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Cognitive Load In Law Enforcement Decision Support Systems: A Human-Centered Evaluation Of Traditional And Ai-Enhanced Mdts, Benjamin Burchfield Jul 2026

Cognitive Load In Law Enforcement Decision Support Systems: A Human-Centered Evaluation Of Traditional And Ai-Enhanced Mdts, Benjamin Burchfield

Dissertations

This dissertation investigates the cognitive and usability associations of mobile data terminal (MDT) systems used by law enforcement officers during routine operational tasks. Grounded in Cognitive Load Theory (CLT), Human-Computer Interaction (HCI), and the Technology Acceptance Model (TAM), the research examines how MDT interface design and interaction methods including AI-enhanced and speech-enabled interfaces are associated with perceived cognitive workload, technology acceptance, and operational performance during simulated traffic stop scenarios. Using a framed field experiment with active law enforcement officers, the study evaluates relationships among user experience, perceived cognitive load, task performance, and officers’ willingness to adopt MDT technologies.


Jalzap: An Agile Hybrid For Ai-Accelerated Software Development, Pouya Nouri Jun 2026

Jalzap: An Agile Hybrid For Ai-Accelerated Software Development, Pouya Nouri

University Honors Theses

The rapid adoption of generative AI tools allows software teams to quickly code applications, but it comes at a cost: high scope volatility, technical debt, and unrealistic expectations, which break traditional Agile frameworks. This thesis introduces JALZAP, a lightweight, hybrid Agile framework designed to serve small, high-agility teams facing compressed timelines and unpredictable schedules. This framework was evaluated over 16 weeks through a Portland State University Capstone project working for a pre-seed startup sponsor, where a six-person team built Flowmind: an AI-powered iOS task management app meant to serve users with neurodevelopmental disorders like ADD/ADHD. JALZAP implements structural boundaries, including …


Ai-Augmented Financial Advisors: Comparing Ai And Human Analyst Investment Recommendations In Agreement, Performance, And Firm Size Effects, Crystal Chen May 2026

Ai-Augmented Financial Advisors: Comparing Ai And Human Analyst Investment Recommendations In Agreement, Performance, And Firm Size Effects, Crystal Chen

Honors College Theses

This study examines the level of agreement and performance between artificial intelligence (AI) generated investment recommendations and human analyst recommendations across U.S. publicly traded firms. Using a sample of twelve companies categorized by firm size (large, mid, and small), the study collects buy, hold, or sell recommendations from generative AI systems and human analysts. Agreement between AI-to-AI and AI-to-human recommendations is measured using Cohen’s Kappa agreement. Portfolio performance is evaluated by constructing equal-weighted portfolios for each recommendation source and size category. Risk-adjusted returns are measured using the Sharpe ratio over 1-, 2-, and 3-month periods. Furthermore, the study tests whether …


Jadughar: The House Of Magic, Dhruvi A. Shah May 2026

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 May 2026

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 May 2026

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 May 2026

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: …


Objects In The Sunset, Iskander Guetta May 2026

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 …


Practical Applications Of Artificial Intelligence For Small Business Marketing: A Literary Review & Llm Approach, Noah C. Kowalski May 2026

Practical Applications Of Artificial Intelligence For Small Business Marketing: A Literary Review & Llm Approach, Noah C. Kowalski

Honors Capstones

This Honors Capstone Research Paper examines the practical application of artificial intelligence in small business digital and social media marketing. As AI technologies become more accessible, small businesses have new opportunities to improve efficiency, enhance customer engagement, and compete more effectively in digital markets. However, there is a lack of clear guidance on how to implement these tools in a practical and cost-effective way.

This study uses a qualitative approach, combining a literature review with an applied analysis of widely used AI marketing tools including ChatGPT, Canva, Hootsuite, Buffer, Google Analytics 4, and HubSpot. These tools were evaluated based on …


The Future Of Sustainable Fashion: How Vr Can Transform Retail Into An Eco-Friendly Shopping Experience, Kaeleigh G. Stroud May 2026

The Future Of Sustainable Fashion: How Vr Can Transform Retail Into An Eco-Friendly Shopping Experience, Kaeleigh G. Stroud

Apparel Merchandising and Product Development Undergraduate Honors Theses

Exploring the influence of virtual reality (VR) on consumer behavior highlights its potential as a powerful tool for facilitating sustainable fashion practices. The primary focus of this research is to examine how VR technology affects consumers’ hedonic (enjoyment-driven), utilitarian (function-driven), social (connection-driven), and symbolic (meaning-driven) values, and how these values impact consumer satisfaction. While VR can be used as a tool to enhance consumer engagement, its potential to create a more sustainable shopping experience in fashion makes it essential for facilitating eco-friendly fashion consumption.

To understand how VR impacts consumers’ shopping behaviors, this study explores how sustainable shopping shapes consumer …


Techno-Imagination: Elevating Creativity Through Xr And Ai, Christopher Spitzer May 2026

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 …


Assessing The Viability Of Cryptocurrency As A Payment Method: A Consumer Perspective, Aadavan Dharumaiyan May 2026

Assessing The Viability Of Cryptocurrency As A Payment Method: A Consumer Perspective, Aadavan Dharumaiyan

Dissertations

The problem addressed in this study was the limited mainstream adoption of cryptocurrencies for daily retail transactions despite continued technological advancement and increasing institutional interest. The purpose of this qualitative study, grounded in Husserlian descriptive phenomenology, was to explore the perceptual and behavioral factors influencing this adoption gap. Participants were recruited using snowball sampling, resulting in eight participants divided into two cohorts: active cryptocurrency payment users (Cohort 1, n = 2) and cryptocurrency holders who did not use cryptocurrencies for payments (Cohort 2, n = 6). Data were analyzed using the Moustakas phenomenological approach to identify patterns in participant experiences. …


Technological Strategy Paths, Dynamic Capability And Innovation Performance In Complex Product Industries: A Mechanism Study Based On China’S New Energy Vehicle Industry, Fan Zhang May 2026

Technological Strategy Paths, Dynamic Capability And Innovation Performance In Complex Product Industries: A Mechanism Study Based On China’S New Energy Vehicle Industry, Fan Zhang

Dissertations and Theses Collection (Open Access)

In recent years, the new energy vehicle (NEV) industry has developed rapidly, moving from electrification toward an intelligent phase characterized by software-defined vehicles. NEV firms pursue product and technological innovation through diverse strategic paths, including internal research and development, collaborative development, and platform-based development, yet their innovation performance varies. Most extant research focuses on the industry level, offering limited insight into how, at the firm level, different technological paths shape the innovation outcomes through firms’ dynamic capabilities. It still remains unclear whether and how these relationships among paths, capabilities, and innovation outcomes differ across technological domains.

This study adopts a …


From Catching Up To Surpassing—A Multi-Case Study Of Chinese Latecomer Technology Firms, Baohua Chen May 2026

From Catching Up To Surpassing—A Multi-Case Study Of Chinese Latecomer Technology Firms, Baohua Chen

Dissertations and Theses Collection (Open Access)

In recent years, a number of Chinese latecomer technology firms have grown rapidly and, in some cases, have even moved into leading positions in global competition. As global competition is being reshaped, technologies are evolving more rapidly, and traditional catch-up paths are becoming less viable, how these Chinese latecomer technology firms catch up with leading incumbents has become an important issue in strategic management research. Drawing on the theoretical lens of asymmetrical competition, resource orchestration, and dynamic capabilities, this study adopts an Eisenhardt-style multiple-case design to conduct a longitudinal comparative analysis of six firms—Insta360, Dreame, DJI, Unitree, Transsion, and Royole—and …


From Clicking To Committing: Psychological Distance And Persuasion In Online Animal Adoption Platforms To Enhance Shelter Visitation, David Goodweather May 2026

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. …


The Digital Divide And Participation In Financial Services: A Self-Determination Theory Perspective, Melissa A. Cunningham-Sereque May 2026

The Digital Divide And Participation In Financial Services: A Self-Determination Theory Perspective, Melissa A. Cunningham-Sereque

Dissertations

The global financial technology (FinTech) market reached nearly $395 billion in 2025 and is projected to surpass $1 trillion within the next decade (Fortune Business Insights, 2025). As digital technologies become increasingly embedded in banking and financial services, this dissertation responds to calls within the Information Systems (IS) discipline to better understand digital access, inclusion, and participation in financial systems (PFS). Drawing on Conservation of Resources (COR) Theory, this study used prominent dimensions from extant digital divide literature to build a digital resource domain consisting of connectability, affordability, usability, mentality, and skill. These dimensions are proposed to influence intrinsic motivation, …


Long Run Effect Of Industrial Place-Based Policy On County Level Complexity, An Investigation Of The Tennessee Valley Authority, Anita Ifeyinwa Umunnah May 2026

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 …


Factors That Affect African American Representation In Cybersecurity Academic Programs In The United States, Damon Walker Apr 2026

Factors That Affect African American Representation In Cybersecurity Academic Programs In The United States, Damon Walker

Dissertations

The U.S. cybersecurity workforce continues to experience a critical talent shortage alongside persistent inequities in racial representation, particularly at the faculty level within higher education. This mixed-methods dissertation examines African American representation among faculty in cybersecurity academic programs designated by the National Centers of Academic Excellence in Cybersecurity (NCAE-C) and investigates the factors that influence recruitment, retention, and advancement. Grounded in a transformative research framework, the study integrates quantitative analysis of national institutional data with qualitative interviews to illuminate structural patterns and lived experiences shaping representation.

Quantitative findings revealed pronounced underrepresentation: African American faculty comprise 2.57% (130 of 5,051) of …


Technology-Driven Risk Governance In U.S. Financial Reporting: The Role Of Cybersecurity Disclosure And Regulatory Technology In Strengthening Capital Market Transparency, Kingsford Brakye, Mary Magdalene Yeboah Apr 2026

Technology-Driven Risk Governance In U.S. Financial Reporting: The Role Of Cybersecurity Disclosure And Regulatory Technology In Strengthening Capital Market Transparency, Kingsford Brakye, Mary Magdalene Yeboah

Beacom School of Business Student Publications

The rapid digitalization of the financial reporting systems has exposed the U.S. public companies to cybersecurity threats that could impair financial information integrity, the reliability of disclosure, and investor confidence. This paper examines how cybersecurity risk disclosure practices and regulatory technology adoption affect transparency and accountability in US capital markets. The study reviewed existing literature, regulatory guidance, and corporate disclosures in the filings of U.S. public companies, 2020-2026, using a qualitative analytical approach. The results show that the disclosure of cyber risk in corporate reporting is becoming visible in recent years, with the advent of new laws, such as new …


Design And Implementation Of A Customer Retention And Voice Ai System For El Nopal, Brando Medina Apr 2026

Design And Implementation Of A Customer Retention And Voice Ai System For El Nopal, Brando Medina

Undergraduate Theses

This Honors Applied Thesis documents the design and implementation of a live Customer Retention and Voice AI System for El Nopal, a full-service restaurant, to improve customer follow-up, routine communication handling, and cross-channel engagement. The project was developed for El Nopal’s Tyler Center location on Taylorsville Road and focused on building a practical artifact rather than primarily evaluating long-term business outcomes. The completed v1 system consists of three modules: a Customer Retention System centered on a QR-based VIP rewards workflow, a Voice AI System for routine phone support, and a Cross-Channel Integration Layer that connects voice interactions to CRM-based SMS …


Staging Technological Change: Media Ecology, Cultural Memory, And Fantasy Theme Analysis In The Tesla Cybertruck Unveiling, John Rodgers Apr 2026

Staging Technological Change: Media Ecology, Cultural Memory, And Fantasy Theme Analysis In The Tesla Cybertruck Unveiling, John Rodgers

Communication Theses

This thesis examines contemporary product launches as communicative events, arguing that they help shape how technological change is publicly interpreted and remembered. Drawing on media ecology and cultural memory, and using Fantasy Theme Analysis as the primary method, the study analyzes Tesla’s 2019 Cybertruck unveiling as a case of symbolic meaning-making at the moment of introduction and in its immediate circulation. The analysis identifies four dominant fantasy themes that organize the launch’s symbolic world and cohere into a rhetorical vision presenting Tesla as a disruptive actor introducing a resilient technology for an already arriving future. It then traces how that …


The Implications Of Semiconductor Export Controls On The Innovation Activity Of Domestic Manufacturers, Mary C. Compton Apr 2026

The Implications Of Semiconductor Export Controls On The Innovation Activity Of Domestic Manufacturers, Mary C. Compton

Senior Theses

This thesis examines the domestic innovation effects of the October 2022 U.S. semiconductor export controls, focusing on the tradeoff between national security objectives and firm-level competitiveness. By restricting exports of advanced chips and semiconductor manufacturing equipment to China, these controls may limit cross-border revenue opportunities and natural channels of knowledge transfer. However, the innovation response of affected firms is theoretically ambiguous: reduced access to foreign markets may depress revenues and lead firms to scale back R&D expenditures as a percentage of gross revenue, thus dampening innovation intensity, or, alternatively, firms may sustain or even increase R&D allocations to overcome trade …


The Impact Of R&D Team Diversity On Ambidextrous Innovation In Srdi Smes, Cheng Zhan Apr 2026

The Impact Of R&D Team Diversity On Ambidextrous Innovation In Srdi Smes, Cheng Zhan

Dissertations and Theses Collection (Open Access)

As a vital organizational form of R&D teams in specialized, refined, distinctive, and innovative (SRDI) small and medium-sized enterprises (SMEs), distributed teams have gradually emerged as a dynamic source of innovation for such enterprises. Against the backdrop of the (Volatility, Uncertainty, Complexity, and Ambiguity) era, markets have imposed higher demands on enterprises' innovative and sustainable development capabilities, exerting substantial impacts on the growth of SRDI SMEs. Although the distributed R&D team model, developed through continuous exploration in=132=132enterprises' innovation practices, has drawn practical and scholarlyattention for its role in shaping ambidextrous innovation in SRDI SMEs, the internal mechanism underlying the relationship …


The Impact Of Corporate Venture Capital On Financing And Innovation In Academic Entrepreneurial Firms, Tingting Luo Apr 2026

The Impact Of Corporate Venture Capital On Financing And Innovation In Academic Entrepreneurial Firms, Tingting Luo

Dissertations and Theses Collection (Open Access)

Amid the ongoing advancement of China’s innovation-driven development strategy, the effective transformation of scientific research into industrial impact has become a central concern. Corporate Venture Capital (CVC), as a strategic investment mechanism connecting industrial capital with entrepreneurial ventures, is increasingly viewed as a critical external resource for high-technology start-ups. At the same time, Academic Entrepreneurship Firms (AEFs), characterized by their deep research capabilities and original technological trajectories, play a distinctive role as knowledge suppliers in uncertain, emerging industries. However, whether AEFs can effectively attract CVC support and convert it into innovation performance remains an open empirical and theoretical question.

This …


The Impact Of Genai Guidance Strategies On Employee Ai Acceptance: A Field Experiment Based On Private Domain Marketing, Mai Chen Apr 2026

The Impact Of Genai Guidance Strategies On Employee Ai Acceptance: A Field Experiment Based On Private Domain Marketing, Mai Chen

Dissertations and Theses Collection (Open Access)

As a novel technological instrument for content production and customer communication, generative artificial intelligence (GenAI) has garnered significant attention for its value in private domain marketing. However, enterprises frequentlyencounter a paradox of high initial introduction rates coupled with a lackof substantive application. Employee apprehensions regarding the qualityof AI-generated content (AIGC) and organizational guidance strategies are critical factors impeding the realization of technological value. Drawing upon the technologyacceptance model (TAM), the unified theory of acceptance and use of technology(UTAUT), and the task-technology fit (TTF), the study constructs a theoretical model positioning corporate AI guidance strategies as the independent variable andemployee AI …


The Impact Of Targeted Marketing On The Health Of Teenagers In America: Regulatory Safeguards And Implications, Katelyn Overbay Apr 2026

The Impact Of Targeted Marketing On The Health Of Teenagers In America: Regulatory Safeguards And Implications, Katelyn Overbay

Senior Theses

The rise of digital marketing has transformed how companies engage with consumers, particularly those that fall within the adolescent age group. Teenagers represent a uniquely vulnerable demographic due to the developmental stage they are in, making them especially susceptible to targeted advertising strategies that leverage data analytics, social media algorithms, and behavioral tracking. The aim of this study is to examine the direct and indirect impacts of targeted marketing on the physical, mental, and social health of teenagers in the United States. Drawing on existing literature, case studies, recent lawsuits, and regulatory analysis, the research gathered explores how industries such …


Digital Transformation And Esg Performance In China: The Mediating Role Of Green Innovation, Zhou Yanyu Mar 2026

Digital Transformation And Esg Performance In China: The Mediating Role Of Green Innovation, Zhou Yanyu

Student Works (2020-2029)

This study explores the relationship between digital transformation and ESG performance in Chinese A-share listed companies, focusing on the mediating role of green innovation. From the view of resource-based theory, the digital transformation is found to the first enhances ESG performance and how green innovation serves as a key transmission mechanism. Using fixed-effects regression analysis based on 6,763 firm-year observations from 2015 to 2023. The empirical results indicate that digital transformation improves ESG performance by fostering green innovation, which in turn partially mediates this effect. These findings provide theoretical insights on how digital capabilities drive corporate sustainability and offer practical …


How Product Innovation And Process Innovation Impact Product Performance, Wei Wang Mar 2026

How Product Innovation And Process Innovation Impact Product Performance, Wei Wang

Dissertations and Theses Collection (Open Access)

In an increasingly competitive global market characterized by accelerating technological iteration and rapidly evolving consumer demands, innovation has become a critical means for firms to adapt to dynamic changes and achieve competitive advantage. Grounded in dynamic capabilities theory and the resource-based view, this study empirically investigates the mechanisms through which product innovation and process innovation affect product performance, drawing on survey data from 215 products. It further examines the mediating role of product flexibility and the moderating effect of product positioning. The results indicate that both product innovation and process innovation have a significant positive impact on product performance. Product …


Digital Technology Adoption And Esg Performance In Malaysia: The Role Of Board And Top Management Team, Qin Yue Feb 2026

Digital Technology Adoption And Esg Performance In Malaysia: The Role Of Board And Top Management Team, Qin Yue

Student Works (2020-2029)

Against the backdrop of advancing global sustainable development, corporate environmental, social, and governance (ESG) performance has become a key indicator of firms’ long-term sustainability and value creation. As digital transformation accelerates, leveraging digital technologies to enhance ESG performance has become a critical issue for both academia and practice. Integrating Information Asymmetry Theory and Resource Dependence Theory, this study establishes an analytical framework and empirically examines the impact of digital technology adoption on corporate ESG performance. Using a sample of non-technology listed firms in Malaysia from 2018 to 2023, this research employs a fixed-effects model. The study also investigates the moderating …


A Capability Maturity Model For Artificial Intelligence Integration In Supply Chain Management, Lordt Becklines Feb 2026

A Capability Maturity Model For Artificial Intelligence Integration In Supply Chain Management, Lordt Becklines

Dissertations

Artificial Intelligence (AI) is transforming Supply Chain Management (SCM), yet many organizations struggle to assess their readiness for AI adoption and to understand how AI capabilities develop across maturity stages. This dissertation addresses this gap by developing a Capability Maturity Model (CMM) for AI integration in SCM, grounded in Organizational Information Processing Theory (OIPT), the Resource-Based View, and related capability frameworks. The model provides a structured approach for evaluating an organization's information-processing requirements, resource configurations, and alignment needed for effective AI-enabled supply chain operations.

Using a design science research approach, the AI-SCM CMM and its associated assessment instrument were derived …