Advanced Quantitative Analysis

Postgraduate course

Course description

Objectives and Content

Goal:

The course seeks to enable students to conduct advanced quantitative analyses using modern methods and statistical techniques.

Content:

The course covers topics like causal inference, quantitative text analysis and machine learning. Focus is on applied analysis. The teaching is divided into two distinct blocks, one dealing primarily with causal inference and the other with modern regression analysis, quantitative text analysis and machine learning.

Learning Outcomes

A student who has completed the course should have the following learning outcomes: 

Knowledge

  • Be well-acquainted with several of the main techniques in modern quantitative methods 
  • Identify theoretically motivated research questions that can be examined empirically

Skills

  • Be able to conduct rigorous statistical analyses using available statistical software
  • Be able to present the results of their analyses in a clear and systematic manner 

General competence

  • Conduct statistical analyses based on data collected by the students themselves

ECTS Credits

10 ECTS

Level of Study

Master

Semester of Instruction

Spring - irregular
Required Previous Knowledge
SAMPOL305 or similar courses
Recommended Previous Knowledge
Knowledge of R or similar statistical programs
Credit Reduction due to Course Overlap
Full credit reduction to SAMPOL312
Access to the Course

The course is open for students who have been accepted into the Master's program in comparative politics.

Guest students at the master level may be accepted upon application. The Department requires a minimum average grade of 3,0 in the academic specialization. Applications may be rejected due to capacity.

The maximum number of students in this course is 15 students.

Teaching and learning methods
Lectures and seminars
Compulsory Assignments and Attendance
None
Forms of Assessment

Portfolio assessment with two statistical essay, maximum 3000 word each. Each essay will contribute 50 % towards the final grade. The portfolio will be assessed as a whole, and one final grade will be given.

An essay that has been previously graded in SAMPOL332 cannot be resubmitted unless the student shows that the essay includes a new research question, new data or contains a radically different interpretation of the empirical findings (see "Utfyllende grads- og studiereglement for Det samfunnsvitskaplege fakultet").

The exam will be given in the language in which the course is taught.

The exam can be submitted in English, Norwegian, Swedish or Danish.

Grading Scale
Graded A-F
Assessment Semester

Assessment in teaching semester

Essay 1
Students with valid absence according to § 5-5 of the Study Regulations at UiB may apply for an extended submission deadline. The application must be sent to studieveileder.isp@uib.no before the original submission deadline. A maximum extension of 3 days is granted.

Essay 2
Students with valid absence according to § 5-5 of the Study Regulations at UiB may apply for an extended submission deadline. The application must be sent to studieveileder.isp@uib.no before the original submission deadline. A maximum extension of 3 days is granted.

Reading List
The reading list will be ready before 1 July for the autumn semester and 1 Decemeber for the spring semester. 
Course Evaluation
All courses are evaluated according to UiB's system for quality assurance of education.
Programme Committee
The Programme Committee is responsible for the content, structure and quality of the study programme and courses.
Course Administrator
The Department of Comparative Politics at the Faculty of Social Sciences has the administrative responsibility for the course and the study programme.