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arXiv:2606.00841

Program-Level Curriculum Analysis of U.S. Quantum Masters Degrees; Implications for Workforce Preparation

Tunde Kushimo, Bradley Holt, Muhammad Talal

physics.ed-phphysics.app-phphysics.pop-phquant-phSubmitted May 30, 2026• Announced Jun 2, 2026
arXivHTMLPDF

Abstract

Quantum technologies are increasingly recognized as a strategic priority for economic competitiveness, national security, and technological innovation in the United States. As quantum systems transition from research prototypes to deployable technologies, attention has shifted toward the preparedness of the quantum workforce, particularly the alignment between higher education and industry skill needs. While prior research has examined individual aspects of quantum education or workforce demand, few studies integrate systematic curriculum analysis with documented industry expectations. This study addresses that gap by analyzing primary U.S. masters programs in quantum science and technology, focusing on curriculum structure and skill development. Using a structured coding framework, course offerings were mapped across six quantum-relevant skill categories and aggregated to produce program-level skill profiles. These profiles were then compared with industry-identified competencies reported in recent workforce studies. The findings reveal strong emphasis on quantum theory across programs, alongside substantial variability in technical skills, applied learning opportunities, and professional development components. The results highlight areas of alignment as well as persistent gaps related to workforce readiness, cross-disciplinary integration, and emerging technological demands. This study provides a scalable framework for evaluating quantum education programs and offers evidence-based insights for curriculum design, workforce policy, and the continued development of the U.S. quantum ecosystem.

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22 pages, 2 tables, 21 figures

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Quantum technologies are increasingly recognized as a strategic priority for economic competitiveness, national security, and technological innovation in the United States. As quantum systems transition from research prototypes to deployable technologies, attention has shifted toward the preparedness of the quantum workforce, particularly the alignment between higher education and industry skill needs. While prior research has examined individual aspects of quantum education or workforce demand, few studies integrate systematic curriculum analysis with documented industry expectations. This study addresses that gap by analyzing primary U.S. masters programs in quantum science and technology, focusing on curriculum structure and skill development. Using a structured coding framework, course offerings were mapped across six quantum-relevant skill categories and aggregated to produce program-level skill profiles. These profiles were then compared with industry-identified competencies reported in recent workforce studies. The findings reveal strong emphasis on quantum theory across programs, alongside substantial variability in technical skills, applied learning opportunities, and professional development components. The results highlight areas of alignment as well as persistent gaps related to workforce readiness, cross-disciplinary integration, and emerging technological demands. This study provides a scalable framework for evaluating quantum education programs and offers evidence-based insights for curriculum design, workforce policy, and the continued development of the U.S. quantum ecosystem.
Quantum information science and engineering (QISE) is advancing rapidly, creating an urgent demand for a quantum-literate, technically proficient workforce. Despite this need, quantum education initiatives remain fragmented across regions, educational levels, and instructional approaches, which constrains their scalability and overall impact. This paper offers a structured analysis of the current quantum education ecosystem by synthesizing global initiatives, pedagogical strategies, and emerging trends. Quantum education is examined through a dual framework that considers both learner progression and instructional methodology, emphasizing the evolution of educational approaches from conceptual exposure to formal reasoning and practical application. Analysis of data from international programs and academic literature reveals key challenges, including inequitable access, absence of standardized curricula, limited empirical evaluation, and discontinuities between educational stages. Quantum education is more accurately conceptualized as a non-linear ecosystem rather than a traditional pipeline, characterized by multiple entry points, feedback mechanisms, and critical transition gaps. Based on this perspective, directions are proposed for developing more coherent, inclusive, and scalable educational frameworks that align with workforce requirements and technological progress. This work presents a unified perspective on the quantum education landscape and outlines actionable strategies to enhance global quantum literacy and workforce preparedness.
Background: Quantum information science and technology (QIST) has progressed significantly in the last decade, such that it is no longer solely in the domain of research labs, but is now beginning to be developed for, and applied in, industrial applications and products. With the emergence of this new quantum industry, a new workforce trained in QIST skills and knowledge is needed. Research Questions: To help support the education and training of this workforce, universities and colleges require knowledge of the type of jobs available for their students and what skills and degrees are most relevant for those new jobs. What are these jobs, skills, and degrees? Methodology: We report on the results from a survey of 57 companies in the quantum industry, with the goal of elucidating the jobs, skills, and degrees that are relevant for this new workforce. Findings: We find a range of job opportunities from highly specific jobs, such as quantum algorithm developer and error correction scientist, to broader jobs categories within the business, software, and hardware sectors. These broader jobs require a range of skills, most of which are not quantum related. Furthermore, except for the highly specific jobs, companies that responded to the survey are looking for a range of degree levels to fill these new positions, from bachelors to masters to Ph.D.s. Contribution: With this knowledge, students, instructors, and university administrators can make informed decisions about how to address the challenge of increasing the future quantum workforce.
Quantum-based technologies have been instrumental in the development of a whole range of devices that are used these days (such as lasers, transistors, LiDAR, GPS, MRI, and many more). These technologies that emanated from the Quantum 1.0 Revolution have become ubiquitous in modern civilization over the past 50 years. The product commercialization and mass production were enabled by scientists, researchers, engineers, and most importantly, by the skilled technological workforce. This workforce played a critical support role in transforming inventions into high-volume, marketable products. We are currently at the heart of the Second Quantum Revolution, which is fueled by the research in quantum computing, quantum communication, quantum cryptography, and quantum sensing. The scientific progress that is currently taking place in these areas is going to fundamentally change the way we sense the world around us, approach our security, and process critical information. Governments and private entities across the world have recognized the strategic importance of quantum research-enabled technologies and have invested a significant amount of money to support graduate programs and research institutions where scientists, engineers, and other professionals are earning advanced degrees and immediately being engaged in active Quantum 2.0 research. To the best of our knowledge, and despite considerable investment in quantum research, no active efforts or programs exist that would train a quantum technological workforce at the technician level to support Quantum 2.0. The quantum industry, on the other side, has clearly identified the need for highly skilled quantum technicians that are able to support the commercialization of the new products and inventions. The lack of a trained quantum technician workforce is a major shortcoming that may have a profound negative impact on the long-term prospects and sustainability of the emerging quantum industry. The EdQuantum project, funded through the National Science Foundation (NSF) Advanced Technological Education (ATE) program, is an effort to close this shortcoming and propose a well-defined curriculum through which the incumbent photonic and laser technicians in the United States will be upskilled with the new skills and competencies from quantum research-enabled technologies. This paper presents the results of the first phase of the EdQuantum project—the quantum industry survey. Over the last few months, we sought input from the quantum industry as to what skills and competencies should a future quantum technician possess to support its emerging needs. The results collected during the survey are presented in this paper along with their impact on the proposed educational curriculum. This paper also elaborates on the alignment of the proposed curriculum with a few ongoing initiatives in the skilled technical workforce education (such as NSB Vision 2030, Convergence Accelerators Initiative, and Skilled Technical Workforce Initiative).
The advent of the post-quantum era introduces significant challenges and opportunities, particularly a pressing workforce gap in quantum computing education and skills.In response, public and private stakeholders are actively enhancing their efforts to advance quantum education.For instance, IBM's recent pledge to upskill 30 million individuals by 2030 specifically emphasizes quantum computing and cryptography.Similarly, the White House Office of Science and Technology Policy, and the U.S. National Science Foundation, have engaged in quantum education discussions at a summit that brought together leading educators and professionals in Quantum Information Science and Technology (QIST) to strategize on future workforce development.Additionally, NIST is gearing up to unveil its post-quantum cryptography standard in the near future.Despite these efforts, collaboration across sectors in aligning quantum education approaches needs more focus.As experienced educators and researchers, our observation is that while cybersecurity education has witnessed extensive collaboration across government, industry, and academia, quantum education in some sectors is not receiving the attention as highlighted by government initiatives.We propose a systematic approach, leveraging established frameworks like NICE, to integrate quantum computing education into mainstream curricula to ensure that industry will not have the large gap of filling jobs as the cybersecurity sector is currently experiencing.We present an analysis of two courses introduced in our CS department: "Introduction to Quantum Computing," and "Quantum Computing II."We outline the course modules specifically crafted to heighten students' quantum awareness and curiosity as they will be confronted with opportunities and issues related to quantum computing in their software engineering careers.Our student survey results, utilizing a Likert scale ranking, indicate a significant increase in students' interest and curiosity in quantum concepts, as well as their eagerness to further explore quantum computing.These results that we are meeting our educational objectives.
This study investigates the landscape of quantum computing education through the lens of higher education faculty at Minority Serving Institutions. By examining data from participants in a specialized quantum computing workshop, we identify key factors influencing both educator proficiency and pedagogical effectiveness. The study uses principal component analysis, exploratory factor analysis, and correlation analysis to reveal latent patterns and interconnections in quantum education practices. The findings of the principal component analysis highlight dimensions such as technical knowledge, instructional support, and hands-on experiential learning, while the exploratory factor analysis uncovers latent constructs related to mentorship, inclusive pedagogy, and technical mastery. Correlation analysis shows strong relationships between faculty confidence and their grasp of core quantum concepts, such as quantum gates, multi-qubit states, and quantum algorithms, emphasizing the cascading effect of mastering foundational topics. The workshop significantly enhanced participants’ understanding of quantum frameworks and practical applications. Gender-based analysis revealed that male participants reported higher confidence boosts, suggesting the need for targeted support. This research also underscored the importance of industry collaborations and research integration in quantum curricula. These findings provide actionable insights for curriculum design and professional development, emphasizing the need to balance technical competencies, hands-on engagement, and sustained mentorship to foster a diverse quantum workforce.
With the increasing industrial relevance of new quantum technologies, a well-educated quantum workforce becomes increasingly crucial.The foreseeable lack of workforce raises important questions.What are the expectations regarding the future relevance of second-generation quantum technologies?What are the requirements for the workforce in the coming quantum industry?Which competences, knowledge, and skills should future employees have?In this paper, we report the results of our study that were aimed at mapping requirements and forecasts for the future quantum workforce.Our study consisted of three consecutive survey rounds.In total, we gathered 188 responses from industry and academic experts across Europe.Our study results served as an input for the development of the European Competence Framework for Quantum Technologies, delivered by the project QTEdu CSA for the European Quantum Flagship.In addition, we will discuss predictions from experts related to the future quantum workforce, including the expected industrial relevance of the main areas of quantum technologies, the need for educational efforts, and the expected influence of quantum technologies on everyday life.