Data Science and Engineering (Ph.D.)

Core Requirements (12 hours)

Introduction to data science (Select one course for 3 cr hrs)

• CSC 559 Introduction to Data Science and Engineering Credits: 3 or
• CSC 557 Data Analysis/Decision Making Credits: 3

Data analysis (Select one course for 3 cr hrs)

• MATH 543 Data Analysis Credits: 3 or
• CSC 542 - Applied Math for Data Science and Machine Learning  Credits: 3

Modeling and optimization (Select one course for 3 cr hrs)

• ENGM 535 Optimization Techniques Credits: 3 or
• MATH 575 - Operations Research (C)  Credits: 3

Seminar

• CSC 790  Seminar Credits: 1* (A minimum of 3 credits of CSC 790 are required, the course will be taught as 1 credit hours)

* A minimum of 3 credits of CSC 790 are required.

Elective requirements (24-30 hours)

Each Ph.D. program of study is individually designed to meet the goals of the student. Courses from a variety of areas, for example biology, chemical engineering, chemistry, computer engineering, computer science, electrical engineering, industrial engineering, materials and metallurgical engineering, mathematics, mechanical engineering, or other disciplines may be used to fulfill the elective requirements in a manner intended to complement the student’s research. Elective courses in the area of the student’s intended research are to be selected in consultation with, and approved by, the student’s advisory committee and major advisor.

Research requirements (30-36 hours)

The completion of a doctoral dissertation, approved by the student’s graduate advisory committee and the Dean of Graduate Education, is required for this degree. PhD students are expected to participate in the creation of new knowledge and applications in data science and engineering.

• CSC 898/MATH 898/IENG 898 Dissertation Credits: Credit to be arranged **

**30-36 credits of 898D are required. No more than 36 credits of 898D may be counted toward the degree.

Examinations

Detailed information on qualifying policies, admission to candidacy, and defense of dissertation may be found in the graduate program handbook.

Qualifying requirements

The qualifying requirements tests the student’s background knowledge and ability to pursue advanced courses and dissertation research. All students coming into the Ph.D. program are required to take the qualifying exam within the first 2 years. The qualifying exam shall be satisfied by completing ONE of the items below:

• Successful completion of an oral or written examination on the student’s coursework and general knowledge of the discipline.
• Successful publication of two high impact peer reviewed Journal or Conference papers as approved by the student’s graduate committee.
• Successful presentation of two papers in the student’s field of study (one seminal paper, and one paper at the boundary of knowledge as indicated by the date of publication being no older than two years from the date of the examination). The student will work with their graduate advisor to discuss and ultimately select the papers for presentation. These presentations could occur at a conference, local seminar, or to the student’s committee.
• The successful defense of a master’s thesis may be used as the qualifying examination, at the discretion of the student’s graduate advisory committee.

Comprehensive examination and admission to candidacy

The comprehensive examination is given to evaluate the student’s ability to formulate a research problem. It shall consist of a research proposal defense in which students will be required to write and orally defend their research proposal to their graduate advisory committee. Review of comprehensive examinations will be completed as soon as possible by all members of the committee. Upon successful completion, the major professor and department head will recommend to the dean of graduate education that the student be admitted to Ph.D. candidacy.

All students coming into the Ph.D. program with an M.S. degree are required to complete the comprehensive exam within two academic years (fall, spring, summer semesters). Students coming into the program with a BS degree must complete the comprehensive exam after their coursework is substantially completed. The comprehensive examination, and subsequent admission to candidacy, should be passed at least 12 months before the dissertation is defended or at the discretion of the committee.

Dissertation defense

A dissertation defense and a final oral examination are required for this degree. These requirements are managed by the student’s committee in accordance with the policies established by each institution.