Overview
What you will study
Missing data frequently occurs in both observational and experimental research. They lead to a loss of statistical power, but more importantly, may introduce bias into the analysis. In this course we adopt a principled approach to handling missing data, in which the first step is a careful consideration of suitable assumptions regarding the missing data for a given study. Based on this, appropriate statistical methods can be identified that are valid under the chosen assumptions. The Statistical analysis with missing data course offered by London School of Hygiene and Tropical Medicine will focus particularly on the practical use of multiple imputation (MI) to handle missing data in realistic epidemiological and clinical trial settings, but will also include an introduction to inverse probability weighting methods and new developments which combine these with MI.
Programme Structure
The program focuses on:
- the issues raised by missing data, and the associated statistical jargon (missing completely at random, missing at random, missing not at random)
- illustrate the shortcomings of ad-hoc methods for 'handling' missing data
- multiple imputation for statistical analysis with missing data
- compare and contrast this with other methods, in particular inverse probability weighting and doubly robust methods, and
- accessible methods for exploring the sensitivity of inference to the missing at random assumption
Key information
Duration
- Full-time
- 3 days
Start dates & application deadlines
- StartingApply anytime.
Register your interest on the program’s website.
Language
Delivered
Disciplines
Statistics Data Analytics View 47 other Short Courses in Statistics in United KingdomWhat students do after studying
Academic requirements
We are not aware of any specific GRE, GMAT or GPA grading score requirements for this programme.
English requirements
We are not aware of any English requirements for this programme.
Student insurance
Make sure to cover your health, travel, and stay while studying abroad. Even global coverages can miss important items, so make sure your student insurance ticks all the following:
- Additional medical costs (i.e. dental)
- Repatriation, if something happens to you or your family
- Liability
- Home contents and baggage
- Accidents
- Legal aid
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Other requirements
General requirements
- Epidemiologists, biostatisticians and other health researchers with strong quantitative skills and experience in statistical analysis.
- Stata will be used for the computer practicals, and so familiarity with the package is highly desirable, although full Stata code and solutions will be provided.
Tuition Fee
-
International
850 GBP/fullTuition FeeBased on the tuition of 850 GBP for the full programme during 3 days. -
National
850 GBP/fullTuition FeeBased on the tuition of 850 GBP for the full programme during 3 days.
Living costs for London
The living costs include the total expenses per month, covering accommodation, public transportation, utilities (electricity, internet), books and groceries.