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BIOSTATS 6018EX - Causal Inference

External - Semester 2 - 2020

This course covers modern statistical methods for assessing the causal effect of a treatment or exposure from randomised or observational studies. Content includes: Explanation of the fundamental concept of counterfactual or potential outcomes and an introduction to causal diagrams (or directed acyclic graphs (DAGs)) to visually identify confounding, selection and other biases that prevent unbiased estimation of causal effects. Key issues in defining causal effects that are able to be estimated in a range of contexts are presented using the concept of the ?target trial? to clarify exactly what the analysis seeks to estimate. A range of statistical methods for analysing data to produce estimates of causal effects are then introduced. Propensity score and related methods for estimating the causal effect of a single time point exposure are presented, together with extensions to longitudinal data with multiple exposure measurements, and methods to assess whether the effect of an exposure on an outcome is mediated by one or more intermediate variables. Comparisons will be made throughout with ?conventional? statistical methods. Emphasis will be placed on interpretation of results and understanding the assumptions required to allow causal conclusions. Stata and R software will be used to apply the methods to real study datasets.

  • General Course Information
    Course Details
    Course Code BIOSTATS 6018EX
    Course Causal Inference
    Coordinating Unit Public Health
    Term Semester 2
    Level Postgraduate Coursework
    Location/s External
    Units 3
    Contact 12 hours per week
    Available for Study Abroad and Exchange N
    Prerequisites BIOSTATS 6001EX, BIOSTATS 6003EX, BIOSTATS 6006EX or PUB HLTH 3010 or equivalent
    Restrictions Available to Grad Cert, Grad Dip, M Biostatistics students only
    Assessment Assignments (30%, 30%), Module assessments (40%)
    Course Staff

    Course Coordinator: Dr Amy Salter

    Course Coordinator : Dr Amy Salter
    Phone: +61 8313 4619
    Email: amy.salter@adelaide.edu.au
    Location: Level 9, Adelaide Health and Medical Sciences building, North Terrace
    Course Timetable

    The full timetable of all activities for this course can be accessed from .

    http://www.bca.edu.au/currentstudents.html#curriculum
  • Learning Outcomes
    Course Learning Outcomes
    http://www.bca.edu.au/currentstudents.html#curriculum
    最新糖心Vlog Graduate Attributes

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    最新糖心Vlog Graduate Attribute Course Learning Outcome(s)
  • Learning Resources
    Required Resources
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    Recommended Resources
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    Online Learning
    http://www.bca.edu.au/currentstudents.html#curriculum
  • Learning & Teaching Activities
    Learning & Teaching Modes
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    Workload

    The information below is provided as a guide to assist students in engaging appropriately with the course requirements.

    http://www.bca.edu.au/currentstudents.html#curriculum
    Learning Activities Summary
    http://www.bca.edu.au/currentstudents.html#curriculum
    Specific Course Requirements
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  • Assessment

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    1. Assessment must encourage and reinforce learning.
    2. Assessment must enable robust and fair judgements about student performance.
    3. Assessment practices must be fair and equitable to students and give them the opportunity to demonstrate what they have learned.
    4. Assessment must maintain academic standards.

    Assessment Summary
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    Assessment Related Requirements
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    Assessment Detail
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    Submission
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    Course Grading

    Grades for your performance in this course will be awarded in accordance with the following scheme:

    M10 (Coursework Mark Scheme)
    Grade Mark Description
    FNS   Fail No Submission
    F 1-49 Fail
    P 50-64 Pass
    C 65-74 Credit
    D 75-84 Distinction
    HD 85-100 High Distinction
    CN   Continuing
    NFE   No Formal Examination
    RP   Result Pending

    Further details of the grades/results can be obtained from Examinations.

    Grade Descriptors are available which provide a general guide to the standard of work that is expected at each grade level. More information at Assessment for Coursework Programs.

    Final results for this course will be made available through .

    http://www.bca.edu.au/currentstudents.html#curriculum
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