Master of Science in Data Science

at South Dakota State University USA

The focus of the M.S. in Mathematics program is the development of sophisticated mathematical models and their implementation on high performance computing platforms. The curriculum features a balance of application, computation, and theory with particular emphasis in the areas of operations research, computational science, and the development of probabilistic and deterministic models. Areas of faculty and graduate student research activity include computational biology, computational finance, molecular dynamics simulation, operations research, optimization, and Ramsey theory. The program is particularly effective at preparing graduates to work in business, industry, or government as well as preparing students to continue on to the CSS Ph.D. or other Ph.D. program.

Student Learning Outcomes

• Students will understand mathematical or statistical models.
• Students will be able to construct and apply standard mathematical and statistical models.
• Students will be able to solve problems using appropriate software to implement the appropriate models.
• Students will be able to disseminate the results of their work to others.
• Students will be able to apply Argument Deconstruction in mathematics and statistics.

The Natural Resource Management specialization will provide training in ecology, evolution, environmental sciences, and range areas of expertise with a focus on basic and applied research.

Student Learning Outcomes

• Knowledge of program: Exhibit knowledge concerning biological and/or microbiological systems/sciences at a level appropriate to a M.S. degree holder.
• Communication skills: Be able to effectively express themselves orally and in written form.
• Understand scientific method: Understand the scientific methods and techniques for solving research problems and analyze scientific data using the appropriate statistics.
• Use statistics to analyze data: Be able to use statistics to analyze scientific data.
• Specialization: Specialize in some area of biology, biotechnology and/or microbiology, but still be broadly based in knowledge in cellular and molecular biology.
• Publish research: Be able to conduct and publish scholarly research. (Option A)
• Professional Development: Demonstrate professional development and competence so that they may enter the work force in academia or industry.

The Department’s chemistry faculty research programs fall into the thematic focus areas of environmental chemistry and green chemistry, chemical sensor development, organic synthesis, materials chemistry, natural products chemistry, and chemical education. Within these multidisciplinary and interdisciplinary focus areas, students can select research projects that involve the traditional subdisciplines of chemistry – analytical, biochemistry, inorganic, organic and physical. Currently active research projects in the Department focus on various aspects of analytical chemistry, drug discover and delivery, synthesis or photoactive materials including polymers, materials chemistry and self assembly, chromatography, the chemistry of cell membranes, cancer biology, environmental and green chemistry, chemistry of climate change, photo-physical chemistry, natural products synthesis, biophysical chemistry, computational chemistry, and solid-state NMR. For additional information about these options review the descriptions of current faculty research interests on the Department.

In addition to a traditional thesis-based (Option A) M.S. degree, the Department also offers a predominantly online Chemistry M.S. with chemical education specialization. This is a non-thesis (Option B) degree that focuses on the content necessary for practicing high school teachers to achieve highly qualified status. Admission in this program is limited to practicing high school science teachers. Students interested in thesis-based M.S. degree in the sub-disciplinary area of chemical education should select the Chemistry (M.S.) program in their application for admission.

Student Learning Outcomes

• Comprehensive knowledge: Graduate degree recipients will possess comprehensive disciplinary knowledge with high competence.
  • M.S. degree recipients will be able to demonstrate chemistry knowledge and advanced technical skills.
  • Graduate degree recipients will be prepared to demonstrate knowledge and technical skills in a large variety of professional fields, careers and endeavors.
  • Graduate degree recipients will communicate effectively in an oral, written and visual manner to technical audiences and stakeholders.
  • Graduate degree recipients will possess and practice high standards of scientific integrity and professional ethics.
• Trans-disciplinary professional skills: Graduate degree recipients will possess trans-disciplinary professional skills.
  • Graduate degree recipients will apply creativity to innovation.
  • Graduate degree recipients will recognize the importance of workplace diversity in culture, gender, perspective, and experience.
  • Graduate degree recipients will work effectively with peers and develop mentoring skills.
  • Graduate degree recipients will develop an understanding of the intellectual property process and the business needs of their workplace.
• Students will be familiar with the research literature of their chemistry subdiscipline and have the ability to keep abreast of major developments to acquire a working background in any area.
• Students will be able to demonstrate skill in the recognition of meaningful problems and questions for research.
• Students will possess technical skill in laboratory manipulation.
• Students will be able to demonstrate skill in designing experimental protocols and in conducting productive self-directed research.

The Interdisciplinary Studies major is designed for those pursuing unique educational goals. Each student develops a goal-driven plan of study approved by the department selecting coursework relevant to those unique goals. Career opportunities for graduates are vast, evolving from the knowledge, skills and attitudes acquired through a well-designed plan of study. Interdisciplinary studies graduates have been very successful in the job market and in gaining acceptance to graduate/professional schools. Most graduates pursue careers in broad industries or emerging fields. Intensive advising and career planning are critical elements to ensure the plan of study appropriately prepares students for future goals.

Student Learning Outcomes
Interdisciplinary Studies graduates will be able to:

• Analyze how historical and metaphorical models support research and problem solving through diverse disciplinary approaches. (Cross-curricular Skill: Inquiry and Analysis; Information Literacy; Diversity, Inclusion and Equity)
• Apply interdisciplinary analytics to research. (Cross-curricular Skill: Inquiry and Analysis; Critical and Creative Thinking; Integrative Learning; Diversity, Inclusion and Equity)
• Express interdisciplinary understanding of a complex problem through the integration of disciplinary insights in an undergraduate research project. (Cross-curricular Skill: Inquiry and Analysis; Critical and Creative Thinking; Information Literacy; Foundational Lifelong Learning Skills; Integrative Learning; Diversity, Inclusion and Equity)
• Illustrate how interdisciplinary study contributes to success in future professional and personal goals. (Cross-curricular Skill: Inquiry and Analysis; Information Literacy; Integrative Learning; Diversity, Inclusion and Equity)

The Aviation Maintenance Management Specialization is focused on students who wish to repair and maintain aircraft. SDSU has partnered with approved FAA A&P programs across the United States to offer a four-year degree in aviation maintenance management. Students will go through maintenance training at an approved maintenance school and will then transfer to SDSU to complete the additional management degree requirements. Students may have the opportunity to work for the Chief of Aviation Maintenance at SDSU prior to graduation.

Student Learning Outcomes
Aviation Maintenance Management graduates will be able to:

• Apply the general education core to the aviation profession. (Cross-curricular Skill: Diversity, Equity, and Inclusion; Foundational Lifelong Learning Skills)
• Demonstrate an in-depth knowledge of aircraft systems and operations. (Cross-curricular Skill: Problem Solving; Teamwork)
• Apply financial, economic, and management aspects to the aviation maintenance field. (Cross-curricular Skill: Integrative Learning; Ethical Reasoning; Informational Literacy)

Dairy Science is an application of the sciences, engineering and technology, and business toward the study of milk production and processing.  The Dairy Manufacturing major focuses on processing of milk and milk products. The degree is designed to prepare students for a wide range of outstanding, challenging and rewarding career opportunities ranging from industry to private enterprise, government, research and higher education.  Students will develop a knowledge base related to the basic physical, microbiological, chemical and engineering sciences as they are applied to dairy foods.  These sciences are utilized to study the nature and development of dairy products; the unit operations involved in processing and production of quality dairy foods; the causes of deterioration and spoilage, and principles of dairy food preservation.  Students will also be exposed to business operations management as it relates specifically to a dairy processing facility. These skill sets are also utilized by scientists to develop and create approaches for the generation of new dairy food products to assist in feeding the world through provision of products that provide proper nutrition with acceptable taste and texture while maintaining affordability.  Graduates with a degree in Dairy Manufacturing are well prepared for professional positions within the dairy processing industry or for further graduate study in Dairy Science.

Student Learning Outcomes
Upon completion of the Dairy Manufacturing curriculum a graduate should be able to demonstrate the following:

• Understanding of the chemistry underlying the properties and reactions of the various components within a dairy food as they are influenced by processing conditions. (Cross-curricular Skill: Inquiry and Analysis; Critical and Creative Thinking; Problem Solving; Integrative Learning)
• Practical proficiency in laboratory techniques associated with the determination of qualitative and quantitative analytical data related to physical, chemical, biological and microbiological aspects of dairy foods and dairy-based ingredients. (Cross-curricular Skill: Inquiry and Analysis; Critical and Creative Thinking; Teamwork; Problem Solving; Foundational Lifelong Learning Skills; Integrative Learning)
• Understanding of microbial growth and survival as it impacts the safety, preservation and spoilage of dairy food systems. (Cross-curricular Skill: Critical and Creative Thinking; Information Literacy; Problem Solving; Foundational Lifelong Learning Skills; Integrative Learning)
• Understanding of unit operations, process control and sanitation protocols as they relate to the production and preservation of dairy-based foods. (Cross-curricular Skill: Inquiry and Analysis; Critical and Creative Thinking; Problem Solving; Foundational Lifelong Learning Skills; Integrative Learning)
• Understanding of cleaning and sanitation processes and protocols as they impact the control and assurance of quality in the finished dairy food. (Cross-curricular Skill: Critical and Creative Thinking; Teamwork; Problem Solving; Foundational Lifelong Learning Skills; Integrative Learning)
• Practical proficiency in application of Good Manufacturing Principles (GMP’s), Standard Operating Procedures (SOP’s), and Sanitation Standard Operating Procedures (SSOP’s) as a direct result of exposure to these items in an applied manufacturing environment. (Cross-curricular Skill: Teamwork; Problem Solving; Ethical Reasoning; Foundational Lifelong Learning Skills; Integrative Learning; Diversity, Inclusion and Equity)
• Understanding of the laws and regulations governing the manufacture and sale of dairy-based food products. (Cross-curricular Skill: Inquiry and Analysis; Critical and Creative Thinking; Information Literacy; Problem Solving; Civic Knowledge and Engagement; Intercultural Knowledge; Ethical Reasoning; Foundational Lifelong Learning Skills; Integrative Learning; Diversity, Inclusion and Equity)
• General understanding of business operations including finance, human resources, inventory management, infrastructure requirements, loss control and purchasing. (Cross-curricular Skill: Inquiry and Analysis; Critical and Creative Thinking; Information Literacy; Teamwork; Problem Solving; Civic Knowledge and Engagement; Intercultural Knowledge; Ethical Reasoning; Foundational Lifelong Learning Skills; Integrative Learning; Diversity, Inclusion and Equity)
• Ability to utilize verbal and written communication skills effectively in a group environment. (Cross-curricular Skill: Inquiry and Analysis; Critical and Creative Thinking; Information Literacy; Teamwork; Problem Solving; Civic Knowledge and Engagement; Intercultural Knowledge; Ethical Reasoning; Foundational Lifelong Learning Skills; Integrative Learning; Diversity, Inclusion and Equity)
• Ability to apply critical thinking and reasoning skills while ethically applying scientific principles to resolving issues associated with dairy food products and processing systems. (Cross-curricular Skill: Inquiry and Analysis; Critical and Creative Thinking; Teamwork; Problem Solving; Civic Knowledge and Engagement; Ethical Reasoning; Foundational Lifelong Learning Skills; Integrative Learning; Diversity, Inclusion and Equity)

Food Science is the study of the science behind and involved with the production, preservation, packaging, and distribution of safe, wholesome, and nutritious foods.  Students will develop a knowledge base related to the basic physical, microbiological, chemical and engineering sciences as they are applied to foods.  These sciences are utilized to study the nature of foods, the causes of food deterioration and spoilage, and principles of food preservation.  This skill set is also employed by the scientists to develop and create approaches for the generation of new food products to assist in feeding the world through provision of foods that provide proper nutrition with acceptable taste and texture while maintaining affordability of the product.  Graduates with a degree in Food Science are well prepared for professional positions within the food industry or for further graduate study in Food Science.

Student Learning Outcomes
Upon completion of the Food Science curriculum a graduate should be able to demonstrate the following:

• An understanding of the chemistry underlying the properties and reactions of various food components. (Cross-curricular skill: Inquiry and Analysis)
• A practical proficiency in laboratory techniques associated with the determination of qualitative and quantitative analytical data related to physical, chemical, and biological aspects of foods and food ingredients. (Cross-curricular skill: Inquiry and Analysis)
• An understanding of microbial growth and survival as it impacts the safety, preservation, and spoilage of food systems. (Cross-curricular skill: Integrative Learning)
• An understanding of unit operations, process control and sanitation protocols as they relate to the production and preservation of a food. (Cross-curricular Skill: Problem Solving)
• An ability to apply statistical principles to the control and assurance of quality in the production of food products. (Cross-curricular Skill: Problem Solving; Critical and creative thinking)
• An understanding of the laws and regulations governing the manufacture and sale of food products. (Cross-curricular Skill: Inquiry and Analysis)
• An ability to utilize verbal and written communication skills effectively in a group environment. (Cross-curricular Skill: Teamwork; Diversity, Inclusion and Equity)
• An ability to apply critical thinking and reasoning skills while ethically applying scientific principles to resolving issues associated with foods and food systems. (Cross-curricular Skill: Ethical Reasoning)

The major in Agricultural Business prepares students to excel in the challenging environment of the modern agricultural industry. Graduates are creative, adaptable, and well educated in economics and management. The program combines education in management and economics with a strong technical knowledge in production agriculture and skills in problem solving. The curriculum emphasizes economic theory, agricultural business management, quantitative methods, and agricultural and biological science electives. Students interested in pursuing a graduate degree in agricultural economics, agri-business, or related fields are well prepared by this degree program.

Student Learning Outcomes

Graduates will:

• Be able to use analytical methods to make effective decisions. (Cross-curricular Skills: Inquiry and Analysis; Critical and Creative Thinking; Problem Solving)
• Be able to communicate effectively. (Cross-curricular Skill: Information Literacy)
• Be able to evaluate matters of ethics in the profession and the culture more broadly. (Cross-curricular Skills: Ethical Reasoning; Diversity, Inclusion and Equity)
• Have the requisite body of knowledge in management and economics.

Graduate work in the Department of Agricultural and Biosystems Engineering leads to Master of Science in Agricultural and Biosystems Engineering, Doctor of Philosophy in Agricultural and Biosystems Engineering, and Doctor of Philosophy in Biological Sciences degrees.

Students who undertake graduate studies in Agricultural and Biosystems Engineering normally have as their goal a better understanding of the current theories, principles, issues, and problems in agricultural, environmental and biological systems. Graduate studies improve the student’s ability to think critically and creatively, and to synthesize, analyze, and integrate ideas for decision-making and problem solving.

The department offers students an opportunity to undertake research and advanced study in specialization areas such as food and biomaterial processing, physical properties of biological materials, natural resource engineering, precision agriculture, structures, indoor environment, waste management and machine design.

Student Learning Outcomes

• Conduct Research or Design: Conduct research and/or design projects that demonstrate an ability to model, analyze, and design agricultural and biosystems engineering processes and systems.
• Understand the principles of agricultural and biosystems engineering: The student will articulate a solid understanding of fate fundamental principles of agricultural and biosystems engineering, including the area of specialization and supporting areas.
• Communicate effectively: The student will demonstrate an ability to communicate, both orally and in writing, technical information in an effective manner.

Psychology is the discipline concerned with the study of behavior and mental processes. The teaching specialization prepares students to qualify for certification to teach psychology in one of thousands of schools nationwide.  Students pursuing this specialization should contact the College of Education and Human Sciences before their junior year.

Student Learning Outcomes
In the Psychology - Teaching Specialization, students will:

• Express fundamental knowledge and comprehension of major concepts in psychology. (Cross-curricular Skill: Inquiry and Analysis)
• Apply scientific reasoning to psychological issues/problems. (Cross-curricular Skill: Critical and Creative Thinking; Problem Solving; Ethical Reasoning)
• Show an understanding of diversity and ethical/social responsibility in professional settings. (Cross-curricular Skill: Diversity, Inclusion and Equity)
• Write competently in APA style. (Cross-curricular Skill: Information Literacy)
• Demonstrate oral competency. (Cross-curricular Skill: Information Literacy)