“The demand for this course has exceeded available spaces in October. However, if there is sufficient interest we will be looking to repeat the course early in 2023. To express interest in participating in 2023 please click on Join waitlist to add your contact details so that we can notify you when the details for the next offering of this course are available or should spaces free up in October due to cancellations.”
The Social Research Centre and the Statistical Society of Australia (SSA) are very proud to offer statistical training from the International Program in Survey and Data Science (IPSDS), a joint program of the University of Mannheim and the Joint Program in Survey Methodology at the University of Maryland.
About the course
The 8-week online sampling course is aimed at working professionals who are interested in expanding their data collection skills. The course will be available fully online with prerecorded videos that students are expected to watch on their own time plus weekly 1-hour live interactive sessions with the instructor, Raphael Nishimura, Director of Sampling Operations at the University of Michigan.
About the presenter
![](data:image/jpeg;base64,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)
Raphael Nishimura is the Director of Sampling Operations at the Survey Research Operations in the Survey Research Center at the Institute for Social Research from the University of Michigan. He has PhD in Survey Methodology from the Michigan Program in Survey Methodology and a Bachelors degree in Statistics from the Institute of Mathematics and Statistics at the University of Sao Paulo.
His research interests are survey sampling, responsive designs and nonresponse adjustments (weighting and multiple imputation).
In particular, Raphael is interested in methods that mitigate survey nonresponse during data collection using different approaches, such as responsive design and multiple imputation models for nonignorable missing data.
His dissertation topic was about the use of substitution of nonresponding units in probability-based samples.
Course dates
Course dates: Oct 12 – Dec 7, 2022
Weekly live sessions with instructor: Thursdays, 9:00 am AEDT
Early Bird Deadline
Please book before 30 June 2022 to take advantage of the Early Bird Deadline.
Course objectives
By the end of the course, you will…
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understand the basic ideas, concepts and principles of probability sampling from an applied perspective
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be able to identify and appropriately apply sampling techniques to survey design problems
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be able to compute the sample size for a variety of sample designs
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understand and be able to assess the impact of the sample design on survey estimates
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be able to estimate the precision of the survey statistics using different estimation techniques
Grading
Grading will be based on:
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Homework assignments (50% of the grade)
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Quizzes (15% of the grade)
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Participation in discussion during the weekly online meetings, submission of questions demonstrating understanding of the required readings and video lectures and positive contributions on Piazza (10% of grade)
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A final open-book online exam (25% of grade)
The course is graded to meet requirements of IPSDS and can be credited towards a certificate or master's degree at JPSM.
Prerequisites
The course is presented at an intermediate statistical level. While we will not develop mathematical aspects of sampling theory, statistical notation and outlines of some algebraic proofs will be given. A sound background in applied statistics, proficiency in mathematics, including basic algebra, is necessary, since some algebraic derivations will be presented (although little emphasis will be placed on the derivations). A thorough understanding of the notation and algebraic results will be required.
Readings:
Survey Sampling by Leslie Kish (John Wiley and Sons, Inc., New York, 1965).
Weekly online meetings & assignments:
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Week 1: Introduction; Course Perspectives (Quiz 1, Assignment 1)
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Week 2: Simple Random Sampling, Sampling Frames, and Introduction to Clustering (Quiz 2, Assignment 2)
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Week 3: Stratified Sampling I (Quiz 3, Assignment 3)
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Week 4: Stratified Sampling II, Systematic selection (Quiz 4, Assignment 4)
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Week 5: Cluster Sampling (Quiz 5, Assignment 5)
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Week 6: Unequal-Sized Clusters I (Quiz 6, Assignment 6)
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Week 7: Unequal-Sized Clusters II (Quiz 7, Assignment 7)
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Week 8: Variance Estimation (Quiz 8, Assignment 8)
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Final exam
Disclaimer:
- Participants will receive access data for the online course, in particular to any learning platform that may be used. The rights of use connected to the access data are personally assigned to the participant. Passing on the access data is not allowed. Also, the temporary transfer to third parties is not permitted.
- The right to use the transmitted access data, in particular with regard to any materials or video recordings provided, can only be exercised up to a maximum of 2 months after the program end. After expiration of this 2-months period, the access data will be deleted by Mannheim Business School (MBS). Before the expiration of this period, the participant may view the respective recorded course as often as desired and without time restriction.
- If we have reasons to believe that the participant is abusing the right of use granted to him or that there is a violation of the terms of use, MBS reserves the right to change the participant’s access data as well as to partially or completely block the access or to prohibit the further use of the digital content.
Group bookings
For group bookings, please email Jodi Phillips with the names, email addresses, and telephone numbers of the participants in the group.
Cancellation Policy
Occasionally workshops have to be cancelled due to a lack of subscription. Early registration ensures that this will not happen.
Cancellations received prior to two weeks before the event will be refunded, minus a $20 administration fee. From then onward no part of the registration fee will be refunded. However, registrations are transferable within the same organisation. Please advise any changes to events@statsoc.org.au.
Online events: As you will still be able to watch the workshop stream after the event, we will not be offering any refunds.
For any questions, please email SSA's Event Coordinator, Jodi Phillips.