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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.
More details
Register your interest on the program’s website.
Language
English
Delivered
On Campus
Disciplines
Statistics Data Analytics View 36 other Short Courses in Data Analytics in United KingdomAcademic 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
To always see correct tuition fees
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International
850 GBP/yearTuition FeeBased on the tuition of 850 GBP per year during 3 days. -
National
850 GBP/yearTuition FeeBased on the tuition of 850 GBP per year during 3 days.
Living costs for London
1137 - 2157 GBP /month
Living costs
The living costs include the total expenses per month, covering accommodation, public transportation, utilities (electricity, internet), books and groceries.
Funding
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