Doctor of Philosophy in Social and Engineering Systems

Institute for Data, Systems, and Society

Program Requirements

Orientation
IDS.900Doctoral Seminar in Social and Engineering Systems3
Core
Select 12 units from three of the areas below:
Probability
Fundamentals of Probability
Statistics
Fundamentals of Statistics
Mathematical Statistics
Mathematical Statistics: a Non-Asymptotic Approach
Statistics, Computation and Applications
Social Science 1
Political Science Scope and Methods
Designing Empirical Research in the Social Sciences
Ethnographic Research Methods
Microeconomics / Causal Inference
Microeconomic Theory I
and Microeconomic Theory II
Econometric Data Science
New Econometric Methods
Inference on Causal and Structural Parameters Using ML and AI
Quantitative Research Methods II: Causal Inference
Information Systems and Decision Science Focus 2, 354
Five in the areas of probabilistic modeling, statistics, optimization, or systems/control theory, including:
One subject from the list of Statistical Processing of Data Subjects below
One subject of substantial mathematical content 4
Two subjects belonging to a sequence that provides increasing depth on a particular topic
Social Science Focus 2, 542
Four subjects that create a coherent and rigorous program of study in the social sciences, providing necessary background for research, including three subjects comprising a coherent collection that builds depth in a particular social science focus area
Problem Domain Focus 2, 6, 79
Two subjects in the application domain of the student’s research
Teaching
IDS.960Teaching in Data, Systems, and Society20
Research
IDS.970Pre-Thesis Research in Data, Systems, and Society 8138
IDS.THGGraduate Thesis 860
Total Units326
1

Can also be satisfied by Harvard University subject SOCIO 2205 Sociological Research Design.

2

Students should choose 9-12 unit subjects to meet this requirement, with no more than half of the subjects chosen being 9-unit subjects. Two partial term subjects that form a two-subject sequence may be counted as one subject if their unit total is equal to or greater than 9 units. If Core subjects are used to satisfy this requirement, the remaining subjects in the focus should be at a more advanced level.

3

Core subjects in Probability and Statistics should be counted toward this requirement.

4

6.7700[J] Fundamentals of Probability or another subject approved by the advisor and the graduate program committee.

5

Core subjects in Social Science and Microeconomics/Causal Inference should be counted toward this requirement.

6

One subject may be satisfied by a one-term, 12-unit internship (IDS.955 Practical Experience in Data, Systems, and Society) or independent study (IDS.950 Independent Study in Data, Systems, and Society). IDS.955 is considered an ideal way to satisfy one Problem Domain requirement.

7

One subject may also be counted toward the Social Science Focus.

8

This represents the number of units the average student registers for this subject over the course of the program.

Statistical Processing of Data Subjects

6.7810Algorithms for Inference12
6.7900Machine Learning12
9.520[J]Statistical Learning Theory and Applications12
14.382
14.383
Econometrics
and High-Dimensional Econometrics
6
15.077[J]Statistical Machine Learning and Data Science12
16.391Statistics for Engineers and Scientists12
17.802Quantitative Research Methods II: Causal Inference12
17.804Quantitative Research Methods III: Generalized Linear Models and Extensions12
17.806Quantitative Research Methods IV: Advanced Topics12
18.6501Fundamentals of Statistics12
18.655Mathematical Statistics12
IDS.131[J]Statistics, Computation and Applications12
IDS.160[J]Mathematical Statistics: a Non-Asymptotic Approach12