23-14.02.202 Advanced Statistics

Course offering details

Instructors: Dr. Kristin Paetz

Event type: Lecture + practical course

Displayed in timetable as: Statistik Vertiefung

Hours per week: 4

Credits: 6,0

Language of instruction: German

Min. | Max. participants: - | -

Comments/contents:
A zoom event will take place on Monday, November 2nd, 2020 at 3 p.m. to introduce the semester. Event participants can find access data and further information under "Material" below.

The event takes place asynchronously: all videos and documents are permanently available on www.openolat.de. There is also an open consultation hour as a voluntary additional offer:

                                                   Mondays 3 p.m.

I will solve one of the exercises live: if you do not want to attend the office hours, you have the solution available. Afterwards you can ask questions about all videos / exercises / organization, the questions do not have to be limited to the respective week.

Content


  • Special test problems: two-sample case
  • Simple regression analysis

    • Estimate, significance
    • Variable transformation

  • Multiple regression analysis

    • Estimate, significance
    • Interactions
    • Qualitative characteristics: binary variables
    • Linear probability model
    • Causal effects: experiments, differences-in-differences
    • Interpretation in scientific publications


Learning objectives:
The students


  • understand basic methods of regression analysis, can apply them for their own empirical studies and transfer them to topics of sociology and economics.
  • are able to study the specialist literature independently by developing the terminology and to professionally and critically interpret research results with regard to the methods used and their assumptions.

Didactic concept:
In instructional videos, topics are worked out on the tablet, especially by hand, and the students are often asked to pause the video. This enables the students to individually develop, understand, write down and collaborate on each topic. The videos can be played faster, slower or repeatedly in OpenOlat if required. Numerous exercises with detailed sample solutions then enable the students to apply the knowledge you have gained. At the end of the week, voluntary online MC self-tests provide an overview of the content and your own level of knowledge with a playful character. The asynchronous content is supplemented by Zoom consultation hours for questions several times a week.
 

Literature:
Fahrmeir, L., Heumann, C., Künstler, R., Pigeot, I., Tutz, G.: Statistik, Springer

Additional examination information:
Note on the aids:
- non-programmable, two-line pocket calculator
- 4 A4 pages of handwritten notes (no computer printouts, one-sided written (or 2 A4 pages two-sided written))

Small group(s)
This course is divided into the following small groups:
  • Advanced Statistics - Tutorial

    Dr. Kristin Paetz

    Th, 5. Nov. 2020 [14:15]-Th, 18. Feb. 2021 [15:45]

Appointments
Date From To Room Instructors
1 Mon, 2. Nov. 2020 14:15 15:45 Digital Dr. Kristin Paetz
2 Mon, 9. Nov. 2020 14:15 15:45 Digital Dr. Kristin Paetz
3 Mon, 16. Nov. 2020 14:15 15:45 Digital Dr. Kristin Paetz
4 Mon, 23. Nov. 2020 14:15 15:45 Digital Dr. Kristin Paetz
5 Mon, 30. Nov. 2020 14:15 15:45 Digital Dr. Kristin Paetz
6 Mon, 7. Dec. 2020 14:15 15:45 Digital Dr. Kristin Paetz
7 Mon, 14. Dec. 2020 14:15 15:45 Digital Dr. Kristin Paetz
8 Mon, 4. Jan. 2021 14:15 15:45 Digital Dr. Kristin Paetz
9 Mon, 11. Jan. 2021 14:15 15:45 Digital Dr. Kristin Paetz
10 Mon, 18. Jan. 2021 14:15 15:45 Digital Dr. Kristin Paetz
11 Mon, 25. Jan. 2021 14:15 15:45 Digital Dr. Kristin Paetz
12 Mon, 1. Feb. 2021 14:15 15:45 Digital Dr. Kristin Paetz
13 Mon, 8. Feb. 2021 14:15 15:45 Digital Dr. Kristin Paetz
14 Mon, 15. Feb. 2021 14:15 15:45 Digital Dr. Kristin Paetz
Course specific exams
Description Date Instructors Mandatory
1. Take-home exam Fri, 5. Mar. 2021 08:00-09:00 Dr. Kristin Paetz; Prof. Dr. Miriam Beblo Yes
Class session overview
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Instructors
Dr. Kristin Paetz