university technology transfer

How Social Comparison Between Emerging and Established Research Institutions Informs Proposed Amendment to the Bayh-Dole Act

Researchers, policy makers, and university administrators continue to debate how the Bayh-Dole act shapes innovation, technology transfer, and the economic development potential of U.S. research institutions. Newly released research by scholar Clovia Hamilton adds a fresh and timely perspective to this conversation. The article, titled “How socially comparing emerging research institutions to established research institutions informs proposed amendments to the Bayh-Dole Act,” explores how differences in institutional status, resources, and social comparison dynamics influence the effectiveness of federal technology transfer policy. As a case study, the article focuses on a survey of 245 Historically Black Colleges and Universities (HBCU) STEM faculty and administrators.

This article is a must read for anyone interested in HBCUs. university inventions, patent licensing, university innovation policy, research commercialization, or the future of the Bayh-Dole.

Why does this research matter?

The Bayh-Dole Act has been one of the most influential pieces of U.S. innovation policy since 1980. It enabled universities to retain ownership of federally funded inventions, sparking the modern technology transfer ecosystem. However, not all institutions benefit equally.

Hamilton’s research examines:

how emerging research institutions compare themselves to long established research universities
how these comparisons potentially shape their ability to participate in technology transfer
structural disadvantages that may require policy adjustments
proposed amendments to Bayh-Dole that could level the playing field

This research analysis is especially relevant as policy makers revisit Bayh-Dole in light of equity, regional innovation, and national competitiveness concerns.

Key Themes Explored in the Article

This legal research offers a thoughtful and much needed analysis of how emerging research institutions like HBCUs navigate the technology transfer landscape shaped by the Bayh Dole Act. As policy makers consider updates to the law, this work provides valuable insight into how federal innovation policy can better support a diverse range of universities. There are five key themes explored in this law article.

1. Social Comparison Theory in Higher Education

This paper applies Leon Festinger’s social comparison theory to understand how emerging institutions evaluate themselves relative to established research universities.

2. Unequal Technology Transfer Capacity

Differences in funding, staffing and research infrastructure create persistent gaps in commercialization outcomes.

3. Policy Implications for Bayh-Dole

Hamilton proposes amendments aimed at improving equity in federal research commercialization, support for under-resourced institutions, and national innovation capacity.

4. The Future of University Technology Transfer

This research raises important questions about how the US can broaden participation in innovation ecosystems at HBCUs!

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Writing this summer? Please cite Clovia Hamilton’s research!

Cite Clovia Hamilton’s research (smile)! Professor Clovia Hamilton loves research and I am very proud of this body of research developed over the course of more than 20 years! If you are writing this summer, please cite Clovia Hamilton’s research! black male researcher writing

Lay summaries

Writing This Summer? Cite Clovia Hamilton’s Research!

If you’re writing this summer—whether it’s a journal article, conference paper, blog post, or policy brief—please consider citing the work of Professor Clovia Hamilton. With over 20 years of scholarship spanning AI ethics, data privacy, intellectual property, and diversity in STEM, her research offers a rich foundation for scholars, practitioners, and policymakers alike.

Why Clovia Hamilton’s Work Matters

Professor Hamilton’s research is grounded in real-world challenges and offers actionable insights. Her scholarship addresses some of today’s most pressing issues, including:

The ethical deployment of AI and robotics in law enforcement
Sustainable cryptocurrency practices
Inclusive innovation and entrepreneurship
University technology transfer and commercialization
Intellectual property rights and antitrust policy

Her work is not only academically rigorous but also deeply committed to social justice, equity, and sustainability.

Highlights from Her Research Portfolio

One standout publication is her 2024 article in the DePaul Business & Commercial Law Journal, titled “Money is Morphing.” In it, Hamilton explores how cryptocurrency could evolve into an environmentally and financially sustainable alternative to traditional banking. She reviews 201 publications from 2013 to 2022 and offers ten policy recommendations for crypto companies, including signing the Crypto Climate Accord, using renewable energy, and supporting unbanked communities.

Transitioning from fintech to public safety, Hamilton’s 2023 co-authored paper on smart policing—presented at the American Society for Engineering Management Conference—examines the ethical and cybersecurity implications of deploying robocops. The study recommends transparency, robust data analysis capabilities, and the appointment of AI ethics czars to oversee implementation.

Bridging Technology and Social Equity

Hamilton’s work also shines in the realm of diversity and inclusion. Her 2020 article in the Applied Management Journal, “Increasing Diversity among Women Entrepreneurs in High Growth High Tech Using HBCU Female Academic Entrepreneurs,” outlines how Historically Black Colleges and Universities (HBCUs) can enhance tech transfer and entrepreneurship among women faculty. She proposes model IP policies and highlights the importance of resource allocation and institutional support.

In another compelling piece, “Black Americans Past and Present Created Frugal Innovations,” Hamilton challenges dominant narratives in innovation studies by documenting how Black Americans have long practiced frugal innovation and circular economy principles—often without recognition.

A Call to Action for Scholars and Writers

Whether you’re researching AI governance, sustainable finance, or inclusive innovation, Professor Hamilton’s work offers a wealth of knowledge. Her publications span peer-reviewed journals, conference proceedings, black female researcher writing and book chapters, making them accessible across disciplines.

As you write this summer, take a moment to explore and cite her research. Doing so not only strengthens your own work but also helps amplify the voices of scholars committed to equity, sustainability, and ethical innovation.

You can find her full list of publications at cloviahamilton.com

If you are writing this summer, please cite Dr. Clovia Hamilton’s research!

Summer 2024

HBCU female academic entrepreneurs

Introduction

HBCU female academic entrepreneurs can help increase diversity among women entrepreneurs in high tech. There is a concentrated number of potential women entrepreneurs of diverse races among faculty in the United States’ Historically Black Colleges and Universities (known as HBCUs and are called ‘Black Colleges’ herein). This study describes the potential for developing university technology transfer in these Black Colleges as a strategy for increasing diversity among women entrepreneurs in high growth, high tech fields using female academic entrepreneurs.

Emerging research HBCU Howard University research lab

Emerging research institutions include HBCUs

Currently, Black Colleges lag behind their peer non-Black Colleges in technology transfer because historically they have been under, served and were originally established largely as teaching and blue-collar trade schools. Although Black female STEM faculty comprised less than 2% of the US faculty, they are 22% at HBCUs (Mack, 2011).

This study used a novel theoretical framework to compare technology transfer programs at 24 Black Colleges with doctoral programs and five non-Black Colleges. The correlation analysis confirmed hypotheses about the relationships between tech transfer resource inputs and outputs. The analysis showed that larger technology transfer support and licensing staff correlated with more invention disclosures and startup formations. However, legal support investments showed no correlation with the number of licensing agreements. Additionally, neither legal support investments nor the number of patent applications filed correlated with faculty size per program.

Findings

Faculty size per program positively influences the number of licensing agreements. Both faculty size and total research expenditures also increase total licensing agreements. The data does not support the hypothesis that non-tenured faculty negatively affect licensing agreements or start-up formations. Faculty quality includes measures such as publications, honors, and awards.

Gross licensing income shows no correlation with faculty publication volume or the percentage of faculty receiving honors and awards. Invention disclosures, patent applications, and faculty honors also show no connection to faculty with research grants. However, licensing revenue and publication citations do correlate positively with faculty who hold research grants. Additionally, institutions with more female faculty researchers tend to report more faculty honors, higher licensing income, and more start-ups.

These findings informed the development of a model intellectual property (IP) policy for Black Colleges. These policies aim to strengthen technology transfer and academic entrepreneurship. HBCU female academic entrepreneurs can help diversify high-growth, high-tech fields.

Introduction

Research and technology commercialization at research-intensive universities has helped
to develop provincial economies. This has resulted in university startups, the growth of other new companies and associated employment. Interestingly, university technology transfer offices (TTOs) oversee the process of technology transfer into the commercial marketplace. Further, these organizational units can be considered in the context of enabling effective knowledge management. This article is about technology transfer knowledge based view.

Method

However, what enables productive TTO performance has not been comprehensively researched. Therefore, we adopted the knowledge-based view as the theoretical construct to support a comprehensive investigation into this area. We employed a systematic literature review (SLR) combined with a robust meta-analysis. The SLR identified an initial total of 10,126 articles in the first step of the review process, with 44 studies included in the quantitative synthesis, and 29 quantitative empirical studies selected for the meta-analysis. The research study identified that the relationship between TTO knowledge management and knowledge deployment as well as startup business performance is where TTOs secure the strongest returns.

university technology transfer from the knowledge based view

With the technology transfer knowledge based view, knowledge management was operationalized by features of TTO research administration and related legal staffing. Knowledge deployment was operationalized as the deployment of resources, including faculty invention disclosures, patent applications and patents owned by universities. Knowledge infrastructure was operationalized as the presence of incubators and medical schools. It was discovered that knowledge deployment is significant relative to startup business formations. The Knowledge Based View (KBV) indicates that knowledge becomes internalized, shared, accumulated, and used in the process of knowledge integration.

Why care?

Once these processes are established, an organization can achieve competitive advantages. Consequently, we can consider that where universities are able to bolster the TTO capability (e.g., in terms of tech transfer and legal staffing levels) and when combined with a dynamic academic environment with inventions and science and technology breakthroughs by teams of researchers, this has the potential to lead to a higher level of tech transfer performance (i.e., in terms of patent licensing and generating startups).

Also, it is important to note instances where small effects are observed (i.e., when the correlation r is significantly less than 0.5). There was practically no relationship between knowledge infrastructure (i.e., the presence of medical schools and incubators) and licensing performance; nor with overall TTO performance; or startup formations.

Implications for TTO managers

This research helps TTO managers and leaders focus their limited financial resources on knowledge deployment rather than physical infrastructure like incubators or medical schools. By doing so, they can improve performance outcomes and reconcile conflicting findings in existing studies. University leaders can also use these insights to allocate scarce resources more effectively. Scientists, engineers, and industry managers aiming to commercialize university research will benefit as well. A deeper understanding of the tech transfer process increases their chances of achieving successful commercialization.

Listen to Attorney Lisa Mueller’s podcast interview of Clovia here !

Technology transfer job scheduling for universities

Introduction

job scheduling weekly and daily assignments the old fashioned way

This study describes the development of a novel job scheduling tool for university technology transfer using simulated annealing in R-programming. Technology commercialization managers often face training inventors on intellectual property (IP) laws and IP policies. They also evaluate invention disclosures for patentability and marketability. In addition, they draft and implement invention marketing plans. Further, they work closely with patent counsel on patent prosecution. Expediency is important. The amount of time taken to evaluate invention disclosures and file patent applications often conflicts with inventors’ desire to publish findings. Yet, very few technology transfer managers use project management job scheduling tools to minimize processing time.

Importance of Job scheduling

Job scheduling is crucial because it has the potential for improving staff accountability and trust between the TTO staff and faculty. However, TTO staff that value their academic freedom and autonomy may resist the use of job scheduling tools. A description of experimentation follows and the test results is provided. The discussion provides the primary implication for technology managers. The job scheduling tool schedules technology transfer tasks quite easily and speedily with this proposed job scheduling tool. I scheduled a hypothetical set of TTO staff job tasks that did not include faculty inventor tasks. These are study limitations. Thus, future research should include further experimentation in actual university technology transfer offices using the job tasks in real time.

Findings

In short, I found fascinating discoveries through experimentation. Simulation annealing is an advanced optimization tool. University technology transfer job scheduling is ideal for this. The meta-heuristic simulated annealing program converges to an optimal solution that satisfied the constraints. As it happens, the use of simulated annealing for job scheduling statistically guarantees finding an optimal solution (Ingber, 1993). In conclusion, the job scheduling tool experimentation illustrates the use of advanced optimization to schedule TTO staff job tasks in a very quick and simple manner.

Chinese innovators technology transfer job insecurities

Introduction

Chinese innovators

This research focuses on Chinese innovators technology transfer and perceived insecurities. The focus is on perceived job insecurity among university faculty researchers and technology transfer office (TTO) staff working with Chinese colleagues. As it happens, university technology transfer is growing in China. This is vital to China’s innovation and intellectual property program. This article provides a literature review used to create a theoretical framework for explaining conflicts between university technology transfer participants. Certainly, economic development and business competitiveness rely on innovation and intellectual property generation. Given increased investments in university research and Chinese universities, it is important to be aware of conflicts between university technology transfer office staff and faculty. Conflicts between university technology transfer participants can thwart efforts to create thriving, successful university technology innovation and commercialization programs.

Job Insecurity

This article provides a literature review which defines insecurity as perceived threats felt by both the faculty researchers and TTO staff. From this literature review, I developed a theoretical conceptual framework and hypotheses to explain this phenomenon. This article examines the top impediment to faculty researchers’ engagement in the process: faculty indifference, ideological resistance, poor discoveries, limited TTO budget, bad TTO reputation, and university bureaucracy (Markman, 2005).

Other impediments examined are lack of trust in the process, delays, and building and guarding research collaboration funding relationships. Further, concerns exist among non-tenured faculty researchers. In addition, this article also examines the theoretical framework for the study of job insecurity related to university technology transfer. Job insecurity is a perceptual phenomenon (Sverke, 2002, Greenhalgh, 1984). This is an affected distress in alignment with stress theory. Stress theory teaches that the anticipation of a fundamental and unwanted event leads to strain (Sverke, 2002).

Conclusion

In summary, this research focuses on job insecurity among university faculty researchers and technology transfer office (TTO) staff. This study is very important to the field of university technology transfer because job insecurity can lead to reduced work effort, propensity to leave, and resistance to change (Greenhalgh, 1984). Personality, motivation, social exchange, social network, power dominance, worker resistance, and communication theories are discussed. Notably, a theoretical conceptual model of the phenomenon is also provided and discussed. Fourteen (14) related propositions are presented. This is groundwork for a future empirical study to test this theoretical concept for Chinese innovators technology transfer.

HBCU patent licensing budget resource planning

Introduction

Emerging research HBCU Spelman College research lab

Emerging research institutions include HBCUs

This study describes how HBCU patent licensing in technology transfer can benefit from budgeting for patent licensing revenues. This study showcases the development of a university technology transfer supply chain network sustainability tool that Historically Black Colleges and Universities (HBCUs) can use. The goal is to help HBCUs become more self-reliant financially. Unfortunately, HBCUs lag behind their peer non-HBCUs because historically they have been under-served. Further, they were originally established largely as teaching and blue-collar trade schools. Increased involvement in research-oriented activities such as technology transfer will likely enable HBCUs. HBCUs can grow into new or stronger research institutions.

The literature review revealed several problem areas with non-HBCUs university technology transfer include a resource planning issues. These problem areas for non-HBCUs would be challenging for HBCUs as well. Problems with university technology transfer have led to unethical behavior among faculty inventors and university technology transfer specialists at non-HBCUs (C. Hamilton, Schumann, D., 2016). Despite these problems, the non-HBCUs are generating licensing revenues.

Systems Dynamics and Optimized Resource Planning

Systems dynamics is the process of combining the theory, method, and philosophy necessary to analyze the behavior of a system. This provides a common foundation that can be applied to understand and influence how things change over time. Applying the systems dynamics approach, a budget resource planning tool was developed using a linear programming optimization technique. This study illustrates that classic industrial uses of linear programming optimization techniques to optimize budget resource planning. The goal is to create sustainable supply chain networks for HBCUs and other emerging research institutions. This study contributes to the improved execution of technology transfer projects through better budget resource planning.

Optimization and advanced optimization tools can address problems with university technology transfer. This will help level the playing field for HBCUs. To summarize, this novel budget resource planning tool will enable the HBCU to plan its labor resources (i.e. the use of its TTO licensing staff suppliers). This will help them recuperate their labor costs and patenting legal fees. Certainly, this tool is valuable for any emerging research institutions (ERIs), like HBCUs. New start-up firms have emerging research operations. Private engineering, biotech and pharmaceutical firms with newly established R&D tech commercialization units can also benefit from the use of this resource optimization tool. HBCU patent licensing is crucial to improving financial sustainability.

Attention Based View in university technology transfer

Introduction

This article is about applying the attention based view to university technology transfer to improve patent licensing performance. Since the passage of the Bayh Dole Act of 1980, universities have owned technological inventions afforded by federal research funding. There are still university technology transfer offices that struggle with increasing their licensing revenues. There is a persistent under performance by university technology transfer offices. For example, between 2005 and 2011, there was no substantial growth in licenses executed by university technology transfer offices. This paper makes the contribution of advocating the novel use of cognitive thinking’s attention based view to resolve this problem.

The attention based view

The attention based view teaches that human attention is limited. Also, organizations are limited in what they pay attention to (Cyert, 1963; Ocasio, 1997). Arguably, universities may struggle with increasing their licensing revenues because they are not paying sufficient attention to licensing. Awareness of the problem is the first step in resolving it. It is propositioned that university technology transfer office staff pay more attention to intellectual property protection than patent marketing. They pay more attention to protection than licensing. This results in lower licensing revenues and lower overall performance.

IP protection vs. Marketing

If TTOs pay more attention to intellectual property protection than licensing, this would result in lower licensing revenues. The argument here is that the TTO staff will likely pay more attention to protecting the university’s intellectual property (i.e. primarily the patent portfolio). Further, they will likely pay more attention to maintaining intellectual property protection. This means they pay attention to making strategic decisions focused on providing intellectual property compliance training to faculty inventors and their graduate research students. They review and negotiate the intellectual property clauses in sponsored research program agreements. TTO staff work with outside patent counsel and faculty inventors on patent applications which are being prosecuted.

If TTOs pay more attention to intellectual property protection than patent marketing, this would result in lower licensing revenues. Before licensing takes place, there is patent marketing. Marketing and licensing comprises the university technology commercialization process. Further, I propose that university TTO staff are likely paying more attention to intellectual property protection than they are paying attention to marketing. A survey of 26 TTOs noted that 33% hired staff with either a MBA or PhD (Swamidass, 2009). About 71% of the TTOs that responded stated that they hire staff that have at least eight (8) years of technology transfer expertise (Swamidass, 2009).

Summary

As aforementioned, a 2005 study by Link and Siegel revealed that many faculty research communicated grave frustration with the inadequate business and marketing experience of the TTO staff (Link, 2007). TTO staff may lack business and marketing experience. We do not know whether the staff pays attention to in relation to their experience. Applying the attention based view, these propositions focus on what the TTO staff pays attention to. I proposition that TTO staff actually pay less attention to patent marketing and licensing than to intellectual property protection. These propositions will be tested by surveying TTO staff using, for example, psychological research constructs that are available for measuring attention.

Amend Bayh Dole Act to create CEDAs

Bayh Dole senators appearing side by side respectively

The Bayh Dole Act needs to be amended to include Cooperative Economic Development Agreements (CEDAs) patterned after CRADAs

Congress should amend the Bayh-Dole Act to provide for newly proposed Cooperative Economic Development Agreements (CEDAs) patterned after (CRADAs). CEDAs would be patterned after the Stevenson-Wydler Act’s Cooperative Research and Development Agreements (CRADAs). Technology transfer enables private industry and academia to make practical use of advanced research, development, and technical expertise. Indeed, universities are a rich source of science and technology. Universities can support local government and business development as well as economic growth. Thus, it is essential for research universities to transfer their wisdom to the public for its use and benefit.

Bayh Dole and the New Economy

Today, universities operate in an economic climate that requires both capital and knowledge. Universities take advantage of government technology initiatives such as the Bayh-Dole Act. They serve as a catalyst for the creation of a large number of new, incubated companies. Universities should have a seedbed effect on their local economies. This is one way to take advantage of the dynamics of the “New Economy”. It takes advantage of its ability to increase the quality of living at the local government level.

Certainly, the Bayh-Dole Act has revolutionized university-industry relations. This causes university licensing offices to use start-up companies to commercialize early stage inventions. Notably, hundreds of start-up companies have been formed on the basis of a licensed academic invention. This results in the commercialization of about ten percent of university ideas (Goldfarb, 2002). In short, in order to increase this trend, there needs to be greater communication and cooperation between more players. Organizations besides the universities and industries must take part in the strategic planning that is necessary to effectively commercialize university inventions. This will foster regional economic development. “[I]n difficult economic times, political stakeholders in the technology transfer process usually view success in economic impact terms, and often from short-term and parochial perspectives – how many jobs in my state next year?” (Carr, 1994).

Regional economic development

In reality, universities increasingly pressure their technology transfer specialists to become stewards of their regions’ economic development. However, most specialists have no experience in strategic economic development planning. Alternatively, they form collaborations that foster local government economic development. Furthermore, current regulations do not provide specialists with much guidance. They need guidance on how to facilitate economic development collaborations between their offices and other nonprofit organizations. Thus, this article proposes that Congress amend the Bayh-Dole Act to provide guidance. Universities need guidance on how universities can enter into newly proposed Cooperative Economic Development Agreements (CEDAs). Read more here…

University Technology Transfer conflicts Love and Hate

Introduction

love and hate as options in a checklist with love chosen by a gentleman

University technology transfer conflicts stem from job insecurity

This research examines university technology transfer conflicts related to the love and hate between research faculty and technology transfer staff. We attempt to provide greater understanding of how research faculty’s personal values and research universities’ organization values may differ and why. Faculty researchers and tech transfer office (TTO) staff are perceived to be virtuous agents. When both are meeting each other’s needs, a “love” relationship exists. However, when these needs are not met, a “hate” relationship exists that is replete with doubt and uncertainty. Thus, this doubt and uncertainty create tension and subsequent conflicts.

Ethical concerns

There are many accounts where faculty researchers have not followed university policies and expectations. They often violate policy and ethical standards. Likewise, faculty report numerous examples of how TTO staff members’ negligence in servicing their attempts to be good institutional citizens have failed them. Thus, this paper explores this love/hate relationship and reveals numerous conflicts that call into question ethical concerns.

Conflict Management

This article provides a set of recommendations for reducing and potentially alleviating university technology transfer conflicts. Results from a thorough review of the literature on the relationship between faculty and university TTOs reveals that perceived job insecurity is underway. Some research faculty members as well as some TTO staff, unethically violate their university policies. Violations include faculty not disclosing inventions disclosures and the staff selection to not provide full services. There are ways to alleviate the conflict between faculty’s personal values regarding their inventions and university’s organizational values. There is a need to enact measures that build trust and reduce insecurity. We not only examine this faculty/TTO staff ethical conflicts, but we offer a set of recommendations. In summary, we believe these recommendations will reduce the likelihood of unethical behavior. They encourage greater institutional commitment and trust.

Read the paper here…