Master of Science in Computer Science - Computational Data Science (STEM)

at Kent State University USA

The Bachelor of Integrative Studies degree provides maximum freedom for students who wish to take a multidisciplinary, individualized approach to the design of an educational program while maintaining a focus on career and professional goals. The Integrative Studies major has a General concentration, and a Two Minors concentration. These concentrations may have the most appeal for students near the end of their academic careers (senior-level students) who are re-evaluating their academic and career choices. It is a program in which the student undertakes the responsibility for the research and design of their program, in consultation with an advisor.

The Integrative Studies-General concentration allows students to choose a minimum of 30 credit hours from interrelated programs that support their career aspirations.

The Integrative Studies-Two Minors concentration allows students to complete two university-recognized minors and/or certificates. A minimum of two academic departments in which to select courses are chosen and a rationale for the ways in which these courses support the student's career goals is developed.

The Master of Science degree in Biomedical Sciences–Cellular and Molecular Biology prepares creative research scientists for careers in teaching, research and biotechnology. Graduates possess an in-depth comprehension of experimental design at the cellular and molecular levels of biological organization, as well as competency in current techniques in the discipline. Major research emphases include signal transduction, biochemistry and pathobiology, gene regulation, cell systems biology, cell and tissue ultrastructure, membrane structure and function, molecular aspects of neurobiology and endocrinology, genetics and metabolism of microorganisms, virology and immunology and enzymology with an emphasis on protein dynamics and folding, as well as cytochrome P-450s.

Program faculty are drawn from several departments at Kent State University, University of Akron, Cleveland Clinic Foundation and Northeast Ohio Medical University (NEOMED). Additional participant faculty are located at area clinical facilities and hospitals. This multi-departmental and inter-institutional structure gives master's student access to the talents of a broadly diverse research faculty, as well as significant research facilities and resources.

The Master of Science degree in Biomedical Sciences–Cellular and Molecular Biology is offered in consortium with Cleveland Clinic, Northeast Ohio Medical University and the University of Akron

The Biomedical Sciences–Cellular and Molecular Biology major comprises the following concentrations:

• Cellular Biology and Structure
• Molecular Biology and Genetics

Program Learning Outcomes
Graduates of this program will be able to:

• Publish their research in peer-reviewed journals.
• Demonstrate the ability to teach undergraduate students.
• Seek employment after graduation in fields that reflect their area of training.

The Bachelor of Science in Education degree in Integrated Mathematics prepares students for teacher licensure in grades 7-12. Students complete most of their content coursework during their first three years; methods coursework typically begins during the spring of their third year. During the final year of the program, candidates complete remaining content courses, mathematics teaching methods courses and a year-long placement in a local school district, which concludes with 13 weeks of student teaching in the spring.

Students are required to complete Bureau of Criminal Investigation and Identification (BCII) and Federal Bureau of Investigation (FBI) background checks.

Program Learning Outcomes

Graduates of this program will be able to:

• Successfully pass the Ohio Assessment Exam.
• Demonstrate understanding of the content and pedagogy of required IMTH courses.
• Successfully plan three types of lesson plans: conceptual, procedural, and relevance to teaching mathematics.
• Successfully complete student teaching.
• Create a unit plan in secondary mathematics.
• Model 5 problems of antiquity in Desmos or Geogebra.
• Fulfill the requirements of edTPA

The Master of Arts degree in English offers students broad learning in English studies while providing concentrated study in one area. The English major comprises the following concentrations:

The Concentration for Teachers is for educators interested in advanced study of literature and writing. Coursework focuses on current scholarship and approaches to literature and writing. While not a degree in literary and composition pedagogy, the concentration is designed to encourage the application of current literary and writing research to the work responsibilities of the practicing teacher.

The Literature and Writing concentration prepares students for further graduate study in English and related fields, for professional training in such fields as library and information science, and for careers in teaching. The program achieves this goal with distribution requirements, electives and a required focus in either literary traditions, critical theory or rhetoric and composition.

Program Learning Outcomes
Graduates of this program will be able to:

• Demonstrate the ability to think critically about the literary texts they read and interpret.
• Demonstrate how to write coherently and clearly about research topics and other topics.
• Demonstrate an understanding on how disciplines are interconnected.
• Apply appropriate research methods to objects of study.
• Demonstrate effective teaching skills and knowledge of appropriate teaching theories, if on appointment.

The Master of Science degree in Data Science provides a focus on developing scientists who will understand the theories, methods and tools of data science and apply data science to solving research and workplace questions in the natural, health and social sciences for businesses and industries.

Data science is an emerging STEM discipline founded on the principles of mathematics and the sciences and developed through a synthesis of mathematics and computer science. One may think of data science as a blending together of methods and ideas from analysis, statistics, databases, big data, artificial intelligence, numerical analysis, graph theory and visualization for the purposes of finding information in data and applying that information to solving real-world problems.

Program Learning Outcomes
Graduates of this program will be able to:

• Ask the questions so that problems in a particular business or industrial situation become clear.
• Determine if the problem may be addressed with data science methods and tools, and if yes, propose potential methods for solving the problems.
• Make suggestions for how data science may be used to enhance the quality and value of currently existing products (whether the products are physical or methods) and how data science may be used in the development of new products.

The Master of Public Health degree in Public Health is designed to help students develop real-world knowledge and skills needed to pursue success in the public health industry.

The Public Health major comprises the following concentrations:

• The Health Policy and Management concentration prepares students to address public health risks and develop effective health services delivery models. This concentration incorporates health services research, health policy analysis and health care planning and management. Given the active research of the college’s faculty in identifying service gaps and in developing evidence-based practices and policy analysis, students emerge with strong skills in health services management, alternative models of service financing and strategies for improving services. Career opportunities for graduates include administrative and management positions in hospitals, clinics, state and local health departments, nursing homes and mental health facilities; policy analyst positions in health planning organizations and governmental agencies; and planning and management positions in health maintenance organizations and health insurance companies.

The Master of Fine Arts degree in Theatre Design and Technology is a terminal degree designed for those who are interested in achieving the artistry and skills necessary to qualify as practicing professionals in the entertainment industry and/or professional theatre educators. The program is a three-year course of study with a flexible curriculum for students to explore areas of special interest.

The Theatre Design and Technology major comprises the following concentrations:

• The Costume Design and Technology concentration prepares students for careers in the entertainment industry, professional theatre or theatre education. Students study both design and technology, including related areas such as dye techniques, costume crafts and wigs and makeup. Students also design costumes for main-stage departmental productions. The curriculum includes core classes in theatre history, dramatic theory and historical periods.
• The Lighting Design concentration balances instruction and experience in lighting design with instruction and experience in lighting technology. Studies include digital rendering, CAD, lighting technology and automated lighting. Students research and study all of aspects of theatrical lighting, including the design process from concept to execution, communication skills, integration of technology into design, documentation of the work and critical evaluation of the work.
• The Scene Design concentration balances focused classroom instruction with practical design and production experience. Students also study related artisan areas such as digital and traditional rendering techniques, 3D CAD, props, fabrication, scene painting and presentation techniques with particular emphasis on integrating contemporary digital techniques into the design process. The curriculum contains courses in construction theory, rigging, costume crafts and projection/media design.
• The Technical Direction concentration provides students with training and practical experiences in planning main stage productions for the School of Theatre and Dance. Studies focus on safety and all logistics of production assembly, including touring and dance. Technical directors have the opportunity work in four very different theatre spaces: black box, large proscenium, thrust and open outdoor.

Program Learning Outcomes
Graduates of this program will be able to:

• Acquire creative and technical ability to develop the design of a production from concept to finished product.
• Acquire advanced abilities in the unification of all design elements used in professional production.
• Understand analytical or academically oriented theatre studies in areas related to and supportive of the work in the major field such as history, theory, dramatic literature and performance studies.
• Understand information resources associated with theatrical design and production.
• Produce full working drawings for mounted productions.
• Analyze text, music and dance and the ways that historical, critical and theoretical content inform playwriting, acting, directing and design.
• Communicate ideas clearly and effectively to the theatre community, production teams and the public.
• Know the history of their area of specialization and have the ability to integrate that history into production design.
• Know current technology, tools and methods in their area of specialization and have the ability to integrate technology into production design.
• Know health and safety practices associated with theatre production.
• Communicate and navigate effectively within the field of professional theatrical production design.
• Demonstrate an understanding of professional ethics and practice.

The Bachelor of Science in Public Health degree in Public Health broadly prepares students to enter the workforce as a public health professional or to enter an advanced program of study. Students explore the five disciplines of public health: biostatistics, environmental health, epidemiology, health policy and management and the social and behavioral sciences through general coursework.

The Public Health major comprises the following concentrations:

• The Allied Health concentration seeks to augment the career portfolio of the allied health professional or aspiring student. Students who are interested in a generalist focus in public health or interested in moving to a professional degree (accelerated nursing) or technical allied health degree (respiratory care, radiologic technology, occupational/physical therapy assisting, etc.) are encouraged to pursue this path.  Students may currently hold or may be actively pursuing a state licensure in an allied health field and may be eligible to receive a maximum 12 credit hours of upper-division credit for their prior experience and demonstrated competency in select areas. Students without a state licensure may still pursue this concentration but will complete 12 hours of coursework in allied health-specific areas. Students in this concentration will be exposed to broad areas of public health including epidemiology, biostatistics, environmental health, global health and health policy; thus, preparing students to meet the increased demands for a trained and educated public health workforce.
• The Clinical Trials Research concentration focuses on training students in the epidemiology methods used in clinical research. The curriculum provides students a thorough understanding of the management of research studies, the scientific literature related to drugs, medical devices and other new therapies, and the federal regulations related to conducting clinical trials. Students are prepared to design and answer research questions, collect and manage data and communicate research findings to both scientific and lay audiences. An internship experience provides necessary experience in a clinical research setting. Potential places of employment for graduates include hospitals, contract research organizations, medical schools and pharmaceutical companies where graduates assist with and manage clinical research studies.
• The Community Health Outreach and Development concentration focuses on identifying and exploring ways to influence the multi-level determinants of population health and health behaviors, from a perspective that prioritizes health equity and social justice. Approaches focus on community- and system-level strategies to promote health and healthy behaviors among populations and eliminate health disparities through media, policy and education initiatives. Career options include the public sector, social services, non-profit agencies and other community-based health promotion and advocacy efforts. Graduates are prepared to assist with developing, implementing and coordinating public health interventions that promote community health and organize diverse communities around issues related to health and health behavior.
• The Global Health concentration educates students in identifying and working to address the critical public health and human needs of diverse, underserved and vulnerable populations locally and globally. Students learn the need for multidisciplinary (biological and social sciences) approaches and cooperation to address the major global public health problems. In addition, they have the opportunity to focus on a specific aspect of global health, e.g. HIV/AIDS, health policy, health disparities, health education, environmental health, nutrition. Graduates are prepared to work at entry-level positions in public health with local, regional, national or international public health agencies in both public and private sectors. Students who pursue this concentration are required to participate in a study abroad experience and complete four courses (at the elementary and intermediate levels) of either Arabic, Chinese, French, Russian or Spanish
• The Health Services Administration concentration establishes a foundation for graduate work in health policy and management. Students analyze national and local public health infrastructure, evaluate the effectiveness and efficiency of health care delivery and explore the legal and ethical issues of health care administration. Graduates enter the health care workforce as finance managers, compliance officers, patient navigators, insurance specialists and other health care managers. Students are encouraged to pair this concentration with a minor.
• The Pre-Medicine, Dentistry, Osteopathy concentration includes preparatory courses for the Medical College Admissions Test (MCAT), the Dental Admissions Test (DAT) and admission entry into other professional schools including pharmacy, podiatry, occupational/physical therapy and physicians assistant programs. The overall curriculum—focusing on biological, social and economic determinants of health, prevention and control of diseases, introduction to biostatistics and public health research—makes this program highly desirable for admission to professional schools. The unique features of the program open new opportunities and offer competitive advantages for students seeking to enter into clinical medicine.

The Master of Music degree in Conducting is designed for current teachers of middle, junior and senior high school music ensemble programs; for professional church musicians; and for pre-professionals, including students continuing after completing undergraduate degrees. The program prepares post-undergraduate students for such paths as high school or college teaching, conducting positions and doctorates in conducting.

The M.M. degree in Conducting emphasizes development of skills, knowledge and background in the following areas: literature and repertoire; conducting technique; rehearsal technique; score study; choral and/or instrumental performance pedagogy; historical performance practices; interpretation and expression.

Program Learning Outcomes
Graduates of this program will be able to:

• Recognize, identify, interpret and conduct representative literature from different historical periods, countries and composers.
• Demonstrate and apply advanced conducting techniques, including baton technique, use of hands/arms, facial expressions and body language.
• Plan and execute an efficient and productive rehearsal, including managing time, setting achievable goals, detecting and correcting errors and providing motivation and inspiration for expressive performance and focused work ethic.
• Utilize and discuss score study techniques such as keyboard score reading, transposition of instruments, instrumental/vocal score order, compositional structure, analysis of chord and melodic structures and audiation skills.
• Identify, explain and utilize performance pedagogy appropriate to the specific vocal or instrumental area of study.
• Identify, associate, differentiate and utilize performance practices appropriate to the literature of the various stylistic periods.
• Display interpretation and expression in music through discussion in conducting lessons, explanation in rehearsals and demonstration in rehearsal and performance settings through conducting gestures and the resulting musical product.

The Master of Arts degree in Teaching English as a Second Language is grounded in linguistic principles, language learning theory and empirical research on language learning and teaching. The program enables students to teach effectively in varied learning contexts. Students gain experience through a supervised practicum and have the opportunity to teach in a variety of English-as-a-second/foreign-language contexts. Graduates are prepared for international teaching and research, adult education, and advanced study in applied linguistics. literacy positions.

The Teaching English as a Second Language major comprises the following optional concentration:

The TESL Education concentration prepares students for P-12 school educators. Students' practicum takes place in area schools, and students prepare for the state licensure requirements.