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Module

HSC8101 : Decision Modelling for Health Data Science with Advanced Topics

  • Offered for Year: 2025/26
  • Module Leader(s): Dr Gurdeep Sagoo
  • Lecturer: Mr Giovany Orozco Leal, Mr Stephen Rice
  • Owning School: Population Health Sciences
  • Teaching Location: Newcastle City Campus
Semesters

Your programme is made up of credits, the total differs on programme to programme.

Semester 2 Credit Value: 10
ECTS Credits: 5.0
European Credit Transfer System

Aims

The aim of this module is to provide an understanding of decision modelling methods used in the evaluation and analysis of technologies used in health care.

Decision analysis and modelling has been used widely across many disciplines but in health care it is an established analytic framework to inform decision making under uncertain circumstances. Health Economists play a vital role in helping to quantify the impact of uncertainty in order to inform clinical and health care decision making at population and individual levels. Over the last two decades in the UK, NICE (the National Institute for Health and Care Excellence) have been major drivers of developments in the analytical methods used by health economists, with the aim of making the understanding of uncertainty more transparent in decision making when implementing technologies into wide-spread use with the UK NHS.

This course will cover well-established methods used in decision modelling with examples from real studies that the module teaching team are involved in.

Outline Of Syllabus

What is economic evaluation and why is it useful? The role of decision analysis in economic evaluation and health data science. Key aspects of decision modelling. Methods for more advanced decision modelling. Analysing and presenting outputs from decision modelling. Uncertainty in decision making and value of information analysis.

Additional advanced topics such as probabilistic sensitivity analysis, Markov models, value of information analysis and more advanced types of model will also be considered

Teaching Methods

Teaching Activities
Category Activity Number Length Student Hours Comment
Scheduled Learning And Teaching ActivitiesLecture21:002:00Revision lectures
Scheduled Learning And Teaching ActivitiesLecture201:0020:00Formal lectures
Guided Independent StudyAssessment preparation and completion24:008:00Completion of in course assessments
Guided Independent StudyAssessment preparation and completion12:002:00Unseen exam
Scheduled Learning And Teaching ActivitiesLecture21:002:00Problem classes
Guided Independent StudyDirected research and reading151:0015:00Directed reading of advances topic(s)
Scheduled Learning And Teaching ActivitiesPractical31:003:00Computer practicals
Guided Independent StudyIndependent study221:0022:00Preparation time for lectures
Guided Independent StudyIndependent study21:303:00Review of coursework
Guided Independent StudyIndependent study101:0010:00Background reading on lectured content
Guided Independent StudyIndependent study131:0013:00Revision for unseen exam
Total100:00
Teaching Rationale And Relationship

Lectures are used for the delivery of theory and explanation of methods, illustrated with examples, and for giving general feedback on marked work. Problem classes are used to help develop the students’ abilities at applying the theory to solving problems. Practical classes are used to help the students’ ability to apply the methods in practice. In addition, directed research and reading of an advanced topic is used to develop the students’ ability to learn independently.

The teaching methods are appropriate to allow students to develop a wide range of skills. From understanding basic concepts and facts to higher-order thinking.

Assessment Methods

The format of resits will be determined by the Board of Examiners

Exams
Description Length Semester When Set Percentage Comment
Written Examination1202A60Written exam, comprising a Section A and a Section B
Other Assessment
Description Semester When Set Percentage Comment
Prob solv exercises2M40Coursework 2. Up to 10 page typeset report based upon a set assignment comprising open-ended questions
Formative Assessments

Formative Assessment is an assessment which develops your skills in being assessed, allows for you to receive feedback, and prepares you for being assessed. However, it does not count to your final mark.

Description Semester When Set Comment
Prob solv exercises2MCoursework 1. 40 minute class test, conducted during one of the timetabled one hour lecture slots
Assessment Rationale And Relationship

A substantial formal unseen practical examination is appropriate for the assessment of the material in this module. The format of the examination will enable students to reliably demonstrate their own knowledge, understanding and practical application (in Microsoft Excel) of learning outcomes.

The coursework assignments allow the students to develop their critical appraisal techniques, to highlight their understanding of the methods and rationale learnt in the module, to assess their progress and to receive feedback; the summative assessment has a secondary formative purpose as well as its primary summative purpose.

Reading Lists

Timetable