Master of Science in Data Science

at Kent State University USA

The Bachelor of Business Administration degree in Computer Information Systems provides students with a focus on the creation and supervision of the information systems that are commonly used in organizations of all types and sizes. There is a primary emphasis on problem-solving involving cloud computing systems and infrastructure, creating intuitive systems, business modeling and agile design, data management and business intelligence, cloud systems integration and project management and business experience.

Examples of information systems include airline reservation systems, mobile apps, bank automated teller systems, trading systems for stock exchanges, social media platforms and accounting/auditing systems.

Students can select electives to complement their knowledge base and interests such as in application design and development and other computing infrastructure that focus on the creation and maintenance of application used in smart phones and similar technologies and prepares students for careers as development engineers and system analysts. Students learn to use and manage cloud-based platforms to support and manage business processes and operations in organizations. Some material taught in courses correlate with the knowledge needed to pass professional certification exams.

Students participate in an internship, which involves a summer or a semester of paid professional experience in industry. Internship experience helps show the relevance of on-campus courses to professional work, helps students focus their career plans and often enables students to secure better jobs upon graduation.

The Bachelor of Science degree in Architecture enables students to learn, develop and apply knowledge that contributes to the betterment of the built environment. The balanced curriculum of technology, visualization, history, theory and design studio coursework offers a platform for research, constructive discourse and debate.

Northeast Ohio's rich history and dynamic urban landscape serve as a setting for academic learning. By placing equal emphasis on the art and science of architectural design, the curriculum inspires experimentation, collaboration, discovery, critical thinking and innovation in a studio context of project-based learning. The program fosters academic excellence and prepares students to become leaders in the architecture field.

The college offers full-semester programs abroad for qualified third-year students. The study abroad program is housed in the heart of historic Florence, Italy. The program is open to all students who have made satisfactory progress toward completion of their undergraduate program.

Program Learning Outcomes

Graduates of this program will be able to:

• Demonstrate the fundamentals of visual perception and the principles of two and three-dimensional form and space making.
• Demonstrate comprehensive design studio experiences through which graduates apply an understanding of the integration of building design, site design, assemblies, structure, environmental systems and building code requirements.
• Demonstrate an understanding of building systems and their integration for human comfort, including lighting, heating ventilation and acoustics.

The Bachelor of Science degree in Speech Pathology and Audiology is a pre-professional program focusing on the basic sciences of human communication, as well as the evaluation and treatment of communication disorders. This program provides a firm foundation for continuing to the master's degree in speech-language pathology or the doctorate in audiology. The curriculum integrates a sequence of coursework designed to provide a strong liberal arts background and an understanding of normal and disordered aspects of the human communication process. Specific coursework includes anatomy and physiology of the speech and hearing mechanisms, hearing and speech science, neurology, phonetics, normal speech and language development, speech and language disorders, audiometry, and aural rehabilitation. Speech-language pathologists are required to hold a master’s degree, while audiologists hold a doctorate in audiology. Both are employed in a variety of settings, including rehabilitation centers, hospitals, schools, community clinics, private practice, research laboratories and colleges and universities.

Program Learning Outcomes

Graduates of this program will be able to:

• Demonstrate knowledge of the nature of speech, language and hearing processes and disorders in children and adults.
• Demonstrate the skills necessary to be successful speech-language pathologists, audiologists, or other health and human service professionals.
• Utilize the knowledge and skills acquired during their undergraduate SPA program of study to gain entry into graduate programs in Speech Pathology, Audiology, and/or related fields, or obtain positions in health and human services related professions.

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.

A Bachelor of Science in Education degree in Special Education prepares students to to become special education teachers (sometimes also referred to as Intervention Specialists), although some graduates may work with individuals with disabilities in non-school settings.

Special educators teach individuals with many kinds of disabilities including learning disabilities, emotional and behavioral disorders, ADHD/other health impairments, intellectual disabilities, autism spectrum disorder, hearing impairments, and multiple disabilities.

Special educators may co-teach with general education teachers in academic classrooms, teach small groups of students in a resource room, or teach students individually in highly specialized classrooms or programs designed specifically to meet the needs of students with disabilities. Special education majors who do not want to become teachers will often work with adults with disabilities in residential and/or vocational programs.

The Special Education major comprises the following concentrations:

• The Deaf Education concentration prepares candidates to work with deaf and hard-of-hearing students across inclusion, itinerant, resource room and self-contained public and residential classroom settings. Extensive field and teaching lab experiences optimize this preparation in combination with coursework in literacy, mathematics, science and social studies that help prepare students to take specific assessments to become designated as a "highly qualified" teacher in deaf education, reading and mathematics. Instructional methods are comprehensive in nature and provide the unique strategies necessary to address issues concomitant with hearing loss, including language development in both English and American Sign Language, use of bilingual-bicultural methodologies and various assistive and instructional technologies. The hierarchical coursework sequence concludes with thematic unit instruction that prepares graduates to work with the Core Curriculum to address all academic content areas, as well as transition, and students with additional needs. Graduates are eligible to apply for Ohio licensure to teach preK-12 deaf and hard-of-hearing students.
• The Mild to Intensive Dual License concentration prepares candidates to work with individuals (kindergarten through age 21) who have a wide variety of support needs in a broad array of settings (e.g., general education classrooms, self-contained classrooms, alternative schools and community-based programs). Candidates in this concentration progress through highly-structured coursework and extensive field experiences to learn evidence-based practices to teach academic, social adaptive and life-skills. Successful completion of this program enables candidates to be eligible for licensure in both Mild/Moderate Educational Needs (e.g., learning disabilities emotional and behavioral disorders, ADHD) as well as Moderate/Intensive Educational Needs (e.g., intellectual disabilities, autism spectrum disorders, physical disabilities) through the State of Ohio.

Program Learning Outcomes

Graduates of this program will be able to:

• Demonstrate knowledge of: 1) learner development and individual learning differences, 2) the learning environment, 3) curricular content knowledge, 4) assessment, 5) instructional planning and evidence-based intervention strategies, and 6) professional learning and practice, and collaboration.
• Demonstrate the dispositions necessary to be successful special educational teachers/professionals.
• Demonstrate preparation for the profession by successfully completing the Ohio Assessment for Educators (OAE) Special Education Assessments required for their Special Education License type.

The Master of Science degree in Biological Sciences—Ecology and Evolutionary Biology provides opportunities to study in areas such as animal behavior, entomology, limnology, microbial ecology, ornithology, systems ecology, systematic and evolutionary biology, environmental physiology, vertebrate ecology and population and community ecology. Although courses of study are tailored to students’ interests and needs, the program for all students normally includes training in population, community, ecosystems and evolutionary ecology and statistical theory. Because of the interdisciplinary nature of ecology, students are encouraged to take courses in geology, mathematics, chemistry and other disciplines.

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

• Understand advanced biological concepts beyond the scope of the typical undergraduate degree, and increase the depth of their knowledge through coursework and hands-on experiences.
• Apply scientific principles and appreciate work outside of their particular field.
• Effectively communicate about science with colleagues as well as those outside of the student's area of expertise.
• Develop the necessary laboratory skills that will allow testing of hypotheses.

The Bachelor of Science degree in Applied Mathematics emphasizes the tools most useful in science, engineering and technology applications: mathematical modeling, scientific computing and probability and statistics.

The Applied Mathematics major comprises the following concentrations:

• The Applied Mathematics concentration emphasizes the classical aspects of the discipline, which are rooted in mathematical modeling and applications in the sciences. It couples well with the Physics minor or major.

The Master of Engineering Technology degree offers a curriculum that provides students with advanced technical and management knowledge and skills that meet the needs of the technical workforce in industry and business.

The Master of Education degree in Early Childhood Education prepares critically reflective teachers with advanced knowledge in pre-school through primary multi-disciplinary curriculum. Students are prepared to be democratically accountable leaders, co-decision makers, pedagogical experts and committed professionals in various early childhood realms. The program emphasizes commitment to equitable and caring learning communities.

Ohio endorsements for pre-school and literacy endorsement or generalist (grades four and five) may be embedded in the program. In addition, students have the opportunity to receive an International Baccalaureate (IB) recognition award in the M.Ed. degree.

The Early Childhood Education major includes the following optional concentrations:

• The Early Childhood Leadership: Advocacy, Curriculum and Policy concentration commonly appeals to teachers who desire to further their own early childhood programs, become master teachers and/or enhance their own leadership on behalf of young children and professionals who work with them. Students delve into issues and trends in the field, reconceptualize practice, understand and deconstruct/reconstruct policy understandings and complete their own independent research as an inquiry exit project or thesis.
• The Globalization and Intercultural Competence concentration is designed for teachers who are searching for research-based solutions to the learning and teaching of international students and/or who want to build intercultural competence to meet the demands of growing or changing immigrant and refugee populations in the classroom.
• The Science, Technology, Engineering and Mathematics concentration provides students the opportunity to engage children in interdisciplinary instruction; gain experience working with and integrating technology; and integrate STEM to break down traditional boundaries.

The Bachelor of Science degree in Digital Media Production educates students to create exciting fiction and non-fiction content for delivery in today’s most in-demand formats. Whether they want to produce the next award-winning podcast, write a hit streaming series, or influence millions with social media content, students learn from seasoned professionals using industry standard technology to tell their stories on screens big or small.

Many opportunities exist to collaborate with students from theatre and dance, game design, science, music, art, fashion and technology during the production of live TV, short films, audio series, documentaries and animated works.

Students also have the chance to work with Kent State’s TeleProductions operations, the nationally recognized Student Media outlets at the School, and even NPR affiliate WKSU.

With the added professional experience students earn from the required internship, they graduate ready to play a leading role in the entertainment industry of tomorrow.

Program Learning Outcomes

Graduates of this program will be able to:

• Demonstrate critical thinking, grounded in a legal and ethical framework.
• Gather information, analyze it, and make informed judgments using methods and tools appropriate to their professions.
• Demonstrate the ability to apply theory and research appropriate to their professions, including quantitative and qualitative methods.
• Demonstrate the ability to apply basic ethical principles to their professional work.
• Demonstrate the ability to apply laws and regulations applicable to their professional work.
• Write correctly and clearly in forms and styles appropriate for the communications professions, audiences and purposes they serve.
• Demonstrate understanding of how media and their professions evolved historically, their role in societal development and their global interaction today with institutions and individuals.
• Demonstrate appreciation for diverse cultures and individual differences, and reflect that appreciation in their work.