Technology and Innovation Commons^™

From Innovation To Impact: Evaluation Of The Shape Accelerator Cohort, Iryna V. Lendel, Chloe Wieber

Upjohn Institute Technical Reports

The Solutions Hub for an Alternative Packaging Ecosystem (SHAPE), a Michigan-Ohio partnership operated by the Michigan State University Research Foundation as part of a National Science Foundation Regional Innovation Engine, co-funded a special cohort of the NextCycle Accelerator focused on sustainable packaging and circular economy ventures. This report evaluates how the accelerator contributed to firm-level advancement and ecosystem-level change, drawing on program data and interviews with participating companies, program facilitators, stakeholders, and SHAPE management.  Participants most consistently credited coaching, network connections, and the Pitch Showcase with meaningfully impacting their business trajectory, gaining market traction, advancing technology readiness, and gaining access …

Power Of Connection: China’S New Paradigm For Open S&T Cooperation Via Global Networks Of Young Scientists, Meng Wang, Shaoshan Liu, Siok Yee Chan, Chunbo Gao, Francesco Maurelli, David Govoni

Bulletin of Chinese Academy of Sciences (Chinese Version)

As China rises in the global innovation landscape, relying solely on attracting talent back home (“bringing in”) is no longer sufficient to meet the demands of the new stage of S&T development. Greater emphasis must be placed on “going out” to strengthen the influence in international rules and standards. Early-career scientists, at the peak of creativity and international mobility, are the pivotal group driving this transition. This study proposes a four-in-one framework, Talent–Open Source–Standards–Scenarios, which highlights leveraging global youth science networks to transform engineering practices into contributions to international rule-making. In terms of implementation, the study takes the Global Young …

Refereed Research - Indispensable Yet Not Fully Legitimate: Street Markets As Invisible Subsistence Infrastructure, Raji Srinivasan, Maria C. Merino

Subsistence Marketplaces

Street markets are key provisioning systems across the Global South, supplying fresh food, employment, and retail access absent formal infrastructure. Yet despite street markets’ functional indispensability to millions of low-income consumers, their legitimacy is chronically contested, affirmed by vendors and communities yet challenged by planners, developers, and state authorities who apply formal-economy criteria in evaluating them. We theorize this as a legitimacy paradox and ask what structural mechanisms sustain it? Using composite vignettes grounded in fieldwork, we theorize three mechanisms. First, visibility without recognition: street markets are hyper-visible yet excluded from cognitive templates of legitimate, formal retail. Second, asymmetric essentiality: …

C.S.A. Assessment - Tamp Family Health Center Portal, Delante Clark

Graduate Scholarship and Creative Works

This C.A.S. assessment evaluates how the Tampa Family Health Centers website influences userattention, cognitive processing, information accessibility, navigation efficiency, and digital user experience.The assessment examines whether the platform supports intentional engagement and informed decision-making while minimizing cognitive overload, distraction, confusion, and unnecessary attentional demands.

TFHC serves as a healthcare access portal providing appointment scheduling, patient resources, providerinformation, healthcare services, MyChart access, payment services, and community health resources.These functions make attention management and information clarity critical to successful user outcomes.

The Impact Of Local Content Requirements Policy For 4g Lte Cell Phones On The Performance Of The Indonesian Telecommunications Industry, Gary Dabelza Abi, Mohamad Dian Revindo, Indri Br Situmorang

Journal of Strategic and Global Studies

This study examines the impact of Indonesia's 2017 tightening of Local Content Requirements (LCR) for fourth-generation long-term evolution (4G LTE) mobile phones on firm performance in the telecommunications manufacturing industry, a setting characterized by a large domestic market but limited upstream electronics capability. Using firm-level data from the 2016 Economic Census and the 2017-2018 Large and Medium Manufacturing Survey, we examine the effects of raising the minimum LCR threshold from 20% to 30% on firm output, labor productivity, imported input intensity, and foreign capital ownership through pooled regressions with firm-level controls. The results show that the stricter LCR threshold is …

Stop Blaming My Users: Illumination Of The Technocentric Mythos Bias, Ervin H. Frenzel, Richard Lightcap

Journal of Cybersecurity Education, Research and Practice

 Abstract -This conceptual essay addresses the need for systemic and systematic transdisciplinary analytical techniques within cybersecurity and technical security. This conceptual essay is contingent upon recognition that cybersecurity is not simply technical in nature, it does not need an adversary, and more importantly it is based upon systems engineering and systems thinking.  The essay contributes a socio-technical attribution chain and field-specific ontology/taxonomy which distinguish user-triggered events from root causes, latent conditions, technical debt, validation failures, governance failures, and attribution bias before assigning responsibility to end users. It systematically defines an ontology inclusive of developer technical debt, organizational debt arising from …

Mission-Oriented Technological Innovation Systems: Historical Evolution And Model Characteristics, Yang Haodong, Jin Chen, Gaofeng Wang, Chen Wang, Li Liu

Bulletin of Chinese Academy of Sciences (Chinese Version)

Mission-oriented innovation, as a strategic approach to addressing significant challenges, has gained extensive practical experience globally. However, the agenda-setting and realization processes remain a complex, underexplored area. This study, based on national innovation system theory, analyzes mission-oriented technological innovation systems through a historical and comparative lens. According to the orientation and focus of their missions, eight representative cases from China and abroad are classified into three generational categories. The study examines the structural characteristics of different innovation system models across five analytical dimensions: mission formulation, innovation actors, system architecture, policy instruments, and functional outputs. The conclusions underscore the need for …

The Personality Profile Of Entrepreneur And Business Leader Elon Musk, Amelia Brower, Aubrey Immelman

Psychology Faculty Publications

This paper presents the results of an indirect personality assessment of entrepreneur and business leader Elon Musk, from the conceptual perspective of personologist Theodore Millon.

Psychodiagnostically relevant data relating to Musk were collected from biographical sources and media reports and synthesized into a personality profile using the Millon Inventory of Diagnostic Criteria (MIDC), which yields 34 normal and maladaptive personality classifications congruent with DSM-III-R, DSM-IV, and DSM-5-TR.

The personality profile yielded by the MIDC was analyzed in accordance with interpretive guidelines provided in the MIDC and Millon Index of Personality Styles (MIPS) manuals. Musk’s primary personality patterns …

Patent Regime Shift And Firm Innovation Strategy: Evidence From The Second Amendment To China's Patent Law, Tony W. Tong, Wenlong He, Liang Chen, Zi-Lin He, Jiangyong Lu

Research Collection Lee Kong Chian School Of Business

Research Summary: While changes in intellectual property rights (IPR) protection significantly shape firm innovation, the mechanisms driving firms' responses remain poorly understood. Leveraging the Second Amendment to China's Patent Law, which strengthens appropriability particularly for state-owned enterprises (SOEs), as a natural experiment, we show that stronger IPR has mixed effects on SOEs' innovation. While SOEs increase the rate of innovation subsequent to the Amendment, they shift the direction of innovation toward more familiar areas in which they face a lesser need to adjust existing routines. This directional change suggests a quality decline in SOEs' innovation that may be attributed to …

Governing Algorithmic Attention: Attention Safeguard Models And The Cognitive Attentional Standard As System Level Interventions In Human Computer Interaction, Behavioral Economics, And Artificial Intelligence, Delante Clark

Graduate Scholarship and Creative Works

Algorithmic recommendation systems and interface designs shape attention by combining visually salient cues with uncertain reward timing and low friction interaction. These conditions can sustain anticipatory checking, extend time on task, and reduce natural disengagement points through patterns such as infinite scrolling and autoplay. This paper synthesizes research across neuroscience, human computer interaction, behavioral economics, and artificial intelligence to argue that attention capture is a predictable outcome of incentive driven design rather than an individual failure of self regulation. It advances the Attention Safeguard Models and the Cognitive Attentional Standard as system level interventions that regulate exposure conditions, pacing, and …

Algorithmic Monocultures In Hiring, Rishi Bommasani, Sarah H. Bana, Kathleen A. Creel, Dan Saul Jurafsky, Percy Liang

Economics Faculty Articles and Research

Many employers screen job applicants with algorithms built by the same few algorithm vendors. We hypothesize that algorithmic monoculture leads to the same individuals and members of the same racial groups facing rejection. We acquire and analyze a novel dataset of 3 million applicants submitting 4 million applications where all the applications are screened by algorithms built by the same vendor. We find clear racial disparities in applicant outcomes. Of all applications submitted by Asian and Black applicants, 14.74% and 25.87% are submitted to positions that adversely impact Asian and Black applicants, respectively, according to U.S. employment discrimination standards. Individuals …

Innovation Hubs In Mountain West Cities, 2025, Cason Noll, Sean Curry, Olivia K. Cheche, Caitlin J. Saladino, William E. Brown Jr.

Economic Development & Workforce

This fact sheet presents data on 20 innovation-dense Mountain West cities across Arizona, Colorado, Nevada, New Mexico, and Utah. The CommercialCafe report, “Santa Clara, Berkeley & Tempe Lead Among Western Innovation Hubs,”  uses 15 indicators to rank 63 western cities for innovation hub activity across three categories: employment and talent, education, and business activity.

Towards An Inclusive Labour Market: Skills For The Future, Eva Erjavec

Economic and Business Review

In the transition to a knowledge-based society, human capital has become a key driver of economic growth, innovation, and social progress. As industries evolve and new technologies reshape labour markets, the development of future skills plays a crucial role in ensuring workforce adaptability, productivity, and long-term competitiveness. A bibliometric analysis aims to examine the importance of human capital for economic growth and the transition to a knowledge economy, synthesizing existing research and academic discussions. By systematically reviewing the literature, this paper seeks to provide insights into how skills and education contribute to sustainable economic development and social resilience. Furthermore, it …

Patent Analyses And Technology Forecasting: Advances Into Artificial Intelligence Technologies, Sarah Over, Emma Jiren Wang, M. Shehryar Khan

Journal of the Patent and Trademark Resource Center Association

For several decades, patents have been utilized in analyzing technology and forecasting future trends. Historically, this has been done via keywords, citations, and some bibliometric approaches. The efficiency that is promised by artificial intelligence (AI), machine learning, natural language processing, and related technologies has also heavily entered the domain of intellectual property. There is a growing body of research that is using AI technologies to analyze, learn, and make predictions for patents. Some of the most common applications in practice are those that assist searchers and examiners in review of patents. Journals such as World Patent Information have even developed …

Hallucinations And Hits: Generative Ai Patent Searching Performance, Pitfalls, And Library Best Practices, Aidan J. Whitlock, Denise A. Wetzel

Journal of the Patent and Trademark Resource Center Association

One of the most challenging aspects for inventors seeking to obtain a patent is conducting an effective preliminary prior art search. The process requires specialized skills and experience to assess the relevant information that many novice inventors do not possess. However, artificial intelligence (AI) tools and Large Language Models (LLMs) offer potential new ways of accessing legal and technical expertise. This study surveys five popular publicly available LLMs ability to aid in conducting a preliminary prior art search. A list of best practices and strategies for using AI tools to conduct preliminary patent searches are outlined at the conclusion of …

Mass Produced: Using Local Historical Patents And Trademarks As Outreach Tools, Brendan Kelly, Rebecca Reznik-Zellen, Lisa Di Valentino

Journal of the Patent and Trademark Resource Center Association

Historical patents and trademarks are an effective way to showcase the industries critical to the development of a region. The UMass Patent and Trademark Resource Center, based out of the Science and Engineering Library of the University of Massachusetts Amherst, created an exhibit focusing on four different industries integral to the development of Western Mass, and the patents and trademarks associated with them. We hosted an opening reception attended by campus members interested in innovation and entrepreneurship, as well as community patrons interested in the industrial history of the region. As many regions around the United States have their own …

Determinants Of Public Trust In E-Government: A Comprehensive Review And Conceptual Framework Over The Past Decade, Andrean Nathaniel, Sumartono Sumartono, Abd. Qadir Muslim

BISNIS & BIROKRASI: Jurnal Ilmu Administrasi dan Organisasi

The evolution of digital governance has heightened the strategic significance of public trust in the implementation of e-government. Despite numerous empirical investigations, the results concerning the factors influencing trust remain fragmented and largely centered on technological aspects. This study seeks to systematically identify, categorize, and synthesize the determinants of trust in e-government through a structured literature review of 21 Scopus-indexed articles published between 2015 and 2025. Utilizing an evidence-based synthesis methodology, the study organizes determinants of trust into four main categories: citizen-related, technological, institutional, and risk-related factors. The findings indicate that technological and citizen-related factors are the most significant predictors …

Jadughar: The House Of Magic, Dhruvi A. Shah

Masters Theses

Jadughar or the House of Magic is what people call a 'museum' in parts of South Asia. The practice of museum making, at its origin, is the act of collecting, preserving, interpreting and representing a culture’s tangible and intangible heritage to make it accessible to diverse audiences. Since the early 19th century such practices have been performed at various kala bhandars (art centers) in India, without the need of a formal or institutional organisation. The British introduced the model of a ‘museum’ in South Asia, with the aim of not only preserving ethnographic collections, but also showcasing their power and …

The Offense-Defense Balance And The Modern System In Ukraine, Daniel Hogestyn

Master in Public Policy Theses

This thesis evaluates whether the Russo Ukrainian war represents a revolution in military affairs (RMA) by testing Stephen Biddle’s "modern system" theory of battlefield outcomes against recent combat operations. Applying Biddle’s formal model to the 2023 Ukrainian offensive in Zaporizhia, the thesis finds that the offensive's failure conforms closely to Biddle’s causal logic, with force employment variables drawn from 20th century combat sufficient to account for the outcome. Biddle's model in military power argues that force employment has explained victory and defeat since World War I, rather than technology or numerical preponderance alone. Many commentators claim that proliferation of small …

Silicon Rivalry: Understanding The U.S.-China Ai Competition In Southeast Asia, Daniel Christopher Kent

Master in Public Policy Theses

In the rising global strategic competition between China and the United States, artificial intelligence (AI) has taken on a special significance given its potentially transformative impact upon economics and security. Yet while the dialogue around the “AI race” is typically centered on foundational model capability enhancement, application in security contexts, and chip design and manufacturing, there is much less attention paid to its impact on geopolitics. In particular, AI diplomacy—the work of a state to spread its model of AI governance, evangelize its AI companies, and develop critical AI interdependencies and linkages around the world—is far less studied. Nowhere is …

The Efficacy Of Emotional Reframing As An Intervention To Promote Adult Transformational Growth, Linda Rossetti

Educational Studies Dissertations

This study investigates the underexplored relationship between adult developmental growth and emotions. Developmental growth requires an individual to respond to self-concept instability by adopting new meaning structures and navigating oppositional emotions. This quantitative study examined the relationship between an emotional reframing intervention and perspective shifts, an indicator of developmental progression. Data collected on three college campuses in the 2024-2025 academic year revealed a strong positive relationship between the intervention and perspective shifts, as evidenced by differences in pre- and post-assessment responses within the studied population, both in aggregate and in specific use cases. The findings contribute to three academic arenas: …

The Role Of Ceo Biases And Heuristics For Large Firms’ Innovation, Cristina O. Vlas, Radu E. Vlas

International Journal of Applied Management and Technology

Do different CEO biases affect large firms’ innovation differently, and to what extent are these effects bounded by CEOs’ heuristics? In this article, we highlight overlooked antecedents, such as the biases imposed by CEO narcissism and self-monitoring and the heuristics driven by CEOs’ motivation (regulatory foci) for certain courses of action. We found that narcissistic CEOs differ from self-monitoring CEOs when it comes to innovation. We found that, for self-monitoring CEOs, these effects are conditioned by the individuals’ underlying promotion and prevention motivation, but this is not the case for narcissistic CEOs. These findings contour our understanding of the immutability …

Ai Is Taking Over!: A New Generation Of Unemployment Fears, Amaya V. Hepburn

Student Scholar Symposium Abstracts and Posters

The growing panic surrounding AI taking over the workforce is strong in a distinct group of demographics, in contrast to the fear of computers taking over the workforce that was seen in previous generations. This suggests that AI developments have sparked a wave of fear that is unlike the fear of tech developments in the past. I have discovered that this fear is prevalent across several demographics: age, employment, and income. By cross-analyzing through the 2017 and 2025 fear surveys, I discovered that fear of AI is more prevalent in younger generations and is more threatening to students entering the …

Objects In The Sunset, Iskander Guetta

Masters of Environmental Design Theses

This research explores everyday design practices in the Maghreb shaped by economic, political, and ecological struggles amid transnational debates on decolonizing design. To do so, it looks at objects in, through and with the sunset. Taking المغرب — the place where the sun sets — as a conceptual lens, Objects in the Sunset illuminates the savoir-faire born from dispossession, scarcity, and epistemic violence. Working across different scales of the built environment — infrastructures, spaces, objects, and materials — it shifts design away from Eurocentric conceptions: from rationalization to resourcefulness, homogeneity to heterogeneity, optimization to adaptation, disposability to repair, and universal …

Trust Migration In The Digital Era: Information Regimes And The Transformation Of Buyer–Seller Relationships, Stephen C. Carlson

Atlantic Marketing Journal

Business-to-business selling is being reshaped by rapid advances in digital platforms, enterprise systems, analytics, and artificial intelligence. Organizational buyers increasingly rely on algorithmic tools, peer communities, institutional certifications, and automated evaluation systems before engaging directly with sales representatives. Yet much of the buyer–seller trust literature continues to emphasize interpersonal communication quality, listening behaviors, and individual credibility as primary drivers of relational success.

This article argues that the central transformation in contemporary selling is not the erosion of trust, but its relocation. As technological infrastructures evolve, trust progressively migrates from individual sales representatives to organizational systems, platforms, governance mechanisms, and algorithmic …

A Meta-Analysis Of Corporate Innovation Intention And Its Driving Mechanisms, Yaping Hu, Xuerong Shen, Yi Zheng

Journal of Scientific Information Research

[Purpose/significance] Stimulating corporate innovation intention is a pivotal issue for promoting innovation. However, the academic discourse on its key drivers presents significantly divergent and even contradictory conclusions, leading to theoretical ambiguity and practical guidance challenges. This study aims to systematically and quantitatively integrate empirical research in this field to clarify the true effects of core driving factors and their operational boundaries. [Method/process] Adopting a meta-analysis approach, this study systematically retrieves and screens literature, ultimately analyzes 29 empirical studies and examine four potential moderating variables which include location, data type, industry, and culture. [Result/conclusion] The study finds that government support, internal …

Techno-Imagination: Elevating Creativity Through Xr And Ai, Christopher Spitzer

Creativity and Change Leadership Graduate Student Master's Projects

Techno-Imagination: Elevating Creativity Through XR and AI explores the history of creativity and computing technology, supported by research and academic literature, and looks at the possibilities of a convergence between the two. In parallel, a brief biographical story of the author shares how a passion for creativity emerged, along with a growing interest in science and technology—specifically extended reality—which ultimately came together in the creation of this master’s project. The project also highlights how the Creative Problem Solving (CPS) process was used alongside AI bots and twenty research-based creative thinking skills in developing the business model canvas. Finally, the outcome …

When Mac Shouldn’T Smile Back: Anthropomorphic Logo And Effect On Consumer Perceptions Of Generative Artificial Intelligence, Ainsley E. Ballard

Honors Scholar Theses

Drawing on prior research suggesting that anthropomorphic design can increase trust, liking, and perceived competence, this research investigates whether these effects extend to generative artificial intelligence logos. A three-group between-subjects study was conducted to examine how varying levels of logo anthropomorphization influenced consumer perceptions of an artificial intelligence brand. In being assigned to one of three logo conditions, humanoid (high anthropomorphism), animalistic (moderate anthropomorphism), or nature/geometric (low anthropomorphism), participants evaluated the new logo across multiple dimensions, including liking, brand fit, trustworthiness, and willingness to buy. Contrary to the initial hypothesis, the low anthropomorphism condition consistently received the most positive ratings, …

From Clicking To Committing: Psychological Distance And Persuasion In Online Animal Adoption Platforms To Enhance Shelter Visitation, David Goodweather

Graduate Theses and Dissertations (2019 - present)

Online animal shelter platforms have become a primary channel through which potential adopters view and evaluate adoptable animals, yet many users do not progress from online engagement to visiting a physical shelter. The dissertation examines how online pet viewing translates into intention to book a shelter visit by focusing on the roles of psychological distance and persuasive influence cues within a high-involvement decision context. Drawing on Construal Level Theory and persuasion research, a sequential process is proposed in which sustained interaction with pet profiles reduces distance-related abstraction, increasing receptivity to influence cues that facilitate movement from initial assessment to action. …

Long Run Effect Of Industrial Place-Based Policy On County Level Complexity, An Investigation Of The Tennessee Valley Authority, Anita Ifeyinwa Umunnah

Master's Theses

This paper studies the long-term effects of large federal investments in place-based industrial policies on regional economic development, contributing new evidence on how industrial policies shape regional local productive capabilities over time. While extensive research show that industrial policies impact regional development by advancing productive technology (capabilities), the fundamental question remains how to measure this technological transformation. The study employs the use of Economic Complexity Index (ECI) as a measure of “technological advancements” resulting from large federal investments in place-based industrial policies. Previous evaluations of such investment were based on livelihood, employment and income outcomes, with productive capability of receiving …