<?xml version="1.0" encoding="UTF-8"?>
<CourseUnit xmlns="http://www.manchester.ac.uk/CUICourseUnitDetails" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.manchester.ac.uk/CUICourseUnitDetails.xsd">
  <UnitCode Applicant="Y" Label="Unit code" Student="Y">
    <Code>IIDS69032</Code>
  </UnitCode>
  <UnitTitle Applicant="Y" Label="Unit title" Student="Y">
    <Title>Data Visualisation and Communication</Title>
  </UnitTitle>
  <MaxUnits Applicant="Y" Label="Credit rating" Student="Y">
    <Units>15</Units>
  </MaxUnits>
  <TeachingPeriods Applicant="Y" Label="Teaching period(s)" Student="Y">
    <Period>Semester 2</Period>
  </TeachingPeriods>
  <AcademicCareer Applicant="Y" Label="Academic career" Student="Y">
    <Value>Postgraduate Taught</Value>
  </AcademicCareer>
  <UnitLevel Applicant="Y" Label="Unit level" Student="Y">
    <Level>Level 7</Level>
  </UnitLevel>
  <StaffList Applicant="Y" Label="Teaching staff" RoleLabel="Course Unit Role" Student="Y">
    <StaffMember>
      <Name>Alan Davies</Name>
      <Role>Unit coordinator</Role>
    </StaffMember>
    <StaffMember>
      <Name>Frances Hooley</Name>
      <Role>Unit coordinator</Role>
    </StaffMember>
  </StaffList>
  <OfferedBy Applicant="Y" Label="Offered by" Student="Y">
    <OrganisationList>
      <Organisation>
        <OrgName></OrgName>
      </Organisation>
    </OrganisationList>
    <GroupList>
      <Group>
        <GroupName></GroupName>
      </Group>
    </GroupList>
    <FheqLevels>
      <FheqLevel>
        <LevelNumber>1</LevelNumber>
        <LevelName>FHEQ level (Framework for Higher Education Qualifications) ' Masters/Integrated Masters P4 ' </LevelName>
      </FheqLevel>
    </FheqLevels>
    <Ects>
      <MaxUnits>European Credit Transfer &amp; Accumulation System Rating :   7.5</MaxUnits>
    </Ects>
  </OfferedBy>
  <MarketingOverview Applicant="Y" Label="Marketing Course unit overview" Student="">
    <Content>&lt;p style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;In order to make use of data once it has been analysed, findings need to be easily communicable for wider clinical teams to capitalise on these insights. This is often achieved through the medium of data visualisation, infographics and interactive digital tools (e.g. data dashboards). Those communicating (telling stories with data) should be able to use appropriate visualisations including graphs and plots based on the properties of their data and the message they are trying to convey. An understanding of the theories of visualisation and knowledge of appropriate tools is needed to do this well without unintentionally misleading or confusing the intended recipient. Data visualisation skills are also an integral part of initial data exploration.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;</Content>
  </MarketingOverview>
  <UnitOverview Applicant="" Label="Course unit overview" Student="Y">
    <Content>&lt;p style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;In order to make use of data once it has been analysed, findings need to be easily communicable for wider clinical teams to capitalise on these insights. This is often achieved through the medium of data visualisation, infographics and interactive digital tools (e.g. data dashboards). Those communicating (telling stories with data) should be able to use appropriate visualisations including graphs and plots based on the properties of their data and the message they are trying to convey. An understanding of the theories of visualisation and knowledge of appropriate tools is needed to do this well without unintentionally misleading or confusing the intended recipient. Data visualisation skills are also an integral part of initial data exploration.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;</Content>
  </UnitOverview>
  <Aims Applicant="Y" Label="Aims" Student="Y">
    <Content>&lt;p style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;The unit aims to: &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;&lt;ul&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;Equip students with the knowledge and tools to use data visualisation for both the exploration and explanation of data&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;Impart experience using tools to create data visualisations, including interactive data visualisations and digital dashboards&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;To communicate a narrative about data to clinical and patient stakeholders adjusting the approach depending on the audiences needs&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;To understand the theories of designing good visualisations that communicate the intended message clearly without misleading or confusing the target audience&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;&lt;/ul&gt;</Content>
  </Aims>
  <LearningOutcomes Applicant="Y" Label="Learning outcomes" Student="Y">
    <Content></Content>
  </LearningOutcomes>
  <Knowledge Applicant="Y" Label="Knowledge and understanding" Student="Y">
    <Content>&lt;p&gt;LO1: Describe the psychological theories related to attention and processing of visual stimuli&lt;/p&gt;&lt;p&gt;LO2: Discuss the best design practices for presenting data with visualisations&lt;/p&gt;&lt;p&gt;LO3: Recognise the difference between using data visualisations for exploration and for explanation&lt;/p&gt;</Content>
  </Knowledge>
  <IntellectualSkills Applicant="Y" Label="Intellectual skills" Student="Y">
    <Content>&lt;p&gt;LO4: Recognise and select appropriate visualisations to communicate to different audiences with differing levels of technical and clinical understanding&lt;/p&gt;&lt;p&gt;LO5: Interpret characteristics of data by using data visualisations&lt;/p&gt;</Content>
  </IntellectualSkills>
  <PracticalSkills Applicant="Y" Label="Practical skills" Student="Y">
    <Content>&lt;p&gt;LO5: Practice plotting data using appropriate visualisation types, including static and dynamic (interactive) forms of visualisation using modern graph libraries in languages like R and Python&lt;/p&gt;&lt;p&gt;LO6: Build interactive data dashboards using software (e.g. Tableau, RShiny) to present data related to a topic or theme for subsequent decision making and data exploration&lt;/p&gt;</Content>
  </PracticalSkills>
  <TransferableSkills Applicant="Y" Label="Transferable skills and personal qualities" Student="Y">
    <Content>&lt;p&gt;LO7: Experience &amp;#39;team science&amp;#39; to solve problems collaboratively through group work&lt;/p&gt;</Content>
  </TransferableSkills>
  <EmployabilitySkillsList Applicant="Y" Label="Employability skills" Student="Y">
    <Skill>
      <SkillId></SkillId>
      <SkillDescription></SkillDescription>
    </Skill>
  </EmployabilitySkillsList>
  <Syllabus Applicant="Y" Label="Syllabus" Student="Y">
    <Content>&lt;p style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;This unit will cover the following indicative content:&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;&lt;ul&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;Exploring data using data visualisation&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;Exploratory vs. explanatory data visualisation &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;Types of visualisation (e.g. scientific, illustrative, infographic specialist) &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;Fundamental theories of data visualisation and communication&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;Representing uncertainty in visualisation&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;Good design principles and understanding of related psychological theories (e.g. attention, gestalt principles)&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;Producing plots/graphs using data visualisation libraries in R and Python (e.g. ggplot, matplotlib)&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;Using and creating interactive visualisations&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;Using data dashboards to communicate information (e.g. Tableau, RShiny)&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;Decision support systems&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;Creating accessible visualisations for patients and the public and those with special requirements&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;&lt;/ul&gt;</Content>
  </Syllabus>
  <TeachingMethods Applicant="Y" Label="Teaching and learning methods" Student="Y">
    <Content>&lt;p style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;The unit will be delivered online making use of workshops, lectures, videos, interactive online activities and group work.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;</Content>
  </TeachingMethods>
  <AssessmentMethods Applicant="Y" Label="Assessment methods" Student="Y">
    <IntroText> </IntroText>
    <Method>
      <MethodId>0</MethodId>
      <MethodName>Other</MethodName>
      <MethodWeight>100%</MethodWeight>
    </Method>
    <OtherDescription>&lt;table border="1" cellpadding="1" cellspacing="1" style="width:500px;"&gt;	&lt;tbody&gt;		&lt;tr&gt;			&lt;td&gt;Assesment task&lt;/td&gt;			&lt;td&gt;Length&lt;/td&gt;			&lt;td&gt;Weighting within unit&lt;/td&gt;		&lt;/tr&gt;		&lt;tr&gt;			&lt;td&gt;1. Group presentation of data dashboards x2 to clinical and patient stakeholder representative panel&lt;/td&gt;			&lt;td&gt;N/A&lt;/td&gt;			&lt;td&gt;30%&lt;/td&gt;		&lt;/tr&gt;		&lt;tr&gt;			&lt;td&gt;2. Short individual report&lt;/td&gt;			&lt;td&gt;1000 words&lt;/td&gt;			&lt;td&gt;70%&lt;/td&gt;		&lt;/tr&gt;	&lt;/tbody&gt;&lt;/table&gt;&lt;p&gt;&amp;nbsp;&lt;/p&gt;</OtherDescription>
  </AssessmentMethods>
  <FeedbackMethods Applicant="Y" Label="Feedback methods" Student="Y">
    <Content>&lt;p style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;Formative assessment and feedback to students is a key feature of the on-line learning materials for this unit and is provided through self-directed learning activities in the interactive notebooks.&amp;nbsp; &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;</Content>
  </FeedbackMethods>
  <RequirementsList Applicant="Y" Label="Pre/co-requisites" Student="Y">
    <Requirement>
      <UnitCode></UnitCode>
      <UnitTitle></UnitTitle>
      <RequirementType></RequirementType>
      <Description></Description>
    </Requirement>
    <AdditionalRequirement></AdditionalRequirement>
  </RequirementsList>
  <AcademicPrograms Applicant="Y" Label="Academic programmes" Student="Y">
    <AcademicProgram>
      <Program></Program>
      <Plan></Plan>
      <Level></Level>
      <Requirement></Requirement>
    </AcademicProgram>
  </AcademicPrograms>
  <FreeChoice Applicant="Y" Label="Available as a free choice unit?" Student="Y">
    <Content>N</Content>
  </FreeChoice>
  <Accreditation Applicant="Y" Label="Accreditation" Student="Y">
    <Content></Content>
  </Accreditation>
  <RecommendedReading Applicant="Y" Label="Recommended reading" Student="Y">
    <Content>&lt;ul&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;Davies, A., Mueller, J (2020) &lt;u&gt;Developing Medical Apps and mHealth Interventions: A Guide for Researchers, Physicians and Informaticians.&lt;/u&gt; Switzerland: Springer&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;Wilkinson, L (2005) &lt;u&gt;The Grammar of Graphics.&lt;/u&gt; New York: Springer&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;	&lt;li style="margin-bottom:11px"&gt;&lt;span style="font-size:11pt"&gt;&lt;span style="line-height:107%"&gt;&lt;span style="font-family:Calibri,sans-serif"&gt;&lt;span style="font-size:12.0pt"&gt;&lt;span style="line-height:107%"&gt;Knaflic, CN (2015) &lt;u&gt;Storytelling With Data: A Data Visualization Guide For Business Professionals.&lt;/u&gt; New Jersey: Wiley&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;&lt;/ul&gt;</Content>
  </RecommendedReading>
  <StudyHours Applicant="Y" Label="Study hours" Student="Y">
    <IntroText> </IntroText>
    <ScheduledHours Applicant="Y" Label="Scheduled activity hours" Student="Y">
      <ActivityHours>
        <ActivityType></ActivityType>
        <Hours>0</Hours>
      </ActivityHours>
    </ScheduledHours>
    <PlacementHours Applicant="Y" Label="Placement hours" Student="Y">
      <ActivityHours>
        <ActivityType></ActivityType>
        <Hours>0</Hours>
      </ActivityHours>
    </PlacementHours>
    <TotalHours Applicant="Y" Label="Independent study hours" Student="Y">
      <Hours>150</Hours>
    </TotalHours>
  </StudyHours>
  <Notes Applicant="Y" Label="Additional notes" Student="Y">
    <Content></Content>
  </Notes>
</CourseUnit>
