SlideShare ist ein Scribd-Unternehmen logo
1 von 80
Downloaden Sie, um offline zu lesen
Simon Buckingham Shum1 & Kailash Awati2
1 Connected Intelligence Centre & 2 Faculty of Transdisciplinary Innovation
University of Technology Sydney
@sbuckshum • @kailashawati • http://utscic.edu.au
Visualisation for Wicked Problems
Summer@UTS session, 15th Feb. 2018
Facultyof
“wicked problems”
2
Characteristics of “Wicked Problems”
(opposite: “tame problems” with validated methods for identifying optimal, agreed solution)
are difficult to clearly define – conflicting worldviews.
have many interdependencies and are often multi-causal.
attempts to address often lead to unforeseen consequences.
are rarely stable.
there may be no agreement on what counts as a solution.
are socially complex – cultural/values conflicts.
have no stopping rule – go until resources run out.
are characterised by chronic policy failure.
Tackling “Wicked Problems” requires…
Quality dialogue: stakeholders need to commit to listen and
learn from each other
Readiness to change behaviour.
Multiple logics/rationalities: technical, economic, user
experience, values, historical, emotional…
Good representations: ways to visualise different
perspectives, and ‘the system’ in ways that open up the
conversation
The mapping approach we’ll learn
today can be used with groups,
but you’ll start with it as a
personal thinking tool
5
kids can do this!…
6
My 11 year old…
7
My 11 year old…
8
My 11 year old…
9
My 11 year old…
10
My 11 year old…
11
My 11 year old…
12
My 11 year old…
13
My 11 year old…
14
My 11 year old…
15
…and now gives his speech using this map as his notes
The Issue-Based
Information System (IBIS)
“the DNA of conversations…”
16
Issue Mapping: Questions, Ideas, Decisions, Pros + Cons
real world examples…
18
“We need to build a road through your community…”
Also used for:
• Corporate strategy and org redesign
(private and public sector)
• Procurement strategy for $500M+ civil
infrastructure projects
• Project inceptions and lessons learnt
Copyright SevenSigma 2011
Stirling Alliance: Long Term Transport Plan (Perth, AUS)
http://www.sevensigma.com.au/what-we-have-done/case-studies.html
Hostage recovery scenario: how to apply political pressure?
The collective intelligence available in
the room and online: Dialogue Map
capturing the team’s deliberations
Visual background structures
the display for planning
http://www.aiai.ed.ac.uk/project/co-opr
21
NASA Mobile Agents Field Trials:
Simulating an Earth/Mars geology science team
William Clancey, et al. (2005) "Automating CapCom Using Mobile Agents and Robotic Assistants",
1st Space Exploration Conference, Orlando FL: Continuing the Voyage of Discovery: https://doi.org/10.2514/6.2005-2659
Organising ideas and media for academic work
22
http://simon.buckinghamshum.net/2011/03/mapping-phd-research-in-compendium/
This and other academic research examples: http://cloudworks.ac.uk/cloud/view/5106
Organising ideas and media for academic work
23
http://projects.kmi.open.ac.uk/e-dance/2009/09/14/choreographic-video-annotation/
This and other academic research examples: http://cloudworks.ac.uk/cloud/view/5106
A bit more about IBIS mapping
24
Issue Mapping: Questions, Ideas, Decisions, Pros + Cons
IBIS Syntax
Mapping Dialogues Using IBIS
Mapping Dialogue Using IBIS
Mapping Dialogue Using IBIS
Mapping Dialogue Using IBIS
Mapping Dialogue Using IBIS
Mapping Dialogue Using IBIS
Mapping Dialogue Using IBIS
Mapping Dialogue Using IBIS
Mapping Dialogue Using IBIS
Mapping Dialogue Using IBIS
Mapping Dialogue Using IBIS
Example: a business meeting
Scenario: An IT team is discussing how they
should go about implementing a new system
for which the budget has been approved.
Example: a business meeting
Example: a business meeting
Example: a business meeting
Example: a business meeting
Example: a business meeting
Hands-on exercises:
mapping a conversation
as an IBIS network
51
Where shall we go out on Saturday night?
53
Nice simple question?...
What are our options?...
What are the tradeoffs?...
A more complex example: Budget planning
54
Task
The general manager of a local council in the US has called a meeting with his direct reports to discuss
next year’s budget. The following section is an edited excerpt of the discussion. Create an issue map (IBIS
map) of the discussion, taking care to identify questions, ideas and arguments carefully.
Dialogue
General Manager: I’ve called this meeting to discuss what we should do to about our budget.
Chief of Operations: I think we have ample scope to increase revenue.
Divisional Head: Hmm…I’m not sure about that. How can we increase revenue?
CFO: Well, we could petition local authorities for an increase in county tax.
Chief of Operations: Yes, and another possibility is to start charging fees for our special programs.
CFO: Another option to deal with the budget issue is to look into cutting costs.
Divisional Head: How? I think cutting costs is not a good idea, we already went through cost cutting last
year.
CFO: May be so, but we can still eliminate some special programs.
Divisional Head: Which ones?
CFO: Another possibility is to renegotiate salaries.
HR Director: Oh no, that takes way too long and it is unlikely to work.
CFO: OK, another possibility is to cut staff….
Budget mapping exercise - a solution
55
“The Offer” – map this…
A recruiter calls and offers you a dream job. It pays 20% more than your current role,
with more responsibility and the opportunity to gain experience in a completely new
area. The additional responsibilities include: managing a bigger team and overseeing
more functions than you do in your current role. There are also better career
prospects as the company is much larger than your current one.
On the other hand, you are in your comfort zone in your current role and the working
conditions are excellent. Moreover the company is stable (compared to the new one).
But you feel you are in a dead end job and, perhaps most important, you are getting
terminally bored.
56
Getting tougher: A fictional meeting between you (a data scientist)
with a telecoms client
Imagine you recorded this meeting, and now you want to summarise this as clearly as possible as an issue map
which you will send your client as a record of the key issues, the options considered, the decisions made, and why.
Client: Could you run some analytics on customer comments to see if there’s anything interesting?
You: Well there are many approaches we could take: what are you looking for?
Client: Basically, can we predict if they’re about to switch from us?
You: There’s research evidence that they follow their friends and family in switching phone provider. As for comments, the evidence
seems to be that most tweet this, though some will complain to you first. Sentiment mining is a possibility. Twitter gives you social
networks too.
Client: That social stuff is really interesting, and I know Belstra are testing this. But won’t customers find it creepy that we analyse their
tweets?
You: Possibly, and remember that twitter feed is always filtered. OK, well it’s safer to analyse your own databases. Is it just phone or
are you interested in other services too?... And do you have data on any social ties between customers?
Client: Internet and TV are also relevant but let’s start with phone. The customer DB knows about families. OK let’s just mine our
CRM data for telltale comments to start with, and see if that tallies with family members following each other out the door.
You: OK, we can merge datasets and test a predictive model of each independently, and combined. 57
Example map from this exercise: how does yours vary?
58
Example map from this exercise: how does yours vary?
59
Hands-on Compendium:
Visual hypermedia
for IBIS mapping
60
Hands-on with the Compendium visual hypermedia tool
61
Just a taster – full details: http://compendiuminstitute.net/training/training.htm
Start a new project
Create a map
Add nodes
Add links
Hyperlink to media docs
Create and add tags
Embed a node in 2 places
Publish to the web
+
62
All books in the UTS Library. Plus these blogs, papers, demos…
Jeff Conklin: http://cognexus.org
Al Selvin: http://bit.ly/alselvin
Paul Culmsee: http://www.cleverworkarounds.com/category/dialogue-mapping
Simon Buckingham Shum: http://simon.buckinghamshum.net/tag/compendium
Kailash Awati: https://eight2late.wordpress.com/category/issue-based-information-system
Tim van Gelder: https://www.rationaleonline.com
To go deeper…
extra slides on
argument analysis
63
64
Example: analysing a scientific argument on
National Front extremist website
What are the facts? … on every measure of intellectual ability and
educational attainment Blacks perform significantly worse,
on average, than Whites. In the case of average IQ, for
example, the average Negro figure is only 85% of the White
average.
Readers can consult Race by Dr. John R. Baker, former Reader in Cytology at Oxford University, published by the Oxford University Press, or
The Testing of Negro Intelligence, an exhaustive review of hundreds of studies demonstrating racial differences in intellectual ability by Dr.
Audrey M. Shuey, and of course there is The Bell Curve by Herrnstein and Murray.
Analysing the NF negro intelligence case
using argument mapping
Red link=
challenges
Green link=
supports
Hyperlink to evidence on
a website
http://bit.ly/aP4M0P (View in Safari)
Refuting the NF negro intelligence argument
using argument mapping
http://bit.ly/aP4M0P (View in Safari)
precision analysis of a pro or con
71
Precision analysis of Pros and Cons
Pros and Cons are relatively informal summaries of arguments, captured quickly
in the way that we normally speak, e.g.
Precision analysis of Pros and Cons
Pros and Cons are relatively informal summaries of arguments, captured quickly
in the way that we normally speak, e.g.
Philosophy of Argumentation would recognise this as an Argument from Analogy,
which has a particular template. We can use this to probe the Con in detail…
Template for an
“Argument from
Analogy”
CLAIM
SUPPORTING
PREMISE
CRITICAL
QUESTIONS
SUPPORTING
PREMISE
https://www.reasoninglab.com/patterns-of-argument/argumentation-schemes/waltons-argumentation-schemes
Template for an
“Argument from
Analogy”
Instantiating the
“Argument from
Analogy” template
See also… Rationale: an Argument Mapping tool
https://www.rationaleonline.com
See also… Rationale: an Argument Mapping tool
https://www.rationaleonline.com
See also… Rationale: an Argument Mapping tool
https://www.rationaleonline.com
See also… Rationale: an Argument Mapping tool
https://www.rationaleonline.com
See also… Rationale: an Argument Mapping tool
https://www.rationaleonline.com

Weitere ähnliche Inhalte

Ähnlich wie Summer@UTS: Visualisation for Wicked Problems

Easy Essay Structure. How To Create A Powerful Argumentative Essay ...
Easy Essay Structure. How To Create A Powerful Argumentative Essay ...Easy Essay Structure. How To Create A Powerful Argumentative Essay ...
Easy Essay Structure. How To Create A Powerful Argumentative Essay ...Jill Baldwin
 
Welcome to the Metrics and Social Web Services workshop
Welcome to the Metrics and Social Web Services workshopWelcome to the Metrics and Social Web Services workshop
Welcome to the Metrics and Social Web Services workshoplisbk
 
LDT Future of Learning 2010
LDT Future of Learning 2010LDT Future of Learning 2010
LDT Future of Learning 2010Life Unexamined
 
Sample Title Page For Thesis Proposal - How To
Sample Title Page For Thesis Proposal - How ToSample Title Page For Thesis Proposal - How To
Sample Title Page For Thesis Proposal - How ToBeth Johnson
 
Writing Board And White Paper With Stationery On Wooden Backgroun
Writing Board And White Paper With Stationery On Wooden BackgrounWriting Board And White Paper With Stationery On Wooden Backgroun
Writing Board And White Paper With Stationery On Wooden BackgrounLiz Harris
 
What/Where/How is Digital Scholarship?
What/Where/How is Digital Scholarship?What/Where/How is Digital Scholarship?
What/Where/How is Digital Scholarship?stoton
 
What's On the Technology Horizon?
What's On the Technology Horizon?What's On the Technology Horizon?
What's On the Technology Horizon?lisbk
 
Engagement, Impact, Value: Measuring and Maximising Impact Using the Social Web
Engagement, Impact, Value: Measuring and Maximising Impact Using the Social WebEngagement, Impact, Value: Measuring and Maximising Impact Using the Social Web
Engagement, Impact, Value: Measuring and Maximising Impact Using the Social Weblisbk
 
Gathering & Presenting User Input
Gathering & Presenting User InputGathering & Presenting User Input
Gathering & Presenting User InputJeff Wisniewski
 
How To Write A Perfect Research Paper
How To Write A Perfect Research PaperHow To Write A Perfect Research Paper
How To Write A Perfect Research PaperLaura Miller
 
Hunger Games Essays.pdf
Hunger Games Essays.pdfHunger Games Essays.pdf
Hunger Games Essays.pdfAna Hall
 
Writing A Research Essay.pdf
Writing A Research Essay.pdfWriting A Research Essay.pdf
Writing A Research Essay.pdfChristina Morgan
 
How To Lay Out A History Essay - Writingfixya.Web.Fc
How To Lay Out A History Essay - Writingfixya.Web.FcHow To Lay Out A History Essay - Writingfixya.Web.Fc
How To Lay Out A History Essay - Writingfixya.Web.FcSandra Anderson
 
Open Educational Resources (OER) in Simulation Learning Workshop
Open Educational Resources (OER) in Simulation Learning WorkshopOpen Educational Resources (OER) in Simulation Learning Workshop
Open Educational Resources (OER) in Simulation Learning Workshopguest40c4bb8
 
Open Educational Resources (OER) in Simulation Learning Workshop
Open Educational Resources (OER) in Simulation Learning WorkshopOpen Educational Resources (OER) in Simulation Learning Workshop
Open Educational Resources (OER) in Simulation Learning Workshopguest40c4bb8
 

Ähnlich wie Summer@UTS: Visualisation for Wicked Problems (20)

Easy Essay Structure. How To Create A Powerful Argumentative Essay ...
Easy Essay Structure. How To Create A Powerful Argumentative Essay ...Easy Essay Structure. How To Create A Powerful Argumentative Essay ...
Easy Essay Structure. How To Create A Powerful Argumentative Essay ...
 
Welcome to the Metrics and Social Web Services workshop
Welcome to the Metrics and Social Web Services workshopWelcome to the Metrics and Social Web Services workshop
Welcome to the Metrics and Social Web Services workshop
 
LDT Future of Learning 2010
LDT Future of Learning 2010LDT Future of Learning 2010
LDT Future of Learning 2010
 
Sample Title Page For Thesis Proposal - How To
Sample Title Page For Thesis Proposal - How ToSample Title Page For Thesis Proposal - How To
Sample Title Page For Thesis Proposal - How To
 
Writing Board And White Paper With Stationery On Wooden Backgroun
Writing Board And White Paper With Stationery On Wooden BackgrounWriting Board And White Paper With Stationery On Wooden Backgroun
Writing Board And White Paper With Stationery On Wooden Backgroun
 
What/Where/How is Digital Scholarship?
What/Where/How is Digital Scholarship?What/Where/How is Digital Scholarship?
What/Where/How is Digital Scholarship?
 
What's On the Technology Horizon?
What's On the Technology Horizon?What's On the Technology Horizon?
What's On the Technology Horizon?
 
Engagement, Impact, Value: Measuring and Maximising Impact Using the Social Web
Engagement, Impact, Value: Measuring and Maximising Impact Using the Social WebEngagement, Impact, Value: Measuring and Maximising Impact Using the Social Web
Engagement, Impact, Value: Measuring and Maximising Impact Using the Social Web
 
Gathering & Presenting User Input
Gathering & Presenting User InputGathering & Presenting User Input
Gathering & Presenting User Input
 
OER10 Simshare Slides
OER10 Simshare SlidesOER10 Simshare Slides
OER10 Simshare Slides
 
OER10 Conference
OER10 ConferenceOER10 Conference
OER10 Conference
 
How To Write A Perfect Research Paper
How To Write A Perfect Research PaperHow To Write A Perfect Research Paper
How To Write A Perfect Research Paper
 
Hunger Games Essays.pdf
Hunger Games Essays.pdfHunger Games Essays.pdf
Hunger Games Essays.pdf
 
Writing A Research Essay.pdf
Writing A Research Essay.pdfWriting A Research Essay.pdf
Writing A Research Essay.pdf
 
Access to legal work: the experiential dimensio
Access to legal work: the experiential dimensioAccess to legal work: the experiential dimensio
Access to legal work: the experiential dimensio
 
6p model of research
6p model of research6p model of research
6p model of research
 
How To Lay Out A History Essay - Writingfixya.Web.Fc
How To Lay Out A History Essay - Writingfixya.Web.FcHow To Lay Out A History Essay - Writingfixya.Web.Fc
How To Lay Out A History Essay - Writingfixya.Web.Fc
 
Open Educational Resources (OER) in Simulation Learning Workshop
Open Educational Resources (OER) in Simulation Learning WorkshopOpen Educational Resources (OER) in Simulation Learning Workshop
Open Educational Resources (OER) in Simulation Learning Workshop
 
Open Educational Resources (OER) in Simulation Learning Workshop
Open Educational Resources (OER) in Simulation Learning WorkshopOpen Educational Resources (OER) in Simulation Learning Workshop
Open Educational Resources (OER) in Simulation Learning Workshop
 
Cardiff OER slides
Cardiff OER slidesCardiff OER slides
Cardiff OER slides
 

Mehr von Simon Buckingham Shum

The Generative AI System Shock, and some thoughts on Collective Intelligence ...
The Generative AI System Shock, and some thoughts on Collective Intelligence ...The Generative AI System Shock, and some thoughts on Collective Intelligence ...
The Generative AI System Shock, and some thoughts on Collective Intelligence ...Simon Buckingham Shum
 
Could Generative AI Augment Reflection, Deliberation and Argumentation?
Could Generative AI Augment Reflection, Deliberation and Argumentation?Could Generative AI Augment Reflection, Deliberation and Argumentation?
Could Generative AI Augment Reflection, Deliberation and Argumentation?Simon Buckingham Shum
 
Conversational, generative AI as a cognitive tool for critical thinking
Conversational, generative AI as a cognitive tool for critical thinkingConversational, generative AI as a cognitive tool for critical thinking
Conversational, generative AI as a cognitive tool for critical thinkingSimon Buckingham Shum
 
On the Design of a Writing App offering 24/7 Formative Feedback on Reflective...
On the Design of a Writing App offering 24/7 Formative Feedback on Reflective...On the Design of a Writing App offering 24/7 Formative Feedback on Reflective...
On the Design of a Writing App offering 24/7 Formative Feedback on Reflective...Simon Buckingham Shum
 
Is “The Matter With Things” also what’s the matter with Learning Analytics?
Is “The Matter With Things” also what’s the matter with Learning Analytics?Is “The Matter With Things” also what’s the matter with Learning Analytics?
Is “The Matter With Things” also what’s the matter with Learning Analytics?Simon Buckingham Shum
 
Deliberative Democracy as a strategy for co-designing university ethics aro...
Deliberative Democracy as a strategy for co-designing university ethics aro...Deliberative Democracy as a strategy for co-designing university ethics aro...
Deliberative Democracy as a strategy for co-designing university ethics aro...Simon Buckingham Shum
 
Knowledge Art or… “Participatory Improvisational DVN”
Knowledge Art or… “Participatory Improvisational DVN”Knowledge Art or… “Participatory Improvisational DVN”
Knowledge Art or… “Participatory Improvisational DVN”Simon Buckingham Shum
 
March 2021 • 24/7 Instant Feedback on Writing: Integrating AcaWriter into yo...
March 2021 • 24/7 Instant Feedback on Writing: Integrating AcaWriter into yo...March 2021 • 24/7 Instant Feedback on Writing: Integrating AcaWriter into yo...
March 2021 • 24/7 Instant Feedback on Writing: Integrating AcaWriter into yo...Simon Buckingham Shum
 
ICQE20: Quantitative Ethnography Visualizations as Tools for Thinking
ICQE20: Quantitative Ethnography Visualizations as Tools for ThinkingICQE20: Quantitative Ethnography Visualizations as Tools for Thinking
ICQE20: Quantitative Ethnography Visualizations as Tools for ThinkingSimon Buckingham Shum
 
24/7 Instant Feedback on Writing: Integrating AcaWriter into your Teaching
24/7 Instant Feedback on Writing: Integrating AcaWriter into your Teaching24/7 Instant Feedback on Writing: Integrating AcaWriter into your Teaching
24/7 Instant Feedback on Writing: Integrating AcaWriter into your TeachingSimon Buckingham Shum
 
Argumentation 101 for Learning Analytics PhDs!
Argumentation 101 for Learning Analytics PhDs!Argumentation 101 for Learning Analytics PhDs!
Argumentation 101 for Learning Analytics PhDs!Simon Buckingham Shum
 
Learning Informatics: AI • Analytics • Accountability • Agency
Learning Informatics: AI • Analytics • Accountability • AgencyLearning Informatics: AI • Analytics • Accountability • Agency
Learning Informatics: AI • Analytics • Accountability • AgencySimon Buckingham Shum
 
AI/Data Analytics (AIDA): Key concepts, examples & risks
AI/Data Analytics (AIDA): Key concepts, examples & risksAI/Data Analytics (AIDA): Key concepts, examples & risks
AI/Data Analytics (AIDA): Key concepts, examples & risksSimon Buckingham Shum
 
Learning Analytics as Educational Knowledge Infrastructure
Learning Analytics as Educational Knowledge InfrastructureLearning Analytics as Educational Knowledge Infrastructure
Learning Analytics as Educational Knowledge InfrastructureSimon Buckingham Shum
 
Towards Collaboration Translucence: Giving Meaning to Multimodal Group Data
Towards Collaboration Translucence: Giving Meaning to Multimodal Group DataTowards Collaboration Translucence: Giving Meaning to Multimodal Group Data
Towards Collaboration Translucence: Giving Meaning to Multimodal Group DataSimon Buckingham Shum
 
Knowledge Art - MDSI Guest Lecture - 1st May 2019
Knowledge Art - MDSI Guest Lecture - 1st May 2019Knowledge Art - MDSI Guest Lecture - 1st May 2019
Knowledge Art - MDSI Guest Lecture - 1st May 2019Simon Buckingham Shum
 
Educational Data Scientists: A Scarce Breed
Educational Data Scientists: A Scarce BreedEducational Data Scientists: A Scarce Breed
Educational Data Scientists: A Scarce BreedSimon Buckingham Shum
 
Transitioning Education’s Knowledge Infrastructure ICLS 2018
Transitioning Education’s Knowledge Infrastructure ICLS 2018Transitioning Education’s Knowledge Infrastructure ICLS 2018
Transitioning Education’s Knowledge Infrastructure ICLS 2018Simon Buckingham Shum
 

Mehr von Simon Buckingham Shum (20)

The Generative AI System Shock, and some thoughts on Collective Intelligence ...
The Generative AI System Shock, and some thoughts on Collective Intelligence ...The Generative AI System Shock, and some thoughts on Collective Intelligence ...
The Generative AI System Shock, and some thoughts on Collective Intelligence ...
 
Could Generative AI Augment Reflection, Deliberation and Argumentation?
Could Generative AI Augment Reflection, Deliberation and Argumentation?Could Generative AI Augment Reflection, Deliberation and Argumentation?
Could Generative AI Augment Reflection, Deliberation and Argumentation?
 
Conversational, generative AI as a cognitive tool for critical thinking
Conversational, generative AI as a cognitive tool for critical thinkingConversational, generative AI as a cognitive tool for critical thinking
Conversational, generative AI as a cognitive tool for critical thinking
 
On the Design of a Writing App offering 24/7 Formative Feedback on Reflective...
On the Design of a Writing App offering 24/7 Formative Feedback on Reflective...On the Design of a Writing App offering 24/7 Formative Feedback on Reflective...
On the Design of a Writing App offering 24/7 Formative Feedback on Reflective...
 
SBS_ISLS2022.pdf
SBS_ISLS2022.pdfSBS_ISLS2022.pdf
SBS_ISLS2022.pdf
 
Is “The Matter With Things” also what’s the matter with Learning Analytics?
Is “The Matter With Things” also what’s the matter with Learning Analytics?Is “The Matter With Things” also what’s the matter with Learning Analytics?
Is “The Matter With Things” also what’s the matter with Learning Analytics?
 
Deliberative Democracy as a strategy for co-designing university ethics aro...
Deliberative Democracy as a strategy for co-designing university ethics aro...Deliberative Democracy as a strategy for co-designing university ethics aro...
Deliberative Democracy as a strategy for co-designing university ethics aro...
 
Knowledge Art or… “Participatory Improvisational DVN”
Knowledge Art or… “Participatory Improvisational DVN”Knowledge Art or… “Participatory Improvisational DVN”
Knowledge Art or… “Participatory Improvisational DVN”
 
March 2021 • 24/7 Instant Feedback on Writing: Integrating AcaWriter into yo...
March 2021 • 24/7 Instant Feedback on Writing: Integrating AcaWriter into yo...March 2021 • 24/7 Instant Feedback on Writing: Integrating AcaWriter into yo...
March 2021 • 24/7 Instant Feedback on Writing: Integrating AcaWriter into yo...
 
ICQE20: Quantitative Ethnography Visualizations as Tools for Thinking
ICQE20: Quantitative Ethnography Visualizations as Tools for ThinkingICQE20: Quantitative Ethnography Visualizations as Tools for Thinking
ICQE20: Quantitative Ethnography Visualizations as Tools for Thinking
 
24/7 Instant Feedback on Writing: Integrating AcaWriter into your Teaching
24/7 Instant Feedback on Writing: Integrating AcaWriter into your Teaching24/7 Instant Feedback on Writing: Integrating AcaWriter into your Teaching
24/7 Instant Feedback on Writing: Integrating AcaWriter into your Teaching
 
Argumentation 101 for Learning Analytics PhDs!
Argumentation 101 for Learning Analytics PhDs!Argumentation 101 for Learning Analytics PhDs!
Argumentation 101 for Learning Analytics PhDs!
 
Learning Informatics: AI • Analytics • Accountability • Agency
Learning Informatics: AI • Analytics • Accountability • AgencyLearning Informatics: AI • Analytics • Accountability • Agency
Learning Informatics: AI • Analytics • Accountability • Agency
 
AI/Data Analytics (AIDA): Key concepts, examples & risks
AI/Data Analytics (AIDA): Key concepts, examples & risksAI/Data Analytics (AIDA): Key concepts, examples & risks
AI/Data Analytics (AIDA): Key concepts, examples & risks
 
Learning Analytics as Educational Knowledge Infrastructure
Learning Analytics as Educational Knowledge InfrastructureLearning Analytics as Educational Knowledge Infrastructure
Learning Analytics as Educational Knowledge Infrastructure
 
Towards Collaboration Translucence: Giving Meaning to Multimodal Group Data
Towards Collaboration Translucence: Giving Meaning to Multimodal Group DataTowards Collaboration Translucence: Giving Meaning to Multimodal Group Data
Towards Collaboration Translucence: Giving Meaning to Multimodal Group Data
 
Knowledge Art - MDSI Guest Lecture - 1st May 2019
Knowledge Art - MDSI Guest Lecture - 1st May 2019Knowledge Art - MDSI Guest Lecture - 1st May 2019
Knowledge Art - MDSI Guest Lecture - 1st May 2019
 
UX/LX for PLSA: Workshop Welcome
UX/LX for PLSA: Workshop WelcomeUX/LX for PLSA: Workshop Welcome
UX/LX for PLSA: Workshop Welcome
 
Educational Data Scientists: A Scarce Breed
Educational Data Scientists: A Scarce BreedEducational Data Scientists: A Scarce Breed
Educational Data Scientists: A Scarce Breed
 
Transitioning Education’s Knowledge Infrastructure ICLS 2018
Transitioning Education’s Knowledge Infrastructure ICLS 2018Transitioning Education’s Knowledge Infrastructure ICLS 2018
Transitioning Education’s Knowledge Infrastructure ICLS 2018
 

Kürzlich hochgeladen

This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.christianmathematics
 
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptxMaritesTamaniVerdade
 
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdfUGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdfNirmal Dwivedi
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsTechSoup
 
Understanding Accommodations and Modifications
Understanding  Accommodations and ModificationsUnderstanding  Accommodations and Modifications
Understanding Accommodations and ModificationsMJDuyan
 
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptxHMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptxmarlenawright1
 
Unit 3 Emotional Intelligence and Spiritual Intelligence.pdf
Unit 3 Emotional Intelligence and Spiritual Intelligence.pdfUnit 3 Emotional Intelligence and Spiritual Intelligence.pdf
Unit 3 Emotional Intelligence and Spiritual Intelligence.pdfDr Vijay Vishwakarma
 
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...Pooja Bhuva
 
Fostering Friendships - Enhancing Social Bonds in the Classroom
Fostering Friendships - Enhancing Social Bonds  in the ClassroomFostering Friendships - Enhancing Social Bonds  in the Classroom
Fostering Friendships - Enhancing Social Bonds in the ClassroomPooky Knightsmith
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxVishalSingh1417
 
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptxSKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptxAmanpreet Kaur
 
How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17Celine George
 
FSB Advising Checklist - Orientation 2024
FSB Advising Checklist - Orientation 2024FSB Advising Checklist - Orientation 2024
FSB Advising Checklist - Orientation 2024Elizabeth Walsh
 
Towards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptxTowards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptxJisc
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfagholdier
 
Single or Multiple melodic lines structure
Single or Multiple melodic lines structureSingle or Multiple melodic lines structure
Single or Multiple melodic lines structuredhanjurrannsibayan2
 
General Principles of Intellectual Property: Concepts of Intellectual Proper...
General Principles of Intellectual Property: Concepts of Intellectual  Proper...General Principles of Intellectual Property: Concepts of Intellectual  Proper...
General Principles of Intellectual Property: Concepts of Intellectual Proper...Poonam Aher Patil
 
Making communications land - Are they received and understood as intended? we...
Making communications land - Are they received and understood as intended? we...Making communications land - Are they received and understood as intended? we...
Making communications land - Are they received and understood as intended? we...Association for Project Management
 
Micro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdfMicro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdfPoh-Sun Goh
 

Kürzlich hochgeladen (20)

This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.
 
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
 
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdfUGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
Understanding Accommodations and Modifications
Understanding  Accommodations and ModificationsUnderstanding  Accommodations and Modifications
Understanding Accommodations and Modifications
 
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptxHMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
 
Unit 3 Emotional Intelligence and Spiritual Intelligence.pdf
Unit 3 Emotional Intelligence and Spiritual Intelligence.pdfUnit 3 Emotional Intelligence and Spiritual Intelligence.pdf
Unit 3 Emotional Intelligence and Spiritual Intelligence.pdf
 
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
 
Spatium Project Simulation student brief
Spatium Project Simulation student briefSpatium Project Simulation student brief
Spatium Project Simulation student brief
 
Fostering Friendships - Enhancing Social Bonds in the Classroom
Fostering Friendships - Enhancing Social Bonds  in the ClassroomFostering Friendships - Enhancing Social Bonds  in the Classroom
Fostering Friendships - Enhancing Social Bonds in the Classroom
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptx
 
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptxSKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
SKILL OF INTRODUCING THE LESSON MICRO SKILLS.pptx
 
How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17
 
FSB Advising Checklist - Orientation 2024
FSB Advising Checklist - Orientation 2024FSB Advising Checklist - Orientation 2024
FSB Advising Checklist - Orientation 2024
 
Towards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptxTowards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptx
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
Single or Multiple melodic lines structure
Single or Multiple melodic lines structureSingle or Multiple melodic lines structure
Single or Multiple melodic lines structure
 
General Principles of Intellectual Property: Concepts of Intellectual Proper...
General Principles of Intellectual Property: Concepts of Intellectual  Proper...General Principles of Intellectual Property: Concepts of Intellectual  Proper...
General Principles of Intellectual Property: Concepts of Intellectual Proper...
 
Making communications land - Are they received and understood as intended? we...
Making communications land - Are they received and understood as intended? we...Making communications land - Are they received and understood as intended? we...
Making communications land - Are they received and understood as intended? we...
 
Micro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdfMicro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdf
 

Summer@UTS: Visualisation for Wicked Problems

  • 1. Simon Buckingham Shum1 & Kailash Awati2 1 Connected Intelligence Centre & 2 Faculty of Transdisciplinary Innovation University of Technology Sydney @sbuckshum • @kailashawati • http://utscic.edu.au Visualisation for Wicked Problems Summer@UTS session, 15th Feb. 2018 Facultyof
  • 3. Characteristics of “Wicked Problems” (opposite: “tame problems” with validated methods for identifying optimal, agreed solution) are difficult to clearly define – conflicting worldviews. have many interdependencies and are often multi-causal. attempts to address often lead to unforeseen consequences. are rarely stable. there may be no agreement on what counts as a solution. are socially complex – cultural/values conflicts. have no stopping rule – go until resources run out. are characterised by chronic policy failure.
  • 4. Tackling “Wicked Problems” requires… Quality dialogue: stakeholders need to commit to listen and learn from each other Readiness to change behaviour. Multiple logics/rationalities: technical, economic, user experience, values, historical, emotional… Good representations: ways to visualise different perspectives, and ‘the system’ in ways that open up the conversation
  • 5. The mapping approach we’ll learn today can be used with groups, but you’ll start with it as a personal thinking tool 5
  • 6. kids can do this!… 6
  • 7. My 11 year old… 7
  • 8. My 11 year old… 8
  • 9. My 11 year old… 9
  • 10. My 11 year old… 10
  • 11. My 11 year old… 11
  • 12. My 11 year old… 12
  • 13. My 11 year old… 13
  • 14. My 11 year old… 14
  • 15. My 11 year old… 15 …and now gives his speech using this map as his notes
  • 16. The Issue-Based Information System (IBIS) “the DNA of conversations…” 16
  • 17. Issue Mapping: Questions, Ideas, Decisions, Pros + Cons
  • 19. “We need to build a road through your community…” Also used for: • Corporate strategy and org redesign (private and public sector) • Procurement strategy for $500M+ civil infrastructure projects • Project inceptions and lessons learnt Copyright SevenSigma 2011 Stirling Alliance: Long Term Transport Plan (Perth, AUS) http://www.sevensigma.com.au/what-we-have-done/case-studies.html
  • 20. Hostage recovery scenario: how to apply political pressure? The collective intelligence available in the room and online: Dialogue Map capturing the team’s deliberations Visual background structures the display for planning http://www.aiai.ed.ac.uk/project/co-opr
  • 21. 21 NASA Mobile Agents Field Trials: Simulating an Earth/Mars geology science team William Clancey, et al. (2005) "Automating CapCom Using Mobile Agents and Robotic Assistants", 1st Space Exploration Conference, Orlando FL: Continuing the Voyage of Discovery: https://doi.org/10.2514/6.2005-2659
  • 22. Organising ideas and media for academic work 22 http://simon.buckinghamshum.net/2011/03/mapping-phd-research-in-compendium/ This and other academic research examples: http://cloudworks.ac.uk/cloud/view/5106
  • 23. Organising ideas and media for academic work 23 http://projects.kmi.open.ac.uk/e-dance/2009/09/14/choreographic-video-annotation/ This and other academic research examples: http://cloudworks.ac.uk/cloud/view/5106
  • 24. A bit more about IBIS mapping 24
  • 25. Issue Mapping: Questions, Ideas, Decisions, Pros + Cons
  • 38. Example: a business meeting Scenario: An IT team is discussing how they should go about implementing a new system for which the budget has been approved.
  • 44.
  • 45.
  • 46.
  • 47.
  • 48.
  • 49.
  • 50.
  • 51. Hands-on exercises: mapping a conversation as an IBIS network 51
  • 52.
  • 53. Where shall we go out on Saturday night? 53 Nice simple question?... What are our options?... What are the tradeoffs?...
  • 54. A more complex example: Budget planning 54 Task The general manager of a local council in the US has called a meeting with his direct reports to discuss next year’s budget. The following section is an edited excerpt of the discussion. Create an issue map (IBIS map) of the discussion, taking care to identify questions, ideas and arguments carefully. Dialogue General Manager: I’ve called this meeting to discuss what we should do to about our budget. Chief of Operations: I think we have ample scope to increase revenue. Divisional Head: Hmm…I’m not sure about that. How can we increase revenue? CFO: Well, we could petition local authorities for an increase in county tax. Chief of Operations: Yes, and another possibility is to start charging fees for our special programs. CFO: Another option to deal with the budget issue is to look into cutting costs. Divisional Head: How? I think cutting costs is not a good idea, we already went through cost cutting last year. CFO: May be so, but we can still eliminate some special programs. Divisional Head: Which ones? CFO: Another possibility is to renegotiate salaries. HR Director: Oh no, that takes way too long and it is unlikely to work. CFO: OK, another possibility is to cut staff….
  • 55. Budget mapping exercise - a solution 55
  • 56. “The Offer” – map this… A recruiter calls and offers you a dream job. It pays 20% more than your current role, with more responsibility and the opportunity to gain experience in a completely new area. The additional responsibilities include: managing a bigger team and overseeing more functions than you do in your current role. There are also better career prospects as the company is much larger than your current one. On the other hand, you are in your comfort zone in your current role and the working conditions are excellent. Moreover the company is stable (compared to the new one). But you feel you are in a dead end job and, perhaps most important, you are getting terminally bored. 56
  • 57. Getting tougher: A fictional meeting between you (a data scientist) with a telecoms client Imagine you recorded this meeting, and now you want to summarise this as clearly as possible as an issue map which you will send your client as a record of the key issues, the options considered, the decisions made, and why. Client: Could you run some analytics on customer comments to see if there’s anything interesting? You: Well there are many approaches we could take: what are you looking for? Client: Basically, can we predict if they’re about to switch from us? You: There’s research evidence that they follow their friends and family in switching phone provider. As for comments, the evidence seems to be that most tweet this, though some will complain to you first. Sentiment mining is a possibility. Twitter gives you social networks too. Client: That social stuff is really interesting, and I know Belstra are testing this. But won’t customers find it creepy that we analyse their tweets? You: Possibly, and remember that twitter feed is always filtered. OK, well it’s safer to analyse your own databases. Is it just phone or are you interested in other services too?... And do you have data on any social ties between customers? Client: Internet and TV are also relevant but let’s start with phone. The customer DB knows about families. OK let’s just mine our CRM data for telltale comments to start with, and see if that tallies with family members following each other out the door. You: OK, we can merge datasets and test a predictive model of each independently, and combined. 57
  • 58. Example map from this exercise: how does yours vary? 58
  • 59. Example map from this exercise: how does yours vary? 59
  • 61. Hands-on with the Compendium visual hypermedia tool 61 Just a taster – full details: http://compendiuminstitute.net/training/training.htm Start a new project Create a map Add nodes Add links Hyperlink to media docs Create and add tags Embed a node in 2 places Publish to the web +
  • 62. 62 All books in the UTS Library. Plus these blogs, papers, demos… Jeff Conklin: http://cognexus.org Al Selvin: http://bit.ly/alselvin Paul Culmsee: http://www.cleverworkarounds.com/category/dialogue-mapping Simon Buckingham Shum: http://simon.buckinghamshum.net/tag/compendium Kailash Awati: https://eight2late.wordpress.com/category/issue-based-information-system Tim van Gelder: https://www.rationaleonline.com To go deeper…
  • 64. 64 Example: analysing a scientific argument on National Front extremist website What are the facts? … on every measure of intellectual ability and educational attainment Blacks perform significantly worse, on average, than Whites. In the case of average IQ, for example, the average Negro figure is only 85% of the White average. Readers can consult Race by Dr. John R. Baker, former Reader in Cytology at Oxford University, published by the Oxford University Press, or The Testing of Negro Intelligence, an exhaustive review of hundreds of studies demonstrating racial differences in intellectual ability by Dr. Audrey M. Shuey, and of course there is The Bell Curve by Herrnstein and Murray.
  • 65. Analysing the NF negro intelligence case using argument mapping Red link= challenges Green link= supports Hyperlink to evidence on a website http://bit.ly/aP4M0P (View in Safari)
  • 66.
  • 67.
  • 68.
  • 69.
  • 70. Refuting the NF negro intelligence argument using argument mapping http://bit.ly/aP4M0P (View in Safari)
  • 71. precision analysis of a pro or con 71
  • 72. Precision analysis of Pros and Cons Pros and Cons are relatively informal summaries of arguments, captured quickly in the way that we normally speak, e.g.
  • 73. Precision analysis of Pros and Cons Pros and Cons are relatively informal summaries of arguments, captured quickly in the way that we normally speak, e.g. Philosophy of Argumentation would recognise this as an Argument from Analogy, which has a particular template. We can use this to probe the Con in detail…
  • 74. Template for an “Argument from Analogy” CLAIM SUPPORTING PREMISE CRITICAL QUESTIONS SUPPORTING PREMISE https://www.reasoninglab.com/patterns-of-argument/argumentation-schemes/waltons-argumentation-schemes
  • 75. Template for an “Argument from Analogy” Instantiating the “Argument from Analogy” template
  • 76. See also… Rationale: an Argument Mapping tool https://www.rationaleonline.com
  • 77. See also… Rationale: an Argument Mapping tool https://www.rationaleonline.com
  • 78. See also… Rationale: an Argument Mapping tool https://www.rationaleonline.com
  • 79. See also… Rationale: an Argument Mapping tool https://www.rationaleonline.com
  • 80. See also… Rationale: an Argument Mapping tool https://www.rationaleonline.com