly emphasizes knowledge-based development... In recent decades, however, innovation-related initiatives have moved to the center of state and local development efforts. 2 While economic development is not easy to achieve in general, innovation-led economic development presents an even greater challenge. Innovation capacity generates economic growth through an interconnected value chain of public and private economic development resources and services to translate research and development activities through commercialization to foster new enterprise development, growing existing industry, and attracting new businesses. If any link in the chain in missing as depicted in Figure 1, then a region will not realize its full potential in advanced industry development. Figure 1: Linkages in an Innovation Ecosystem Leading to Economic Development The performance of Virginia s innovation ecosystem depends upon the state s capacities and connections in its innovation value chain including its research and development activities, technology development and commercialization activities and entrepreneurial development activities. The best way to think of a high-functioning innovation ecosystem is through the paradigm of translational research that bridges the research activities of universities, federal labs and industry to generate new discoveries that result in new intellectual property, which is then used as the basis of new technology development for 1 Charles W. Wessner, Editor. Best Practices in State and Regional Innovation Initiatives. Committee on Competing in the 21st Century; Board on Science, Technology, and Economic Policy; National Research Council, 2013, page 11. 2 IBID, page 28. Page 2 42

commercialization, leading to the launch of new products by existing businesses and new business startups. Ultimately, the value of innovation at the scale of the state s economy is demonstrated by being able to generate growing advanced industries that leverage the innovations and expertise generated through those innovations. The process of innovation is not simply a pipeline, but a more complex, bi-directional feedback loop in which market needs and requirements inform and shape the process by which translational research moves forward and succeeds in generating economic value. The complexity of innovation raises the need to consider how well functioning Virginia is both within and across the different stages of a state s innovation ecosystem. This second-order report builds upon and refines an in-depth quantitative analysis of Virginia s performance at each stage of the innovation ecosystem compared to national trends, which also included an examination of the changing sources of research funding and the connections across industry, university and federal labs. This set an objective, fact-based foundation upon which to learn more about the specific dynamics and challenges from the perspectives of a wide variety of stakeholders, including discussions with regional technology councils that represent local stakeholders, industry executives from technology-based companies, university and federal lab leadership and staff involved in technology transfer and economic development efforts. Together, the quantitative data analysis and on-the-ground perspectives of stakeholders offer a rich situational assessment of Virginia s position in its overall innovation ecosystem. Page 3 42

B. Summary Findings The overall innovation ecosystem analysis found a sizable base of innovation-led assets and activities in Virginia across industry, federal labs and university assets. A quick snapshot of the most recent annual data available suggests the depth and breadth of Virginia s activities across the innovation ecosystem: $10.5 billion in total research funding in 2015 3,354 patents awarded to Virginia inventors in 2016 $2.1 billion in venture capital expenditures for emerging companies in 2016 447,713 jobs in advanced industries in 2016 In terms of strengths, there are many that help to define Virginia s stature in technology-based economic development. This includes: Virginia with $4.6 billion of research funding in 2015 across its multitude of federal intramural labs and FFRDCs stands four times higher than the national level relative to the size of its economy. This base of federal labs is a key driver of technology development in the state generating over 700 patent awards and applications over the 2014 to mid-2017 period. This strength in federal lab research also bolsters the state s industry research base. Nearly onethird of the state s industry research funding in 2015 was paid for by federal government research awards and contracts compared to just short of 8% nationally. Virginia also has a substantial base of federal Small Business Innovation Research grant awards, which fund feasibility assessment of new technologies and further development of these technologies based on commercialization plans. Virginia receives approximately $100 million annually, which is twice the national level relative to the size of the state s economy. Relative to Virginia s base of research, Virginia stands slightly ahead of the nation in its productivity of generating patents and in its quality of patents as reflected by a higher level of forward citations. This is not being generated by federal funding, which has been flat nationally and is growing slowly in Virginia as well, but reflects strong growth in business funding of research and a rising focus in Virginia on growing institutional and state & local funds for research. Virginia also is home to successful entrepreneurial companies able to attract venture capital investment at levels higher than the nation and noted among rankings of privately held, independent companies found on the Inc. 5000 listing for companies with strong growth in revenues over a three-year period 270 companies from Virginia, or 5.4% of the national total, were recognized, including 7 among the top 100 fastest growing privately-held companies. A promising trend is that Virginia s universities, which have had a smaller presence relative to the size of Virginia s economy compared to university research nationally, are outpacing the growth of U.S. university research funding, including from businesses. The result of Virginia s standing in its research capacities, technology development and entrepreneurial energy is that it stands 34% more specialized in Advanced Industries that rely upon research and development and high skilled STEM workforce to compete based on innovation and Page 4 42

technical know-how. This includes significantly higher levels of concentration than the nation in ship and boat building, computer systems design and related services, technical consulting services and polymer-based materials manufacturing. Altogether, Virginia has a specialized presence in 13 out of 50 Advanced Industries identified by The Brookings Institution. But Virginia has not been performing well in innovation-led development through the recent period of economic growth, and gaps in Virginia s innovation ecosystem are posing significant challenges for the future. The most revealing statistic on the challenge facing Virginia is that its overall R&D activity across industry, federal labs and university fell by 6.3% or nearly $500 million from 2010 to 2015, while nationally total R&D activity rose a healthy 14.5%. Industry research activity, particularly from own-sources, is lagging in Virginia in both its level and growth rates. The lackluster growth from own-source revenue combined with the declining levels of federal research funding led to Virginia declining in its industry research base by 4% while the across the nation industry research rose 21%. This lower level of industry research in Virginia standing 54% lower than the nation relative to the size of the economy predictably also leads to lower levels of new intellectual property inventions taking place, as measured by patent activity per economic output in Virginia. At the same time, there are troubling signs in sources of funding for industry technology development and entrepreneurial growth of innovation-based companies. SBIR funding, which Virginia has traditionally relied upon as an important source of funding for technology development and commercialization, has fallen considerably due to cutbacks nationally. In venture capital investment, Virginia is not keeping pace with the growth nationally and appears to be lagging in funding at seed and early stage rounds of funding. While Virginia s universities are picking up the pace in their own research activities and engagement with industry, as measured by business funding of research, the overall level of industry support continues to lag the nation. At the same time, a closer examination of the research connections between Virginia industry and universities reveals a clear pattern of gaps in collaboration and engagement in joint publications, patent citations, licensing activities and university-industry consortia. The major way universities connect with industry in Virginia is through pass-throughs of federal R&D projects. Technology transfer activities found across Virginia s major research universities are actively being pursued and generally measuring up to national averages in key measures of disclosures, licensing and start-up activities. Plus, recent years have shown continued improvements in many measures of technology transfer activity. Still, there is considerable room for improvement. Industry stakeholders are concerned about the barriers to accessing university intellectual property (IP) and advocate for more streamlined and business-friendly approaches. Each university seems to have its own approaches and there is an interest in creating more effective and business-friendly approaches shared across all universities in Virginia. One related concern Page 5 42

is that universities are viewing their IP as a significant source for generating revenues rather than as a resource for advancing economic development in the Commonwealth. Plus, Virginia cannot afford just to be average in technology transfer and commercialization, but should seek to be a national leader to help address the deeply rooted research and development disconnect between Virginia industry and its universities, which includes lower levels of industry engagement across joint publications, licensing and industry participation in research consortia. On the bottom-line measure of success in the growth of advanced industry job growth, Virginia is falling short. Virginia s advanced industries grew by a modest 3% compared to the 14% for the nation. While this may reflect declines in federal funding broadly on the Commonwealth s economy, it is translating into slower growth than nationally in some hot industries, including computer systems design and related services, management and technical consulting services, data processing, hosting and related services and engineering and architectural services. Business as usual will not work for Virginia to address its innovation ecosystem needs. The gap analysis suggests that Virginia needs a new way forward in innovation-led development. A summary overview of Virginia s major innovation ecosystem strengths and gaps reveals the contrast between the overall capacity found in Virginia as measured by current levels of activity and the trends and dynamics in the recent years, as set out in Figure 2. Page 6 42

Figure 2: Overview of Major Strengths and Gaps in Virginia s Innovation Ecosystem System More specifically, this gap analysis of Virginia s innovation ecosystem suggests that Virginia faces strategic challenges that need to be addressed to propel Virginia forward: Addressing the low levels and lagging growth of industry R&D from own-company sources that focus on developing new products and services. Overall, the level of industry R&D activity in Virginia is less than half that of the nation relative to the size of its economy. The reason for Virginia s weak level of industry R&D is its significantly lower level of own-funding by companies for R&D. Virginia is just a third of the U.S. level relative to the size of Virginia s economy in the amount its companies directly fund from their own revenues for research. Virginia has $652,000 of own-source company funding per $1 billion of gross domestic product, compared with $2,028,000 nationally. Virginia s higher federal funding of industry R&D cannot make up for this significant difference since the vast funding nationally for industry R&D is paid for by companies. More importantly, the nature of federal R&D funding is unlike company R&D funding. Federal research funding pays for contract research services to assist federal agencies in their missions, and so does not directly drive new commercial products. Company R&D funding from their own revenues pays Page 7 42

for advancing new products and processes that go on to generate new revenues and more competitive companies that then drive job growth. Strengthen university translational research and development capacity. While Virginia s top research universities are active in university technology transfer, there are opportunities to grow their technology commercialization activities through more focused efforts to de-risk technologies and create more collaboration among Virginia s research universities. Virginia s public research universities are caught between conflicting goals of short-term revenue maximization versus value creation for the Commonwealth that maximizes efforts to start-up companies, supports growth of existing companies and attracts outside companies Address the disconnect between university research and Virginia-based company innovation. This assessment of the innovation ecosystem points to the significant gaps in collaboration and engagement between Virginia universities and industry found in joint publications, patent citations, licensing activities and university-industry consortia. The major way universities connect with industry in Virginia is through pass-throughs of federal R&D projects. A challenge for growing strong industry-university partnerships is the geographic mismatch of anchor research institutions, located across the state, and the strong concentration of innovative companies in Northern Virginia, which holds back maximizing growth from commercialization to scale-up activities. Shore up Virginia s entrepreneurial development system to generate more shots on goal and high-growth companies. From discussions with the regional technology councils and industry executives, there are distinct innovation needs within each region of Virginia as well as the need to ensure that each region has the capacity to collaborate with its anchor research institutions in advancing innovation-led development. Innovation and entrepreneurial development is a contact sport, so it is only through stronger regional innovation and entrepreneurial development that research strengths found across anchor research institutions can be tapped for statewide development. These strategic challenges comprise the focus of recommended actions set out in the main report. Page 8 42

C. Stakeholder Input into Innovation Ecosystem Gaps and Challenges TEConomy s outreach to key stakeholders in the innovation ecosystem included over 50 organizations interviewed, including regional technology councils, industry executives, university leadership, federal lab executives and staff leading technology-based economic development programs. Interviews were conducted over a two month period and often included multiple representatives of an organization. The wide variety of stakeholders and their perspectives on the gaps and challenges facing Virginia s innovation ecosystem offered an important context to the overall assessment. Below is a compilation of the key perspectives learned through the interviews with stakeholders. These key perspectives reflect where there were several similar comments received indicating more than just one individual s perspective. We have organized these insights across the stages of the innovation ecosystem. R&D Activity Industry-university research collaborations are not strong in Virginia. Instead, the collaboration between industry and university is currently more oriented towards working on federal government contracts due to availability of resources. This does not advance new product development or broader market-driven, translational research that can grow commercially viable companies. Universities in Virginia do not have a history of large, federally-funded research centers that can better engage industry collaborations and offer larger shared use facilities and other resources for collaboration. Resources to compete for these larger, federally-funded research centers are limited in Virginia. These resources include funding for eminent scholars who can build such centers and a predictable source of discretionary state funding to match federal investments in major centers. Other states have these resources in place, which places Virginia universities at a competitive disadvantage. Technology Development & Commercialization There is a need to find better mechanisms to create collaborations between universities and industry. Emerging efforts are taking place among some federal labs in Virginia to create more collaboration, such as the efforts at NASA Langley to provide support to manufacturers facing specific technology challenges and support an entrepreneur-in-residence capacity to advance commercialization of technology. Virginia also confronts a geographic mismatch in the location of its anchor research institutions and the location of its strongest concentration of technology-based companies that holds back realizing innovation-led growth from commercialization to scale-up activities. While Virginia s anchor research institutions are located broadly across the state, advanced industries in the state are highly concentrated in Northern Virginia, one of our nation s largest industry innovation hubs. This is a highly unique geographic challenge for a state. On university intellectual property (IP), industry suggested that there are barriers to streamlining how industry can access this IP. Each university seems to have its own approaches and there is an interest in creating more effective and business-friendly approaches shared across all universities in Virginia. One Page 9 42

concern is that universities are viewing their IP as a significant source for generating revenues rather than as a resource for advancing economic development in the Commonwealth. From the university perspectives, there is a lack of proof-of-concept funding to advance the commercialization of university IP in Virginia and so many research discoveries are not being translated effectively, and opportunities for new company spin-offs and licensing technology are being missed. Entrepreneurial Development Entrepreneurs have difficulty getting matched with supporting venture capital there is currently a perception that there are too few VC firms in the state and their culture is too risk-averse to create a vibrant environment supporting early stage investments after CIT s gap and angel investor funding. The state faces an entrepreneurial talent challenge on two fronts younger entrepreneurial talent typically leaves to continue developing companies in other regions of the country and there is a shortage of in-state C-suite talent to run new companies being spun out. Lack of scale of coordinated regional innovation efforts is a concern. There is a need for more funding support to staff organizations that build collaborative relationships since the lack of organizational capacity holds back efforts. Many universities are focusing on entrepreneurial development for their students, but these efforts and resources are not well-connected to rooting these efforts in the local community. Better models of public-private partnerships in collaborative accelerator/incubators between universities and their communities need to be advanced. There is a perception of an overall lack of opportunities and mechanisms for entrepreneurs in large private industry companies or federal government to transfer out new technologies that could lead to successful startups. There are some efforts underway to change this dynamic in specific labs, but those strategies not shared widely across all federal labs found in Virginia. Scaling Up Advanced Industry Development Virginia needs to foster development of a larger base of technology companies advancing commercial product innovations instead of relying so heavily on technology companies conducting government technical and R&D services. This is important to withstand the ups and downs in federal funding. Geography is a challenge for Virginia due to misalignment between where technology industry is located and where anchor research institutions are located. This dynamic makes it harder to create more effective industry-university partnerships and to recruit talent. Among the regional technology councils, there was a common concern voiced that they see too many "buckets" of funding being managed by too many different entities each with their own priorities. There is a desire to aggregate efforts around more clearly defined areas of focus at a state level, while still recognizing different regions may be good at different things. There is a need to embrace broader regional approaches to compete with major technology regions outside of Virginia such as Silicon Valley and Boston -- drawing in the combined strength of Virginia with the Maryland and Washington, DC communities. Too often inter-state rivalries diminish the larger Page 10 42

competitive strength of the broad region and there is a lack of collaborative efforts to reflect the broader regional strength of Virginia, Maryland and Washington, DC. Page 11 42

D. Quantitative Analysis of Broad Capacities of Virginia in its Innovation Ecosystem A snapshot of Virginia s capacities across its innovation ecosystem of R&D activity, technology commercialization, entrepreneurial development and advanced industry development suggests a sizable base of activity, including: $10.5 billion in total research funding in 2015 3,354 patents awarded to Virginia inventors in 2016 $2.1 billion in venture capital expenditures for emerging companies in 2016 447,713 jobs in advanced industries in 2016 But a closer examination suggests the level of development and growth is quite distinct with specific areas of strengths and weaknesses relative to the nation. Research Activity The $10.5 billion in total research activity taking place in Virginia in 2015 includes $1.4 billion in university research funding, $2.7 billion in federal intramural lab, $1.8 billion in federally funded R&D centers (FFRDC) and $4.5 billion in industry research funding this turns out to be a very distinct mix of research activity. Virginia stands out in its level of federal laboratory operations involving federal intramural labs operated by government agencies, such as NASA Langley and Naval Surface Warfare Center Dahlgren, and FFRDCs, a unique class of federally funded labs managed by outside strategic partners. Combined, federal intramural and FFRDC research activity reaches 47% of all research activity in Virginia compared to 10.2% nationally. This higher share of federal lab operations in Virginia would be expected to depress the shares of other sectors. In university research activity, Virginia s share is just off the national average at 12.7% compared to 14.5% nationally. But the share of industry research activity is quite low in Virginia at 40.3% compared to 75.2% nationally. Page 12 42

Figure 3: Share of Total Research Funding by Sectors (University, Federal Labs and Industry), Virginia and the U.S., 2015 Source: National Science Foundation, National Center for Science and Engineering Statistics, Survey of Federal Funds for Research and Development, FY 2010-2015 and TEConomy Partners analysis. In assessing Virginia s level of research funding to that of the nation, it is important to normalize for the size of the state s economy compared to the nation, or what is commonly known as gross domestic product (GDP) that measures the economic output of goods and services produced. Relative to the size of its economy, the level of funding for research activities in Virginia stands lower than the nation and only exceeds the nation in its federal intramural labs and FFRDCs. The level of total research funding in Virginia relative to the size of economic activity stands at roughly $21.7 million per every $1 billion in GDP compared to $26.2 million for the nation in 2015 so Virginia stands approximately 17% lower than the national level of research activities across universities, federal labs and industry relative to the size of its economy. So, while Virginia makes up 2.7% of national economic activity, it accounts for only 2.2% of the nation s total research activity across universities, federal labs and industry. As would be expected given the mix of research activity, Virginia well exceeds the nation in the level of federal intramural lab research and FFRDC activity. In 2015, Virginia had $5.7 million of federal intramural lab research funding per billion of GDP compared to $1.7 million for the nation in 2015 and $3.8 million of FFRDC funding per billion of GDP compared to $1.0 million nationally. Combined Virginia s federal lab activity reached $9.5 million or nearly three and a half (3.5) times the national level after controlling for the size of economic activity. Page 13 42

Even though the share of university research funding in Virginia is not far below that of the nation, the lower total research base overall in Virginia translates into a 25% lower level relative to the size of the economy compared to the nation. Virginia s universities generated $2.9 million in research funding per billion GDP compared to $3.8 million for the nation in 2015. Industry research funding is where Virginia is far below the national level, standing 54% lower than the nation. In 2015, Virginia generated $9.3 million in industry funding per $1 billion GDP compared to $19.7 million for the nation in 2015. Figure 4: Level of Research Funding Per Billion of Gross Domestic Product, Total and Sectors, Virginia and U.S., 2015 Source: National Science Foundation, National Center for Science and Engineering Statistics, Survey of Federal Funds for Research and Development, FY 2010-2015 and TEConomy Partners analysis. Page 14 42

Most distressing is that total research activity across industry, federal labs and universities in Virginia from 2010 to 2015 declined by 6.3% or nearly $500 million. Over the same period, total research activity nationally grew a healthy 16.9%. The fall-off in total research activity in Virginia reflected declines in federal intramural labs, federally funded R&D centers (FFRDCs) and industry. Virginia recorded a staggering 20% decline in federal intramural lab activity from 2010 to 2015, while nationally federal intramural labs held their own, growing by 1%. The decline in Virginia for its FFRDCs was a more moderate 3.7% and was not far off the national decline of 2.2% from 2010 to 2015. Industry research, which rose 21% nationally from 2010 to 2015 and was the leading driver of total research growth nationally, did not grow in Virginia. Instead Virginia s industry research activity fell 3.6%. Further analysis shows this decline in Virginia s industry research activity reflects not just the strong ties of Virginia s industry to federal funding, but the weak growth of its research activity from Virginia industry s own-sources. The only bright spot in recent years in research activity for Virginia is found in university research growth. From 2010-2015, Virginia universities raised their research funding by 18%, outpacing the 12% growth nationally. Figure 5: Percentage Change in Research Funding by Sectors, Virginia and U.S., 2010-2015 25.0% 20.0% 15.0% 10.0% 5.0% 0.0% -5.0% -10.0% -15.0% -20.0% -25.0% -6.3% 16.9% Total -19.7% 1.0% Federal Intramural R&D Virginia U.S. 17.7% 12.1% 21.0% -2.2% -3.6% -3.7% University R&D Industry R&D Federally Funded R&D Centers Source: National Science Foundation, National Center for Science and Engineering Statistics, Survey of Federal Funds for Research and Development, FY 2010-2015 and TEConomy Partners analysis. Page 15 42

Technology Development and Commercialization Once research activities lead to novel discoveries whether by university, federal lab or industry researchers, the next stage of innovation activities involves protecting the intellectual property, assessing its commercial value and advancing its development for commercial use. Several key measures are examined to assess the stage of technology development and commercialization, including patent activity, university technology transfer activities and use of Small Business Innovation Research Grants to further development. Patent Activity Intellectual property from research and development activities is most often protected as patents issued through governmental agencies, so that inventors can protect their product innovations from being replicated. Although there are other forms of intellectual property protection through copyrights, trademarks, and trade secrets, patents are among the most widely used forms of protection of novel R&D-led inventions. While there is no available database to measure the actual commercial value generated by patents, an excellent proxy measure of patent value and quality is whether it is cited by future patents issued to other inventors. These forward citations of a patent reflect the significance of its technological ideas and concepts as a basis upon which further intellectual property is generated, typically involving incremental improvements or new applications of the underlying technology. Virginia s performance in patent activity finds an overall lower level relative to the size of the economic activity in the state. This is not surprising given the significantly lower base of total research activity found in Virginia, but Virginia appears to hold its own in its productivity, quality and growth of patent activity compared to the nation. The 3,354 patents issued to Virginia inventors in 2016 stood 25% below the level of the nation relative to the size of economic activity taking place in the state. Virginia generated 6.8 patents per billion dollars of GDP compared to 9.1 patents for the nation in 2016. Still, relative to the size of the state R&D base a measure of productivity in generating patents -- Virginia stands slightly above the nation in its level of patent activity. In 2015, Virginia generated 433.6 patents per billion of total research activity compared to 426.0 patents for the nation. The quality of Virginia s patents stands slightly higher than the nation, having a 6% higher forward citation level. Over the 2010-2015 period, patents by Virginia inventors generated 4.34 citations per patent issued compared to 4.10 for the nation. Page 16 42

Figure 6: Measures of Patent Awards to Inventors, Virginia and U.S., 2015 Source: TEConomy Partners analysis of Association of University Technology Managers (AUTM) survey. Virginia is also holding its own in growth of patent activity over the 2010 to 2016 period. Virginia s level of patent activity rose 33.3% from 2010 to 2016 compared to the nation. Figure 7: Growth Trends in Patent Awards to Inventors, Virginia and U.S., 2010-2015 Source: TEConomy Partners analysis of Association of University Technology Managers (AUTM) survey. University Technology Transfer Activity For universities and federal labs, the typical means for reaping the commercial benefits of research discoveries is through formal technology transfer activities involving not only generation of patents, but licensing of that intellectual property to existing companies or to new start-ups that are launched on the basis of that intellectual property. A national database of technology transfer activity is maintained by the Association of University Technology Transfer Managers (AUTM). Over the 2010 to 2016 period only three Virginia universities reported consistently each year to AUTM University of Virginia, Virginia Commonwealth University and Virginia Tech. Together these three research universities comprised 78% of all university research activity in 2015 (latest year available). These three universities also comprise 79% of all start-ups formed, 85% of licensing revenue generated, and 97% of the licenses executed according to the most recent annual plans submitted by universities to SCHEV. Comparing these three major research universities to the national average of all universities finds that relative to the level of university research, Virginia stands higher in disclosures of new inventions, level of licenses issued, and licenses by patent issued, while standing comparable on start-ups generated. Where the three large Virginia universities fall behind the nation is in the level of patents issued, which may reflect resources available for covering patent costs, and gross license income generated. Page 17 42

Table 1: Technology Transfer Metrics for Virginia s Three Largest Research Universities Reporting to AUTM Compared to National Average of All Universities Reporting, Average 2010-2016, Per $10 million of University Research Metric Virginia Three Largest Research Universities Average for All U.S. Universities Reporting to AUTM Disclosures Per $10 million of 4.41 Research (3,401 total) 3.72 Patents Issued Per $10 million 0.66 of Research (508) 0.92 Licenses Issued Per $10 million 1.11 of Research (854) 1.04 Licenses Per Patent Issued 1.68 1.13 Gross License Income Per $10 $91,557 million of Research ($70.6 m) $351,546 Start-ups Per $10 million of 0.13 Research (101 total) 0.14 Source: TEConomy Partners analysis of Association of University Technology Managers (AUTM) survey. The trends for technology transfer activity among the three largest universities in Virginia show a significant rise in the last two years in disclosures, patents issued, licenses and gross license income. While not the highest among the prior years in start-ups, the past two years remain strong with 30 startups in total. Table 2: Trends in Technology Transfer Activity for Three Largest Research Universities in Virginia, 2010-2017 Metric 2010 2011 2012 2013 2014 2015 2016 2017 Disclosures 388 396 430 439 437 385 495 485 Patents Issued 67 73 61 54 73 65 71 117 Licenses Issued 100 92 85 95 102 123 146 145 Gross License $9.5 m $5.8 m $7.8 m $7.0 m $11.6 m $11.5 m $9.6 m $9.9 m Income Start-up Formed 9 9 12 13 14 22 13 17 Source: TEConomy Partners analysis of Association of University Technology Managers (AUTM) survey and data provided by universities for 2017. Small Business Innovation Research Activity The federal Small Business Innovation Research (SBIR) program is another source of data on technology development and commercialization taking place in Virginia. The SBIR program encourages small businesses to undertake technology commercialization by requiring federal agencies with extramural R&D budgets that exceed $100 million to allocate 2.5 percent of their R&D budgets to the SBIR program. Page 18 42

Each federal agency involved in the SBIR program then issues requests for proposals on topics reflecting their technology needs and interests, and competitively awards SBIR grants based on the technical merits and commercialization potential in a phased approach. There are two phases to the SBIR program, with Phase I focusing on technical merit and feasibility of a technology with typical funding of up to $150,000 and Phase II focusing on technology development and commercialization of the technology with typical funding of up to $1 million. Virginia stands out in its level of SBIR awards, at roughly double the U.S. level compared to the size of the economy. Virginia had 0.5 SBIR awards per billion dollars of GDP in 2016 compared to just 0.24 SBIR awards for the nation. In 2016, Virginia received 245 SBIR awards and $99.1 million in SBIR funding. Virginia also seems to convert their Phase I awards into Phase II at a slightly higher rate than the nation, since Virginia has a slightly higher share of Phase II awards over the 2010-2016 period than the nation (34% vs. 32%). Over the 2010-2016 period, Virginia declined a steep 44% in the number of SBIR awards, while the nation fell by 37%, due to constraints on federal research funding. Figure 8: Measures of SBIR Awards, Virginia and U.S., 2015 and 2010-2015 Source: TEConomy Partners Analysis of sbir.gov database. Entrepreneurial Development Of particular importance in an innovation ecosystem is the level and caliber of entrepreneurial development leading to new business start-ups. Starting with David Birch s work and validated by the Office of Advocacy of the U.S. Small Business Administration (SBA), and further refined by studies commissioned in recent years by the Kauffman Foundation and others, it is clear that entrepreneurship is a critical driver of innovation-led development. Among the specific measures used to assess Virginia s performance in entrepreneurial development are venture capital investments in high growth potential companies, presence of Virginia companies in the Inc. 5000 listing of high-growth private companies and overall birth rates and job creation rates from births of new companies. Venture Capital Activity An important way to view to development of technology-based entrepreneurship is through funding by formal sources of venture capital. Venture capital represents formal equity investment by venture Page 19 42

capital firms in emerging technology companies that offer high growth potential to generate sizable returns on that equity investment. The venture capital funding tracked by Thomson Reuters Venture One represents high growth potential emerging companies that have received formal funding from venture capital companies across the stages of funding. It is best to consider venture capital investment over a period of time since it can vary significantly from year-to-year due to specific large deals that may take place in any one year. From 2010 to 2016, there were an average of nearly 76 companies in Virginia funded each year with an average of $1.6 billion annually or a total of just over $11 billion for the period. This translates into 1.7% share of national companies funded and 3.3% share of national venture capital investment over the period. Relative to the size of Virginia s economy, Virginia s overall level of venture capital funding over the 2010 to 2016 period was significantly higher in investment dollars, with $3.5 million in venture capital investment per $1 billion in GDP compared to $2.9 billion nationally, but lower in companies receiving venture capital funding at 0.17 companies per $1 billion in GDP for Virginia compared to 0.27 companies nationally. Figure 9: Level of Venture Capital Activity Per Billion of Gross Domestic Product, Virginia and U.S., 2010 to 2016 Period Source: TEConomy Partners analysis of Thomson ONE database. This mixed performance in the level of venture capital investment and companies funded over the 2010-2016 period points to companies in Virginia receiving a substantially higher level of funding than nationally -- $20 million per company in Virginia vs. $10.8 million per company in the U.S., on average. It also suggests that there may be significant differences in the stage of funding. Comparing Virginia to the U.S. over the 2010-2016 period by stage of funding finds that Virginia lags behind the nation at the earlier stages and outpaces the nation at the later stages, including acquisition. These differences are most pronounced in the level of investment, but still seen through the number of companies funded. Page 20 42

Figure 10: Venture Capital Companies and Investments by Investment Stage, Virginia and U.S., 2010 and 2015 Source: TEConomy Partners analysis of Thomson ONE database. Note there are several small categories of other and public market funding not compared given small size. In terms of trends, the number of companies funded each year has not had significant upward or downward trends for both Virginia and the U.S. and has tended to perform over a narrow range. For Virginia, the 2010-2016 average of 76 companies had a range from a high of 87 in 2012 and a low of 70 in 2013. For the U.S., the 2010-2016 average of 4,450 had a range from a high of 4,904 in 2015 and a low of 4,030 in 2010. For both Virginia and the U.S., 2016 was one of the lower years with 71 companies in Virginia and 4,193 companies in the U.S. Comparing the trends in the level of funding from year-to-year, despite the greater variances at the state level it appears that Virginia is underperforming the nation. Virginia has been consistently well below the $2 million mark which it hit in 2010 and 2016, while the nation stands well above its 2010 level in recent years. Page 21 42

Figure 11: Trends in Venture Capital Investment, Virginia and U.S., 2010-2016 Source: TEConomy Partners analysis of Thomson ONE database. Other Measures of Broader Entrepreneurial Activity There are other measures of the state s entrepreneurial strength beyond venture capital that offer insights, though not as strongly associated with technology innovation. One is the presence of Virginia privately-held, independent companies on the Inc. Magazine 5000 listing. This listing measures those companies with the higher percentage revenue growth over a three-year period, with at least at least $100,000 in revenues in the first year and at least $2 million in revenue in the third year. Virginia stands out nationally in its presence in the Inc. 5000 with: 270 Virginia-based companies were recognized among the Inc. 5000, or 5.4% of all companies, well above the 2.7% share of the nation s economy that Virginia represents. 7 Virginia-based companies were among the top 100 (see Table 3 below) 63 Virginia-based companies were among the top 1000 Page 22 42

Table 3: Listing of Seven Virginia-based Companies Among the Top 100 in the Inc. 5000 Company Description Inc. 5000 Rank DGC International TechAnax Interactive Government Holdings Enhanced Veterans Solutions ByteCubed FedBiz IT Solutions Associated Veterans Source: Inc 5000 for 2017 Offers intelligence, logistics, transportation, training and global operations support to the military and federal agencies Provides program management, network design and engineering, information assurance, IT, data center hosting, unified communications and other services to government agencies Provides program management, grant management, administrative support, HR and veteran employment and reintegration services Provides IT and program management services to federal government agencies Provides software development and technology services to companies and government agencies A hardware reseller and provider of networking, cyber security, enterprise computing and cloud systems services to the federal government Provides a wide range of services to government agencies, including business consulting, project and program management, legislative and policy research and analysis, records management and executive mentoring Year Founded 2016 Revenue 20 2010 $32.9 million 29 2012 $15.1 million 36 2006 $15.3 million 38 2007 $8.7 million 46 2011 $31.7 million 50 2011 $32.6 million 64 2007 $7.8 million 3-Year Revenue Growth Total Jobs 10,999% 10 9,119% 12 7,024% 150 6,866% 68 6,469% 120 6,142% 12 5,334% 49 Page 23 42

In overall birth rate of new firms, however, Virginia is slightly below the U.S. average in recent years, as measured by the U.S. Census of Business Dynamics across all industries, not just those involved in new technology start-ups. The birth rate is measured as the number of new births given the total number of firms. Jobs created by firm births each year represents the average size of the new firms formed, and Virginia has been roughly on par with the nation in recent years. Figure 12: Annual Rates of New Firm Birth and Job Creation, Virginia and U.S., 2010-2014 Source: U.S. Census of Business Dynamics ADVANCED INDUSTRY DEVELOPMENT The ultimate aim of the innovation ecosystem is to generate industry growth through new product development, company start-ups and deployment of technology. The Brookings Institution has identified a set of 50 Advanced Industries ranging from manufacturing industries to energy industries to high-tech services from computer services to health applications. These Advanced Industries are characterized by: Deep involvement with technology research and development (R&D) Extensive use of STEM (science, technology, engineering, and math) workers According to Brookings these Advanced Industries,... encompass the nation s highest-value economic activity. As such, these industries are the country s best shot at innovative, inclusive, and sustainable growth. 3 Virginia stands out in its level of Advanced Industries. With 447,713 jobs, Virginia is 34% more specialized in its concentration of Advanced Industries than the nation. 3 For more details see: Brookings Institution, America s Advanced Industries: What They Are, Where They Are, And Why They Matter, Brookings Advanced Industries Project, February 2015 Page 24 42

But Virginia is lagging in its growth of Advanced Industries since 2010. While the nation grew by 14% in Advanced Industry employment, Virginia grew a modest 3%, which was even well behind the state s growth in total private sector employment of 8%. Figure 13: Total Private Sector vs. Advanced Industry Employment Trends for Virginia, 2010-2016 Source: TEConomy Partners analysis of U.S. Bureau of Labor Statistics, QCEW data; enhanced file from IMPLAN Group. This mixed performance of strong specialization, but lagging growth is found across the leading Advanced Industries in Virginia. In 13 out of the 50 Advanced Industries identified by the Brookings Institution, Virginia has a much higher level of specialization as measured by its employment concentration compared to the nation. Of these 13 leading Advanced Industries: Only two gained jobs at a rate faster than the nation from 2010-2016 -- railroad rolling stock manufacturing and other chemical product and preparation manufacturing Four gained jobs from 2010-2016, but at a level below the U.S. medical and diagnostic laboratories, computer systems design and related services, management and technical consulting services, and data processing/hosting Eight either had no employment growth or declined in employment. Of these, five grew at the national level from 2010-2016, but did not gain jobs in Virginia electrical equipment manufacturing, ship and boat building, resin/rubber/artificial fibers manufacturing, architectural and engineering services and scientific research and development services Page 25 42

Table 4: Advanced Industries in Virginia with a High Level of Industry Specialization and Their Employment Performance, 2010-2016 NAICS Description Virginia Jobs 2016 Virginia Level of Industry Specialization, 2016 (% Higher Concentration than Nation) Virginia Job % Change, 2010-16 U.S. Job % Change, 2010-16 3365 Railroad rolling stock manufacturing 1,019 54% 85% 41% 6215 Medical and diagnostic laboratories 7,888 16% 13% 16% 5415 Computer systems design and related services 158,122 212% 13% 37% 5416 Management and technical consulting services 74,541 115% 10% 34% 5182 Data processing, hosting and related services 11,286 47% 7% 24% 3259 Other chemical product and preparation mfg. 3,810 83% 3% -4% 3353 Electrical equipment manufacturing 5,874 65% 0% 3% 3366 Ship and boat building 23,706 591% 0% 8% 3252 Resin, rubber, and artificial fibers mfg. 4,841 103% -8% 5% 5179 Other telecommunications 3,758 87% -10% -35% 5413 Architectural and engineering services 53,558 49% -11% 10% 5417 Scientific research and development services 23,006 32% -16% 10% 5174 Satellite telecommunications 308 54% -35% -33% Source: TEConomy Partners analysis of U.S. Bureau of Labor Statistics, QCEW data; enhanced file from IMPLAN Group. Page 26 42

E. Sources of Funding Supporting Research Activity across University, Federal Lab and Industry An important dynamic to understand as one considers the changing nature of research activity taking place in Virginia is the shifts taking place in the sources of funding driving university, federal lab and industry research activities. This section considers how Virginia compares to the U.S. average in the share of funding by different sources and the growth of those funding sources. University Sources of Research Funding In university research activities, a variety of sources help to finance research activities. These include federal government, industry, state and local government, philanthropy and institutional funding sources. Due to changing accounting practices among Virginia institutions in how funding was reported between state and local government funding and institutional funding in 2014, it is necessary to combine state and local government funding with institutional funding as one category to compare nationally 4. By far the largest source of funding for university research is from federal government. Virginia stands comparable to the U.S. in the share of funding in 2015 and growth rates from 2010 to 2015. Nationally, just more than 55% of all university research funding in 2015 comes from the federal government. Virginia is quite close in the share of university research coming from federal government sources at 52.3%. Similarly, both the nation and Virginia had meager growth in federal funding, with the nation growing by 1.1% and Virginia by 1.7% from 2010 to 2015, reflecting the limited growth of federal budgets. 4 Total state and local government research funding to universities from NSF s Higher Education Research and Development (HERD) expenditure reporting had a significant one-year decline from $143.8 million in 2013 to $72.6 million in 2014, while institutional funding to universities rose from $397.8 to $449.3 in that one year. A closer inspection suggests that this is largely due to a shift in how university expenditures were reported by Virginia Tech and not an actual decline in state and local expenditures. Page 27 42

Figure 14: Distribution of Total University Research Expenditures by Source of Funding, Virginia and U.S., 2015 Source: National Science Foundation, National Center for Science and Engineering Statistics, Higher Education Research and Development Survey, FY 2010-2015 and TEConomy Partners analysis. Where Virginia stands apart from the nation is in the specific shares of federal funding from different agencies and growth of that funding. Overall, Virginia received 1.9% of all federal funding of university research. Among major federal agencies funding university research, the two federal agencies that exceed this statewide average are the Department of Agriculture and the Department of Defense. Though the highest share for Virginia is in the other federal agency category, likely led by the Department of Transportation. While the Department of Health and Human Services, which includes NIH, provides the highest level of federal agency funding, it stands as the lowest share that Virginia receives of a major federal agency funding. Interestingly, Virginia also falls below its statewide average in funding from NASA, despite having a major NASA research center in the state. Figure 15: Virginia Funding Level and Share of Federal Agency National Funding to Universities, 2015 Source: National Science Foundation, National Center for Science and Engineering Statistics, Survey of Federal Funds for Research and Development, FY 2010-2015 and TEConomy Partners analysis. Page 28 42

While Virginia, along with the nation, barely grew in its federal funding from 2010 to 2015, there is considerable variation in the state s growth rates by specific federal agency. Virginia outpaced the growth of federal funding to universities from 2010 to 2015 for the Department of Defense, Department of Agriculture and Other Federal Departments and Agencies, which likely reflects strong gains in Department of Transportation funding. Virginia declined more sharply than the nation in the Department of Health and Human Services (including NIH) and NASA funding to universities. Virginia universities also declined in National Science Foundation funding even though it grew across nation, and the state failed to keep pace with the Department of Energy funding to universities. Figure 16: Percentage Change in Federal Agency Funding to Universities for Virginia and the U.S, 2010-2015 Source: National Science Foundation, National Center for Science and Engineering Statistics, Survey of Federal Funds for Research and Development, FY 2010-2015 and TEConomy Partners analysis. The overall healthy growth of university research in Virginia that is outpacing the nation is being led by faster growth in business funding and in the combined area of state & local government/institutional funding. While federal funding growth barely grew in Virginia and the nation, Virginia s overall rise in university research is a reflection of considerable growth of 53% from 2010 to 2015 in state & local government/institutional funding and 34% growth in business funding, both of which are substantially higher than across the U.S. The only area of decline in university funding is by nonprofit/philanthropic sources. Page 29 42

Figure 17: Change in Sources of Total University Research Expenditures, Virginia and U.S., 2010-2015 Source: National Science Foundation, National Center for Science and Engineering Statistics, Survey of Federal Funds for Research and Development, FY 2010-2015 and TEConomy Partners analysis. Sources of Industry Research and Development Virginia s low level and declining base of industry research activity is an area of concern. Based on the NSF Business R&D and Innovation Survey, it is possible to learn more specifically the sources of industry research and development in three specific categories own company resources, federal government paid R&D and other non-federal paid R&D, including other companies paying for contract research services. A look at these three sources of funding for industry research activity shows that Virginia is quite distinct from the nation. Virginia has a much higher share of R&D paid by federal government than the nation, and lower shares of funding paid from own company resources and from other non-federal sources. In recent years, though, Virginia s industry research and development has shifted to a higher share of overall industry R&D. Page 30 42

Figure 18: Share of Industry Research Funding by Source, Virginia and U.S., 2010 and 2015 100% 80% 60% Domestic R&D by Funding Source 6.3% 8.3% 7.6% 9.0% 12.3% 7.6% 43.5% 31.7% 40% 20% 50.3% 79.5% 60.6% 83.4% 0% Virginia United States Virginia United States 2010 Paid for by Company 2015 Paid for by Federal Government Paid for by Other Non-Federal Source: National Science Foundation, National Center for Science and Engineering Statistics, and U.S. Census Bureau, Business R&D and Innovation Survey FY 2010-2015 and TEConomy Partners analysis. Unfortunately, the shift to a higher share of own company funding by Virginia is not a reflection of strong growth, but of declines in federal sources of funding for industry research and development. From 2010-2015, federal funding for industry research in Virginia fell by 29.6% compared to 21.1% nationally, while both own sources and non-federal sources of funding for industry research in Virginia grew at a slower pace than the nation. Figure 19: Percentage Change in Industry Research Funding by Source, Virginia and U.S., 2010-2015 Source: National Science Foundation, National Center for Science and Engineering Statistics, and U.S. Census Bureau, Business R&D and Innovation Survey FY 2010-2015 and TEConomy Partners analysis. Page 31 42

A closer examination suggests that the reason for Virginia s weak level of industry R&D is its significantly lower level of own-funding by companies for R&D. Virginia is just a third of the U.S. level relative to the size of Virginia s economy in the amount its companies directly fund from their own revenues for research. Virginia has $652,000 of own-source company funding per $1 billion of GDP, compared with $2,028,000 nationally. Virginia s higher federal funding of industry R&D cannot make up for this significant difference given the order of magnitude at which industry R&D activity is funded by companies. Nationally, the federal government funded $27 billion of a total of $356 billion industry R&D in 2015. While Virginia does well in federal research funding to industry, it simply pales in comparison with what drives overall industry R&D. Federal Intramural Lab and FFRDC Sources of Funding The sources of federal lab intramural funding reflect which federal agencies have ongoing lab operations in Virginia. In 2015, the Department of Defense had both the highest dollar value of federal lab funding in Virginia as well as the highest share of that agency s national intramural lab funding. The other notable federal agencies, based on both dollar value of funding and share of total agency intramural lab funding, were for NASA, Department of Interior, EPA and the Department of Transportation. Figure 20: Federal Intramural Lab Funding by Federal Agency in Virginia, 2015 Funding Level and Share of Federal Agency s National Intramural Lab Funding $300M $250M $200M $150M $100M $3.2B 2015 Federal Intramural R&D Funding $177.0M $91.8M $50M $0M $16.6M $6.4M $9.5M $0.5M $1.4M $1.1M $19.2M $0.8M DOD NASA DOT DOE DHS DOI DOC NSF USDA EPA HHS Page 32 42

2015 Share of National Intramural Federal Agency Funding 18% 13% 8% 14.5% 9.7% 7.2% 13.3% 7.4% 3% 0.6% 2.8% 0.1% 1.5% 0.1% 0.0% -2% DOD NASA DOT DOE DHS DOI DOC NSF USDA EPA HHS Source: National Science Foundation, National Center for Science and Engineering Statistics, FFRDC Research and Development Survey FY 2010-2015 and TEConomy Partners analysis. In terms of growth of funding for federal intramural labs, two federal agencies EPA and Department of Interior have significantly increased their intramural research lab presences in Virginia since 2010. Among the larger mainstay agencies, DoD federal lab spending declined a hefty 24% in Virginia compared to 6.4% nationally, while NASA research lab funding grew by 5.3% in Virginia well off the pace of the 71% national growth since 2010. Figure 21: Percentage Change in Federal Intramural Lab Funding by Federal Agency for those with $10 million or more in 2015, Virginia and U.S., 2010-2015 Source: National Science Foundation, National Center for Science and Engineering Statistics, FFRDC Research and Development Survey FY 2010-2015 and TEConomy Partners analysis. Page 33 42

For FFRDC, it is possible to track funding by each of the eleven federally funded research and development centers (FFRDCs) located in Virginia. Nationally, there are 42 FFRDCs, so Virginia stands out in these types of specialized lab operations and out of the nearly $19 billion of funding for FFRDCs, Virginia received $1.8 billion or roughly 10%. These FFRDCs are a special class of federal intramural labs where the federal government contracts with an outside organization, often non-profits or universities, to serve as a strategic partner to the government, providing objective guidance in an environment free of conflicts of interest in areas of work in which the government cannot do as effectively. The FFRDC is required to work within the purpose, mission, general scope, or competency as assigned by the sponsoring agency. The FFRDC must not perform work that is otherwise performed by a for profit corporation. Most or all of the facilities are owned or funded by the Government, and the FFRDC has access to Government and supplier data, employees, and facilities beyond that common in a normal contractual relationship. An FFRDC can therefore function as an independent, trusted advisor and honest broker. The FFRDC is answerable only to the government customer and has no vested interest in particular technologies or solutions. The period of 2010 to 2015 saw FFRDC funding decline in Virginia by 3.7% to reach a still sizable $1.8 billion in 2015 in contrast to the strong growth of federal intramural lab activities. The highest funded FFRDC in Virginia by far is the National Security Engineering Center managed for the Department of Defense by MITRE. It comprises half of all the funding for FFRDCs in the state. The fastest growing FFRDC in Virginia is the Thomas Jefferson National Accelerator Facility managed for the Department of Energy by Jefferson Science Associates, LLC and the Homeland Security Systems Engineering and Development Institute managed for the Department of Homeland Security by MITRE. Table 5: FFRDC 2015 Funding Level and Percentage Change, 2010-2015 FFRDC 2015 Funding Level Percentage Change, 2010-2015 National Radio Astronomy Observatory 89,689-34.8% Thomas Jefferson National Accelerator Facility 128,036 41.5% Center for Advanced Aviation System Development 155,696 4.0% Center for Communications and Computing 56,478-21.5% Center for Enterprise Modernization 145,442-14.7% Center for Naval Analyses 80,358-26.3% Homeland Security Studies and Analysis Institute 16,965-49.2% Homeland Security Systems Engineering and Development Institute 77,176 31.4% National Security Engineering Center 919,441-0.6% Systems and Analyses Center 157,645 1.1% Judiciary Engineering and Modernization Center 4,318-7.1% Virginia All (11) 1,831,244-3.7% Source: National Science Foundation, National Center for Science and Engineering Statistics, FFRDC Research and Development Survey FY 2010-2015 and TEConomy Partners analysis. Page 34 42

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F. Breadth and Depth of Connections across University and Federal Labs with Industry Advancing the commercialization of technology generated through university and federal lab research activities requires close interaction with industry who understands the needs of commercial and government markets and has stronger expertise in advancing new product development from prototyping to scale-up manufacturing. More and more the translation of research discoveries into commercial products is recognized as a contact sport in which industry engagement is important at all stages, even in helping to inform the questions that drive basic research as well as in guiding the focus of more applied proof-of-concept and early prototyping activities that universities and federal labs undertake to demonstrate the feasibility of new discoveries as commercially viable innovations. One way to gauge industry engagement with university research is through the level of research funding provided. As mentioned earlier in the sources of funding, Virginia overall lags the nation in the level of business funding of university research, but a closer examination shows that several research fields stand out. Virginia universities received substantially more than its average of 4.1% of business funding for university research over the 2010-2015 period in the following areas: 10% in mechanical engineering 9.5% in aerospace engineering 8.9% in chemical engineering 7.7% in electrical engineering 6.8% in civil engineering 5.9% in medical sciences 5.3% in other environmental sciences Still, as shown in Table 6, these research fields receiving a higher level of business funding for university research than Virginia s state-wide average still are just even with or lag behind the U.S. average in nearly every field, except electrical engineering where Virginia s 7.7% business funding of university research is slightly ahead of the U.S. average of 7.3%. There were a few research fields in Virginia that did exceed the U.S. average for business funding of university research over the 2010 to 2015 period. Astronomy stood as the research field where Virginia outpaced the nation the most, with business funding standing at 4.7% compared to 1.9% nationally. Other physical sciences, involving multidisciplinary activities, also stood out for Virginia with 4.1% of research funding for Virginia universities coming from business sources compared to a national average of 3.1%. Chemistry was the only other research field in which Virginia had a slight edge on the U.S. average (4.4% vs 4.0%). Page 36 42

Table 6: Share of Business Funding for University Research Over 2010-2015 Period, Virginia and U.S. Research Field Cumulative 2010-2015 Level of Business Funding ($ thousands) VA Business Funding Share of Total R&D for Research Field US Business Funding Share of Total R&D for Research Field Mechanical Engineering $37,900 10.0% 10.1% Aerospace Engineering $5,779 9.5% 9.8% Chemical Engineering $5,463 8.9% 15.4% Electrical Engineering $31,629 7.7% 7.3% Civil Engineering $25,925 6.8% 7.8% Medical Sciences $113,020 5.9% 6.8% Other Environmental Sciences $1,093 5.3% 5.4% Astronomy $2,107 4.7% 1.9% Chemistry $8,790 4.4% 4.0% Agricultural Sciences $27,571 4.3% 4.4% Materials Engineering $7,028 4.3% 14.5% Other Physical Sciences $393 4.1% 3.1% Other Engineering $10,287 3.6% 7.4% Computer Sciences $6,231 2.5% 4.5% Earth Sciences $2,161 2.5% 5.3% Oceanography $5,374 2.4% 3.6% Other Life Sciences $3,832 2.2% 2.7% Bioengineering/Biomed Engineering $2,415 1.7% 4.7% Biological Sciences $17,789 1.5% 3.0% Physics $3,136 1.3% 1.7% Psychology $1,827 1.1% 1.5% Mathematical Sciences $538 0.7% 1.4% Atmospheric $384 0.6% 2.0% Other Sciences $675 0.5% 7.1% Total $ 331,873 4.1% 5.3% In terms of growth rates, the news is more positive for Virginia universities, since they outgrew the nation, rising 34% compared to 25%. Across research fields, a number of fields with a small to moderate base of funding grew rapidly such as Atmospheric Sciences, Aerospace Engineering, Materials Engineering, Astronomy and Other Life Sciences (nursing, public health, pharmaceutical, etc.). Among larger fields receiving business funding of more than $10 million cumulatively over the 2010-2015 period, strong gains were made by Other Engineering, Medical Sciences, Electrical Engineering, Mechanical Engineering and Civil Engineering. Page 37 42

There were several research fields in Virginia that declined in business funding for university research in Virginia, but grew nationally, including: Computer Sciences, Chemistry, Biological Sciences, Biomedical Engineering and Physics. Figure 22: Percentage Growth of Business Funding for University Research by Field, 2010 to 2015, Virginia and U.S. Virginia, Percentage Change, 2010-2015 400% 350% 300% 250% 200% 150% 100% 50% 0% -50% -100% -150% -30% -20% -10% 0% 10% 20% 30% 40% 50% U.S. Percentage Change, 2010-2015 Source: National Science Foundation, National Center for Science and Engineering Statistics, Higher Education Research and Development Survey, FY 2010-2015 and TEConomy Partners analysis. Another way to gauge industry-university/federal lab connections in research activities is through joint publications. There were 236 companies that had 10 or more publications with Virginia research institutions across universities and federal labs over the 2014 to mid-2017 period. These companies were quite diverse, with leading biopharmaceutical, nanoelectronics, defense companies, high-tech equipment and computer science companies. Among those companies with 50 or more joint publications with Virginia institutions were: Merck Company (79) Roche Holding (78) SRI International (66) Novartis (65) IMEC (63) General Electric (63) Sotera Defense Solutions (61) Leidos Inc (61) Nova Res Inc (60) Microsoft (60) Booz Allen Hamilton (56) Astrazeneca (56) Google Incorporated (53) Glaxosmithkline (50) Page 38 42

Moving into more translational research areas, the level of citations by industry of patents by universities and federal labs were not extensive, though they represent major corporations. Among those with 5 or more forward citations of university and federal lab patents invented in Virginia were: Cisco IBM General Electric AT&T Boeing Tyco Electronics Raytheon Honeywell Taiwan Semiconductor Manufacturing What is interesting is that nearly all of the industry patents citing Virginia university and federal lab patents involved industry inventors located outside of Virginia. This suggests that in-state collaborations to advance technology are not strong in Virginia across industry and universities/federal labs. For biomedical development, it is also possible to see the level of collaboration on clinical trials between Virginia universities and major medical centers through analyzing the database of clinical trials maintained through NIH National Library of Medicine s clinicaltrials.gov. Since many clinical trials simply involve having a site to recruit patients, what distinguishes a close industry-university/medical center connection is when a Virginia university/medical center is cited with industry as collaborators suggesting that they are each helping to guide the conduct of the overall clinical trial. Virginia has a low level of university/medical center collaborations with industry. Among active clinical trials, out of 4,682 clinical trials started since 2010 with sites in Virginia, 81 or 1.7% represented collaborations of industry with university/medical centers in Virginia. This low level is generally found across disease areas, though 4% of the 470 metabolic/nutrition clinical trials with sites in Virginia and 2.7% of the 436 central nervous system clinical trials with sites in Virginia represented collaborations between industry and university/medical centers. Where Virginia stands out is in the number of clinical trials in which universities/medical centers in Virginia are the principal investigator (or what is termed lead sponsor). Out of the 4682 clinical trials since 2010 with sites in Virginia, just over 10% were led by a Virginia principal investigator at a university or medical center in the state. Metabolic/nutrition clinical trials stand out with 17.7% led by a Virginia principal investigator and central nervous system clinical trials (436 since 2010) had 12.8% being led by a Virginia principal investigator. Page 39 42

G. Summary of Quantitative Analysis The results of this initial analysis of Virginia s innovation ecosystem capacity and dynamics suggests that despite a solid base of advanced industry in the state and the strong presence of federal intramural labs and FFRDCs, Virginia has at best a mixed performance across its overall innovation ecosystem. While there are notable bright spots, there are areas of deficiency and disconcerting trends. Figure 23 summarizes the findings from this broad view of Virginia s standing in innovation ecosystem capacities. Figure 23: Virginia s Performance Across Innovation Ecosystem Capacity Measures Page 40 42