Methods Courses
Research Design Courses:
E10.2132: Principles of Empirical Inquiry
(Fall 2008; Thursdays 2:00-3:40)
- Origins of social science
- Modes of inquiry
- Empirical inquiry
- Modes of data collection
- Sampling
- Fit theory – method – design
- Limits/benefits data and design
- Operationalizing of measures/designs
E10.2135: Historical Research
(Spring 2009; Tuesday 4:55-6:35)
- Central methods and theories of modern historical research
- Frame questions
- Gather archival evidence
- Employ theories
- Draw conclusions
E10.2138: Writing for Empirical Research
(Fall 2009; Wednesdays 4:55-6:35)
- Strengthen writing competencies needed to convey research findings
- Use effective prose to convey empirical evidence
- Study reading, editing, rewriting, workshopping student work
- Compose arguments and articulate ideas at the sentence and paragraph level
E10.2139: Survey Research Methods
(Spring 2010; Monday 4:55-7:35)
- Modes of data collection
- Survey design
- Questionnaire construction and evaluation
- Coverage, sampling, and non-response
- Post-collection data processing
E63.2073: Research Design and Methodology in the Behavioral Sciences I (Doctoral Only)
(Fall 2009; Thursdays 1:00-3:00, rec. 3:15-4:25)
- Paradigms that guide empirical research in the social and behavioral sciences
- Planning and implementing research in these domains
- Formulating problems and hypotheses
- Specifying types of variables and operational defitions
- Experimental and non-experimental research designs
- Qualitative methodologies
- Use of randomization and controls
- Sampling problems basic statistical inference
- Mixed methodologies
E10.3001: Dissertation Proposal Seminar
(Spring 2010; Wednesday 4:45-6:35)
- Articulate research questions/hypotheses, significance, theory, and method
- Synthesize relevant literature
- Focus on the linkages among the dissertation chapters
- Write a dissertation proposal draft
Qualitative Courses
E10.2140: Approaches to Qualitative Inquiry
(Fall 2009; Wednesdays 11:00-1:45)
(Spring 2010; Wednesdays 11:00-1:45)
- Introduction to epistemological foundations of qualitative research
- Introduction to ethnography, interviewing, case study, grounded theory, historical research, narrative inquiry
- Application of interviewing, document analysis, participant/observation procedures
- Evaluation of emerging technologies used in qualitative research, including NVivo, Atlas
- Introduction to ethical issues in qualitative research, including IRB
- Critical reading of published qualitative studies
E10.2141: Case Study and Ethnographic Inquiry
(Prerequisite E10.2140 or by permission of instructor)
(Fall 2009; Wednesday 4:55-7:35)
- Ethnography and case study
- Two dominant approaches
- Field study
- Doc analysis
- Data analysis
- Applications, illustrative, etc.
- Coding
E10.2142: Interviewing and Observation
(Prerequisite E10.2140 or by permission of instructor)
(Spring 2010; Monday 2:00-4:45)
- Mechanics/naturalistic observations
- Semi-structured interviewing
- Production of field notes
- Organization of field data, data sharing
- Preliminary analysis
- Illustrative examples
E10.2143: Participatory Action Research
(Sping 2010; day/time TBD)
- Epistemological traditions
- Multiple Research Methods
- Researcher Positionality
- Engagement with work setting - community
- Address and theorize problems in setting
- Ethical issues for participatory action research
E63.3040: Listening Guide Method of Psychological Inquiry
(Fall 2009; Tuesdays 11:00-1:00)
- Epistemological and methodological considerations of discovery based research
- Development of a qualititative
Quantitative Courses
E10.2001: Statistics for the Behavioral and Social Sciences I
(Fall 2009; Mondays 2:00-4:45)
- Descriptive statistics
- Levels of measurement
- Correlation
- Introduction to principles of statistical probability
- Fundamental distributions
- Role of sampling
- Introduction to tests of inference
E10.2002: Data Analysis for the Behavioral and Social Sciences II
(prerequisite: E10.2001 or by permission of instructor)
(Spring 2010; Mondays 2:00-4:45)
- Tests of inference
- t-tests
- One and two way ANOVA
- OLS linear regression (multiple and linear)
- Non-parametric statistics
E10.2003: Intermediate Quantitative Methods: The General Linear Model
(prerequisite: E10.2002 or by permission of instructor)
(Fall 2008; Tuesdays 3:30-6:10, recommended lab Thursdays 6:20-7:35)
- Advanced principles of regression
- Mediation and moderation
- Issue of cross validation and shrinkage
- Suppression
- Indicator variables
- Diagnostic analyses
- Special cases of regressions: ANCOVA, path analysis
E10.2004: Advanced Quantitative Methods: A Survey of Multivariate Analysis
(prerequisite: E10.2003 or by permission of instructor) - 2 points
(Spring 2010; Tuesdays 3:30-6:10, recommneded lab day/time TBD; meets first 7 weeks of the term)
- Logistic regression and intro to classification
- MANOVA, Repeated measures ANOVA
- Overview/introduction to hierarchical linear modeling
- Principal componenets analysis
E10. 2012: Advanced Topics in Quantitative Methods: Causal Inference - Statistical Methods for Program Evaluation & Policy Analysis
(prerequisite: E10.2004 or by permission of instructor)
(Fall 2009; Fridays 9:30-12:15)
- What do we mean by causation?
- Contrasting randomized experiments and observational studies
- Adjusting for covariates and Propensity Score Approaches
- Instrumental Variables
- Difference in Differences, Fixed Effects, Regression Discontinuity
E10.20xx Applied Statistics: Using Large Databases in Education Research
(prerequisite: E10.2002 or co-requisite P11.2911, or by permission of the instructor)
(Spring 2010; Wednesda afternoons - exact time TBD)
- Overview of large education longitudinal databases (content, access)
- Data processing/cleaning, including missing data issues
- Exploratory techniques for large databases
- Methods for analyzing complex surveys
- Panel data analysis
E10. 2040: Advanced Topics in Quatitative Methods: Multilevel Models - Growth Curves
(prerequisite: E10.2004 or by permission of instructor; suggested co-requisite E10.2141)
(Fall 2009; Tuesdays 3:35-6:10; suggested lab section Tuesdays 6:20-7:35 - course meets first 7 weeks of the term) - 2 points
- Introduction to multi-level modeling as distinct from OLS regression
- Exploratory techniques for multi-level data
- Longitudinal (growth curve) modeling
- Variance components
E10.2041: Advanced Topics in Quatitative Methods: Practicum in Multilevel Models - Growth Curves
(prerequisite: E10.2004, E10.2140 or by permission of instructor) - 1 point
(Fall 2009; meeting times arranged, beginning second 7 weeks of term)
- Guided analysis of real data analysis project using techniques taught in E10.2040
E10.20xx: Advanced Topics in Quantitative Methods: Missing Data
(prerequisite: E10.2004 or by permission of the instructor) - 2 points
(Spring 2010; Fridays 9:30-12:15 last 7 weeks of the term - first class meets March 12th.)
- Missing data mechanisms
- Problems with ignoring missing data
- Problems with conventional fixes
- Single imputation with noise
- Multiple imputation
- Pattern mixture models
- Data that are not missing at random
E10. 2995: Biostatistics I
(This course is intended for graduate students in the epidemiology, public health and clinical research fields.)
(Fall 2009, Tuesdays 4:55-7:35)
- Ranks and Percentiles. Measures of central tendency, graphical methods
- Measures of dispersion, skew
- Continuous and discrete probability theory
- Agreement and psychometrics
- Hypothesis tests. Confidence intervals
- Cross tabulation and nominal measurement
- Diagnostic tests
- Measures of association: correlation and scatterplots
E10. 2996: Biostatistics II
(Prerequisite: E10.2995. This course is inteded for graduate students in the epidemiology, public health and clinical research fields)
(Spring 2010; Tuesday 4:55-7:35)
- Regression
- Analysis of variance and post hoc analysis
- Logistic regression
- Categorical data analysis
- Survival analysis
- Non-parametric tests
- Permutation and randomization tests
- Power Analysis
- Experimental design
Measurement/Psychometrics Courses
E63.2140: Measurement and Evaluation: Psychological Tests
(Fall 2009; Wednesdays 3:30-6:10)
- Principles of measurement and testing
-Interpretation of test scores
-Reliability
-Validity
-Standards for measurement
E63.2141: Measurement: Modern Test Theory
(Spring 2010; Wednesdays 3:30-6:10)
- Item Response Theory
- Test construction
- Differential Item Function