SlideShare una empresa de Scribd logo
1 de 42
Understanding systems
Johanna Kollmann | @johannakoll | the lean event, Brighton
“A system is
a set of elements or parts
often classified as its function
or purpose.”
that is coherently organized and
inter-connected in a pattern or
structure
that produces a characteristic set of
behaviors,
Donella Meadows
“Systems-based thinking is the process of
understanding how things influence one
another. 
!
Then drawing on that knowledge to create
efficiencies of process, infrastructure and
communication.”
Abby Covert
Hard systems
Soft systems
!
You can’t “fix”problems with systems
thinking, instead there are “situations you
could improve”.
Peter Checkland
Systems exhibit purposeful behaviour over time.
Systems get ‘soft’, unpredictable once humans
are involved.
TOOLS
USERS
SKILLS
TOOLS
Tools for MODELING systems
Tools for MEASURING systems
Models are the starting point to look at
the situation, and see what change should
be introduced, and how.
Categorisation model:
precedes the data.
Sense-making model:
created from data;
the data precedes the framework.
Dave Snowden
Source: https://www.youtube.com/watch?v=N7oz366X0-8
Business Model Canvas
Journey maps
Checkland’s ‘Rich Picture’
1. Construction of the Humber Bridge (adapted from Stewart and
Fortune, 1994)© The Open University
2. Distance Learning Situation © Wood-Harper et al, Information Systems
Definition: The Multiview Approach, Blackwell Scientific Publications 1985
Checkland’s ‘Rich Picture’
Stakeholders
Worldview
Connections
Conflicts
Eric Ries
!
“Only by building a model of customer
behaviour
and then showing our ability to use our
product or service to change it over time
can we establish real facts about the
validity of our vision.”
Measuring tools
Custom analysis based on raw data
Logging tools
Dashboard
Content marketing tools
(combined with qualitative research!)
3 things to pay attention to in a system:
1) Stocks & Flows
2) Feedback loops
3) Delays
1)Stocks & Flows
inflow outflow
information
feedback, control
stock
2)Feedback loops
A feedback loop occurs when a change in something ultimately
comes back to cause a further change in the same thing.
Reinforcing Loop
(positive loop)
births/year population
Population
Growth
Balancing Loop
(negative or goal-seeking loop)
heat
Thermostat
temperature
target temperature
temperature
gap
3)Delays
inventory
days
3)Delays
inventory
days
Reacting faster
3)Delays
inventory
days
Reacting slower
Look at systems behaviour over time, rather than
focusing on single events.
!
Spot trends, and ask:
‣What came before?
‣What might happen next?
By the time you see what is going on in a
system, it has already happened - and you
are already a step behind.
USERS
Mental Model
System Model
Conceptual Model
We are not only explaining a system and
making it easy to use:
we are also shaping the role of the human
actors in the system.
For reference: Donella Meadows, http://donellameadows.org/archives/leverage-points-places-to-intervene-in-a-system/
Structure of information flows
‣How does information flow through the system?
‣What information is shown, how, and to whom?
‣Who can manipulate and control information?
For reference: Donella Meadows, http://donellameadows.org/archives/leverage-points-places-to-intervene-in-a-system/
Rules of the system
‣Constraints, social rules, rules about roles of actors in the system
‣Who can take which actions?
‣How can actors in the system engage?
For reference: Donella Meadows, http://donellameadows.org/archives/leverage-points-places-to-intervene-in-a-system/
Conceptual model
Information flows
Rules
How users understand the system,
and how they can engage with it
“When designers center around the user,
where do the needs and desires of the other
actors in the system go?
The lens of the user obscures the view
of the ecosystems it affects.”
!
“For users, this is what it means to be at the
center: to be unaware of anything outside
it.”
Kevin Slavin
Photo by Peter Tannenbaum
SKILLS
Russell L. Ackoff
The ‘Systems Age’ is about expansionism - all objects,
events and experiences are part of larger wholes.
!
Rather than focusing on ultimate events, it’s about
interrelated parts, about systems.
!
Instead of an analytic mode of thought, we
need a synthetic mode of thought.
Skills for the systems age:
1) The ability to think abductively.
2) The ability to synthesise information.
3) The ability to choose the right level of abstraction.
Abductive reasoning
Abductive logic allows for the creation of new knowledge and insight.
The conclusions from an abductive argument might turn out to be false, even if the
premises are true.
You make inferences (or educated guesses)based on an incomplete
set of information in order to come up with the most likely solution.
Sources: Jon Kolko, http://www.jonkolko.com/writingAbductiveThinking.php; Andy Budd, http://www.andybudd.com/archives/2016/04/what_the_hell_is_design_thinking_anyway/
Ability to synthesise information
The process of drawing together concepts, ideas, objects and other qualitative data in
new configurations, or to create something entirely new.
!
Synthesis
‣typically deals with non-numeric data.
‣often undertaken towards the end of an analytic process as the reverse
of deconstruction.
‣can also form part of an exploration
Source: Steve Baty, http://johnnyholland.org/2009/02/deconstructing-analysis-techniques/
Ability to choose the right level of abstraction
Models make complexity visible, tell a story, and allow us to create shared
understanding. Successful modeling requires abstraction.
!
‣define the boundaries
‣abstract with a purpose in mind
‣it’s about the process - not about deliverables
‣steward the process of abstraction
Skills for the systems age:
1) The ability to think abductively.
2) The ability to synthesise information.
3) The ability to choose the right level of abstraction.
Matthew Milan
“The fundamental shift design will
need to navigate over the next
decade:
Going from designing for people to
designing with people at scale.”
TOOLS
USERS
SKILLS
Use this tool to
help you think
more systemically!
THE ICEBERG MODEL
EVENTS
What is happening?
PATTERNS OF BEHAVIOR
What trends are there over time?
SYSTEMS STRUCTURE
How are the parts related?
What influences
the patterns?
MENTAL MODELS
What values,
assumptions, +
beliefs shape
the system?
IncreasingLeverage
Download at: http://donellameadows.org/systems-thinking-resources/
Design as Participation |Kevin Slavin
http://jods.mitpress.mit.edu/pub/design-as-participation
Cynefin Framework|Dave Snowden
http://cognitive-edge.com/
Jon Kolko
http://www.jonkolko.com/writingAbductiveThinking.php
!
Andy Budd
http://www.andybudd.com/archives/2016/04/what_the_hell_is_design_thinking_anyway/
!
Steve Baty
http://johnnyholland.org/2009/02/deconstructing-analysis-techniques/
Special thanks to Livia Labate, Erica Heinz, Jonathan Flintham and Adrian Howard <3

Más contenido relacionado

La actualidad más candente

Supervised Machine Learning
Supervised Machine LearningSupervised Machine Learning
Supervised Machine LearningAnkit Rai
 
Data-driven modeling: Lecture 01
Data-driven modeling: Lecture 01Data-driven modeling: Lecture 01
Data-driven modeling: Lecture 01jakehofman
 
Genetic algorithm for hyperparameter tuning
Genetic algorithm for hyperparameter tuningGenetic algorithm for hyperparameter tuning
Genetic algorithm for hyperparameter tuningDr. Jyoti Obia
 
Advanced data structures & algorithms important questions
Advanced data structures & algorithms important questionsAdvanced data structures & algorithms important questions
Advanced data structures & algorithms important questionsselvaraniArunkumar
 
OO Development 1 - Introduction to Object-Oriented Development
OO Development 1 - Introduction to Object-Oriented DevelopmentOO Development 1 - Introduction to Object-Oriented Development
OO Development 1 - Introduction to Object-Oriented DevelopmentRandy Connolly
 
Build, Train & Deploy Machine Learning Models at Scale
Build, Train & Deploy Machine Learning Models at ScaleBuild, Train & Deploy Machine Learning Models at Scale
Build, Train & Deploy Machine Learning Models at ScaleAmazon Web Services
 
Decision Tree Assignment.pdf
Decision  Tree Assignment.pdfDecision  Tree Assignment.pdf
Decision Tree Assignment.pdfShujatHussainGadi
 
Supervised and Unsupervised Learning In Machine Learning | Machine Learning T...
Supervised and Unsupervised Learning In Machine Learning | Machine Learning T...Supervised and Unsupervised Learning In Machine Learning | Machine Learning T...
Supervised and Unsupervised Learning In Machine Learning | Machine Learning T...Simplilearn
 
Hyperparameter Tuning
Hyperparameter TuningHyperparameter Tuning
Hyperparameter TuningJon Lederman
 
Lecture 1: What is Machine Learning?
Lecture 1: What is Machine Learning?Lecture 1: What is Machine Learning?
Lecture 1: What is Machine Learning?Marina Santini
 
Unification and Lifting
Unification and LiftingUnification and Lifting
Unification and LiftingMegha Sharma
 
Introduction to machine learning
Introduction to machine learningIntroduction to machine learning
Introduction to machine learningRahul Sahai
 
ML DL AI DS BD - An Introduction
ML DL AI DS BD - An IntroductionML DL AI DS BD - An Introduction
ML DL AI DS BD - An IntroductionDony Riyanto
 
Object Oriented Analysis and Design
Object Oriented Analysis and DesignObject Oriented Analysis and Design
Object Oriented Analysis and DesignHaitham El-Ghareeb
 
Reinforcement Learning Q-Learning
Reinforcement Learning   Q-Learning Reinforcement Learning   Q-Learning
Reinforcement Learning Q-Learning Melaku Eneayehu
 
Comparison of Machine Learning Algorithms
Comparison of Machine Learning Algorithms Comparison of Machine Learning Algorithms
Comparison of Machine Learning Algorithms butest
 

La actualidad más candente (20)

Supervised Machine Learning
Supervised Machine LearningSupervised Machine Learning
Supervised Machine Learning
 
Data-driven modeling: Lecture 01
Data-driven modeling: Lecture 01Data-driven modeling: Lecture 01
Data-driven modeling: Lecture 01
 
Genetic algorithm for hyperparameter tuning
Genetic algorithm for hyperparameter tuningGenetic algorithm for hyperparameter tuning
Genetic algorithm for hyperparameter tuning
 
Advanced data structures & algorithms important questions
Advanced data structures & algorithms important questionsAdvanced data structures & algorithms important questions
Advanced data structures & algorithms important questions
 
OO Development 1 - Introduction to Object-Oriented Development
OO Development 1 - Introduction to Object-Oriented DevelopmentOO Development 1 - Introduction to Object-Oriented Development
OO Development 1 - Introduction to Object-Oriented Development
 
Machine Learning
Machine LearningMachine Learning
Machine Learning
 
Build, Train & Deploy Machine Learning Models at Scale
Build, Train & Deploy Machine Learning Models at ScaleBuild, Train & Deploy Machine Learning Models at Scale
Build, Train & Deploy Machine Learning Models at Scale
 
Decision Tree Assignment.pdf
Decision  Tree Assignment.pdfDecision  Tree Assignment.pdf
Decision Tree Assignment.pdf
 
AI: Logic in AI
AI: Logic in AIAI: Logic in AI
AI: Logic in AI
 
Supervised and Unsupervised Learning In Machine Learning | Machine Learning T...
Supervised and Unsupervised Learning In Machine Learning | Machine Learning T...Supervised and Unsupervised Learning In Machine Learning | Machine Learning T...
Supervised and Unsupervised Learning In Machine Learning | Machine Learning T...
 
Hyperparameter Tuning
Hyperparameter TuningHyperparameter Tuning
Hyperparameter Tuning
 
Lecture 1: What is Machine Learning?
Lecture 1: What is Machine Learning?Lecture 1: What is Machine Learning?
Lecture 1: What is Machine Learning?
 
Unification and Lifting
Unification and LiftingUnification and Lifting
Unification and Lifting
 
Introduction to machine learning
Introduction to machine learningIntroduction to machine learning
Introduction to machine learning
 
Problem Solving
Problem Solving Problem Solving
Problem Solving
 
ML DL AI DS BD - An Introduction
ML DL AI DS BD - An IntroductionML DL AI DS BD - An Introduction
ML DL AI DS BD - An Introduction
 
Object Oriented Analysis and Design
Object Oriented Analysis and DesignObject Oriented Analysis and Design
Object Oriented Analysis and Design
 
Reasoning in AI
Reasoning in AIReasoning in AI
Reasoning in AI
 
Reinforcement Learning Q-Learning
Reinforcement Learning   Q-Learning Reinforcement Learning   Q-Learning
Reinforcement Learning Q-Learning
 
Comparison of Machine Learning Algorithms
Comparison of Machine Learning Algorithms Comparison of Machine Learning Algorithms
Comparison of Machine Learning Algorithms
 

Destacado

Uievs studio preview
Uievs studio previewUievs studio preview
Uievs studio previewAdam Connor
 
Lisboa WebRTC - May 21, 2015 - Intro to WebRTC
Lisboa WebRTC - May 21, 2015 - Intro to WebRTCLisboa WebRTC - May 21, 2015 - Intro to WebRTC
Lisboa WebRTC - May 21, 2015 - Intro to WebRTCDavid Dias
 
Gemare Falzarano Resume, Graphic Design, Art Director, Illustrator, Concept, ...
Gemare Falzarano Resume, Graphic Design, Art Director, Illustrator, Concept, ...Gemare Falzarano Resume, Graphic Design, Art Director, Illustrator, Concept, ...
Gemare Falzarano Resume, Graphic Design, Art Director, Illustrator, Concept, ...gfalzarano
 
Nutrição Dicas Alimentação Saudável 2
Nutrição  Dicas  Alimentação  Saudável 2Nutrição  Dicas  Alimentação  Saudável 2
Nutrição Dicas Alimentação Saudável 2TomateVerdeFrito
 
The miracle of the immune system. english
The miracle of the immune system. englishThe miracle of the immune system. english
The miracle of the immune system. englishHarunyahyaEnglish
 
Social Media Strategies for Small to Medium Businesses
Social Media Strategies for Small to Medium BusinessesSocial Media Strategies for Small to Medium Businesses
Social Media Strategies for Small to Medium BusinessesDayn Wilberding
 
Auditing Multimedia Campaigns -ASI 2008 European Conference - Furlanetto
Auditing Multimedia Campaigns -ASI 2008 European Conference - FurlanettoAuditing Multimedia Campaigns -ASI 2008 European Conference - Furlanetto
Auditing Multimedia Campaigns -ASI 2008 European Conference - FurlanettoPaola Furlanetto
 
Call for papers ICCBIF 2016
Call for papers ICCBIF 2016Call for papers ICCBIF 2016
Call for papers ICCBIF 2016Jana Kotlebova
 
7 summits student lifecycle communities salesforce.org
7 summits student lifecycle communities   salesforce.org7 summits student lifecycle communities   salesforce.org
7 summits student lifecycle communities salesforce.orgElizabeth McGovern
 
резюме_Юрий Федоров
резюме_Юрий Федороврезюме_Юрий Федоров
резюме_Юрий ФедоровRS7987198
 
нэрлэсэн үг
нэрлэсэн үгнэрлэсэн үг
нэрлэсэн үгtsoom53
 
Mi Mecanet
Mi MecanetMi Mecanet
Mi Mecanetcamis99
 
How to do everything perfect: Raising money and getting acquired in Silicon ...
How to do everything perfect:  Raising money and getting acquired in Silicon ...How to do everything perfect:  Raising money and getting acquired in Silicon ...
How to do everything perfect: Raising money and getting acquired in Silicon ...Erik Bovee
 
3 d pie chart circular puzzle with hole in center pieces 7 stages style 1 pow...
3 d pie chart circular puzzle with hole in center pieces 7 stages style 1 pow...3 d pie chart circular puzzle with hole in center pieces 7 stages style 1 pow...
3 d pie chart circular puzzle with hole in center pieces 7 stages style 1 pow...SlideTeam.net
 

Destacado (20)

KIC Document 0001-2
KIC Document 0001-2KIC Document 0001-2
KIC Document 0001-2
 
KIC Document 0001
KIC Document 0001KIC Document 0001
KIC Document 0001
 
Are you talking to me
Are you talking to meAre you talking to me
Are you talking to me
 
Uievs studio preview
Uievs studio previewUievs studio preview
Uievs studio preview
 
Lisboa WebRTC - May 21, 2015 - Intro to WebRTC
Lisboa WebRTC - May 21, 2015 - Intro to WebRTCLisboa WebRTC - May 21, 2015 - Intro to WebRTC
Lisboa WebRTC - May 21, 2015 - Intro to WebRTC
 
Gemare Falzarano Resume, Graphic Design, Art Director, Illustrator, Concept, ...
Gemare Falzarano Resume, Graphic Design, Art Director, Illustrator, Concept, ...Gemare Falzarano Resume, Graphic Design, Art Director, Illustrator, Concept, ...
Gemare Falzarano Resume, Graphic Design, Art Director, Illustrator, Concept, ...
 
Nutrição Dicas Alimentação Saudável 2
Nutrição  Dicas  Alimentação  Saudável 2Nutrição  Dicas  Alimentação  Saudável 2
Nutrição Dicas Alimentação Saudável 2
 
The miracle of the immune system. english
The miracle of the immune system. englishThe miracle of the immune system. english
The miracle of the immune system. english
 
Social Media Strategies for Small to Medium Businesses
Social Media Strategies for Small to Medium BusinessesSocial Media Strategies for Small to Medium Businesses
Social Media Strategies for Small to Medium Businesses
 
Auditing Multimedia Campaigns -ASI 2008 European Conference - Furlanetto
Auditing Multimedia Campaigns -ASI 2008 European Conference - FurlanettoAuditing Multimedia Campaigns -ASI 2008 European Conference - Furlanetto
Auditing Multimedia Campaigns -ASI 2008 European Conference - Furlanetto
 
Call for papers ICCBIF 2016
Call for papers ICCBIF 2016Call for papers ICCBIF 2016
Call for papers ICCBIF 2016
 
7 summits student lifecycle communities salesforce.org
7 summits student lifecycle communities   salesforce.org7 summits student lifecycle communities   salesforce.org
7 summits student lifecycle communities salesforce.org
 
logro 1 - 2
logro 1 - 2logro 1 - 2
logro 1 - 2
 
HTML+CSS Resources
HTML+CSS ResourcesHTML+CSS Resources
HTML+CSS Resources
 
резюме_Юрий Федоров
резюме_Юрий Федороврезюме_Юрий Федоров
резюме_Юрий Федоров
 
нэрлэсэн үг
нэрлэсэн үгнэрлэсэн үг
нэрлэсэн үг
 
Mi Mecanet
Mi MecanetMi Mecanet
Mi Mecanet
 
Focused social-media
Focused social-mediaFocused social-media
Focused social-media
 
How to do everything perfect: Raising money and getting acquired in Silicon ...
How to do everything perfect:  Raising money and getting acquired in Silicon ...How to do everything perfect:  Raising money and getting acquired in Silicon ...
How to do everything perfect: Raising money and getting acquired in Silicon ...
 
3 d pie chart circular puzzle with hole in center pieces 7 stages style 1 pow...
3 d pie chart circular puzzle with hole in center pieces 7 stages style 1 pow...3 d pie chart circular puzzle with hole in center pieces 7 stages style 1 pow...
3 d pie chart circular puzzle with hole in center pieces 7 stages style 1 pow...
 

Similar a Understanding systems

Systems Thinking for agile service design
Systems Thinking for agile service designSystems Thinking for agile service design
Systems Thinking for agile service designjohanna kollmann
 
Systems Thinking workshop @ Lean UX NYC 2014
Systems Thinking workshop @ Lean UX NYC 2014Systems Thinking workshop @ Lean UX NYC 2014
Systems Thinking workshop @ Lean UX NYC 2014johanna kollmann
 
Systems Thinking workshop, given at Lean UX NYC
Systems Thinking workshop, given at Lean UX NYCSystems Thinking workshop, given at Lean UX NYC
Systems Thinking workshop, given at Lean UX NYCjohanna kollmann
 
Systems Thinking for Product Managers
Systems Thinking  for Product ManagersSystems Thinking  for Product Managers
Systems Thinking for Product Managersjohanna kollmann
 
Unit20248 Assignment 1
Unit20248 Assignment 1Unit20248 Assignment 1
Unit20248 Assignment 1Jessica Deakin
 
Through the new lens: Quality & Complexity bruce waltuck
Through the new lens: Quality & Complexity bruce waltuckThrough the new lens: Quality & Complexity bruce waltuck
Through the new lens: Quality & Complexity bruce waltuckBruce Waltuck
 
Agile leadership practices for PIONEERS
 Agile leadership practices for PIONEERS Agile leadership practices for PIONEERS
Agile leadership practices for PIONEERSStefan Haas
 
Social Science Applications of Agent Based Modelling
Social Science Applications of Agent Based ModellingSocial Science Applications of Agent Based Modelling
Social Science Applications of Agent Based ModellingEdmund Chattoe-Brown
 
1308 226 PMDESIGNING QUALITATIVE RESEARCH PROPOSALSPage.docx
1308 226 PMDESIGNING QUALITATIVE RESEARCH PROPOSALSPage.docx1308 226 PMDESIGNING QUALITATIVE RESEARCH PROPOSALSPage.docx
1308 226 PMDESIGNING QUALITATIVE RESEARCH PROPOSALSPage.docxmoggdede
 
Agent-Based Modeling for Sociologists
Agent-Based Modeling for SociologistsAgent-Based Modeling for Sociologists
Agent-Based Modeling for SociologistsSimone Gabbriellini
 
What is Systemic Design
What is Systemic DesignWhat is Systemic Design
What is Systemic DesignAlex Ryan
 
Beyond the Knowledge Base: Turning Data into Wisdom - an ITSM Academy Webinar
Beyond the Knowledge Base: Turning Data into Wisdom - an ITSM Academy WebinarBeyond the Knowledge Base: Turning Data into Wisdom - an ITSM Academy Webinar
Beyond the Knowledge Base: Turning Data into Wisdom - an ITSM Academy WebinarITSM Academy, Inc.
 
Beyond the Knowledge Base: Turning Data into Wisdom - an ITSM Academy Webinar
Beyond the Knowledge Base: Turning Data into Wisdom - an ITSM Academy WebinarBeyond the Knowledge Base: Turning Data into Wisdom - an ITSM Academy Webinar
Beyond the Knowledge Base: Turning Data into Wisdom - an ITSM Academy WebinarKaren Skiles
 
Design Tools for Systems Thinking
Design Tools for Systems ThinkingDesign Tools for Systems Thinking
Design Tools for Systems ThinkingPeter Vermaercke
 
Ona For Community Roundtable
Ona For Community RoundtableOna For Community Roundtable
Ona For Community RoundtablePatti Anklam
 
Interaction design & quantified self
Interaction design & quantified selfInteraction design & quantified self
Interaction design & quantified selfPaul Sas
 
“The real world”: information in the workplace versus information in college ...
“The real world”: information in the workplace versus information in college ...“The real world”: information in the workplace versus information in college ...
“The real world”: information in the workplace versus information in college ...IL Group (CILIP Information Literacy Group)
 

Similar a Understanding systems (20)

Systems Thinking for agile service design
Systems Thinking for agile service designSystems Thinking for agile service design
Systems Thinking for agile service design
 
Systems Thinking workshop @ Lean UX NYC 2014
Systems Thinking workshop @ Lean UX NYC 2014Systems Thinking workshop @ Lean UX NYC 2014
Systems Thinking workshop @ Lean UX NYC 2014
 
Systems Thinking workshop, given at Lean UX NYC
Systems Thinking workshop, given at Lean UX NYCSystems Thinking workshop, given at Lean UX NYC
Systems Thinking workshop, given at Lean UX NYC
 
Systems Thinking for Product Managers
Systems Thinking  for Product ManagersSystems Thinking  for Product Managers
Systems Thinking for Product Managers
 
Unit20248 Assignment 1
Unit20248 Assignment 1Unit20248 Assignment 1
Unit20248 Assignment 1
 
Through the new lens: Quality & Complexity bruce waltuck
Through the new lens: Quality & Complexity bruce waltuckThrough the new lens: Quality & Complexity bruce waltuck
Through the new lens: Quality & Complexity bruce waltuck
 
Creativity And Inovation
Creativity And InovationCreativity And Inovation
Creativity And Inovation
 
Agile leadership practices for PIONEERS
 Agile leadership practices for PIONEERS Agile leadership practices for PIONEERS
Agile leadership practices for PIONEERS
 
Systems thinking class
Systems thinking classSystems thinking class
Systems thinking class
 
Social Science Applications of Agent Based Modelling
Social Science Applications of Agent Based ModellingSocial Science Applications of Agent Based Modelling
Social Science Applications of Agent Based Modelling
 
1308 226 PMDESIGNING QUALITATIVE RESEARCH PROPOSALSPage.docx
1308 226 PMDESIGNING QUALITATIVE RESEARCH PROPOSALSPage.docx1308 226 PMDESIGNING QUALITATIVE RESEARCH PROPOSALSPage.docx
1308 226 PMDESIGNING QUALITATIVE RESEARCH PROPOSALSPage.docx
 
Agent-Based Modeling for Sociologists
Agent-Based Modeling for SociologistsAgent-Based Modeling for Sociologists
Agent-Based Modeling for Sociologists
 
What is Systemic Design
What is Systemic DesignWhat is Systemic Design
What is Systemic Design
 
Beyond the Knowledge Base: Turning Data into Wisdom - an ITSM Academy Webinar
Beyond the Knowledge Base: Turning Data into Wisdom - an ITSM Academy WebinarBeyond the Knowledge Base: Turning Data into Wisdom - an ITSM Academy Webinar
Beyond the Knowledge Base: Turning Data into Wisdom - an ITSM Academy Webinar
 
Beyond the Knowledge Base: Turning Data into Wisdom - an ITSM Academy Webinar
Beyond the Knowledge Base: Turning Data into Wisdom - an ITSM Academy WebinarBeyond the Knowledge Base: Turning Data into Wisdom - an ITSM Academy Webinar
Beyond the Knowledge Base: Turning Data into Wisdom - an ITSM Academy Webinar
 
Design Tools for Systems Thinking
Design Tools for Systems ThinkingDesign Tools for Systems Thinking
Design Tools for Systems Thinking
 
Ona For Community Roundtable
Ona For Community RoundtableOna For Community Roundtable
Ona For Community Roundtable
 
Interaction design & quantified self
Interaction design & quantified selfInteraction design & quantified self
Interaction design & quantified self
 
“The real world”: information in the workplace versus information in college ...
“The real world”: information in the workplace versus information in college ...“The real world”: information in the workplace versus information in college ...
“The real world”: information in the workplace versus information in college ...
 
The End of Privacy Hypothesis
The End of Privacy HypothesisThe End of Privacy Hypothesis
The End of Privacy Hypothesis
 

Más de johanna kollmann

Making sense of messy problems - Systems thinking for interaction designers
Making sense of messy problems - Systems thinking for interaction designersMaking sense of messy problems - Systems thinking for interaction designers
Making sense of messy problems - Systems thinking for interaction designersjohanna kollmann
 
Sense-making for digital products - UX Lausanne
Sense-making for digital products - UX LausanneSense-making for digital products - UX Lausanne
Sense-making for digital products - UX Lausannejohanna kollmann
 
Customer insights for product strategy
 Customer insights for product strategy Customer insights for product strategy
Customer insights for product strategyjohanna kollmann
 
Collaboration. Customers. Conflict? Bridging the Gap between Agile and UX
Collaboration. Customers. Conflict?    Bridging the Gap between Agile and UXCollaboration. Customers. Conflict?    Bridging the Gap between Agile and UX
Collaboration. Customers. Conflict? Bridging the Gap between Agile and UXjohanna kollmann
 
Collaboration hacks - let's do great together
Collaboration hacks - let's do great togetherCollaboration hacks - let's do great together
Collaboration hacks - let's do great togetherjohanna kollmann
 
Lean Startup in Design Consulting: presented at Lean UX NYC
Lean Startup in Design Consulting: presented at Lean UX NYCLean Startup in Design Consulting: presented at Lean UX NYC
Lean Startup in Design Consulting: presented at Lean UX NYCjohanna kollmann
 
How to get more than opinions: UX tips for customer development
How to get more than opinions: UX tips for customer developmentHow to get more than opinions: UX tips for customer development
How to get more than opinions: UX tips for customer developmentjohanna kollmann
 
UX techniques for customer development and making sense of qualitative data
UX techniques for customer development and making sense of qualitative dataUX techniques for customer development and making sense of qualitative data
UX techniques for customer development and making sense of qualitative datajohanna kollmann
 
Connecting the dots - Frontiers of Interaction 2012
Connecting the dots - Frontiers of Interaction 2012Connecting the dots - Frontiers of Interaction 2012
Connecting the dots - Frontiers of Interaction 2012johanna kollmann
 
It's about people - how Agile and UX can play well together
It's about people - how Agile and UX can play well togetherIt's about people - how Agile and UX can play well together
It's about people - how Agile and UX can play well togetherjohanna kollmann
 
Making sense of messy problems - Systems Thinking for multi-channel UX
Making sense of messy problems - Systems Thinking for multi-channel UXMaking sense of messy problems - Systems Thinking for multi-channel UX
Making sense of messy problems - Systems Thinking for multi-channel UXjohanna kollmann
 
The client & us!? Applying a balanced team mindset in agencies
The client & us!? Applying a balanced team mindset in agenciesThe client & us!? Applying a balanced team mindset in agencies
The client & us!? Applying a balanced team mindset in agenciesjohanna kollmann
 
Our hearts beat for people: UX research in agile contexts.
Our hearts beat for people: UX research in agile contexts. Our hearts beat for people: UX research in agile contexts.
Our hearts beat for people: UX research in agile contexts. johanna kollmann
 
How to get more than opinions: Interview techniques and advice
How to get more than opinions: Interview techniques and adviceHow to get more than opinions: Interview techniques and advice
How to get more than opinions: Interview techniques and advicejohanna kollmann
 
We Love Change? Change is Scary!
We Love Change? Change is Scary!We Love Change? Change is Scary!
We Love Change? Change is Scary!johanna kollmann
 
Beyond Co-design. How open collaboration formats can enhance your design proc...
Beyond Co-design. How open collaboration formats can enhance your design proc...Beyond Co-design. How open collaboration formats can enhance your design proc...
Beyond Co-design. How open collaboration formats can enhance your design proc...johanna kollmann
 
Crowdsourcing innovation, version 2
Crowdsourcing innovation, version 2Crowdsourcing innovation, version 2
Crowdsourcing innovation, version 2johanna kollmann
 
Crowdsourcing Innovation: the role of UX
Crowdsourcing Innovation: the role of UXCrowdsourcing Innovation: the role of UX
Crowdsourcing Innovation: the role of UXjohanna kollmann
 
Back to the Roots? Emerging Communication Paradigms in the Context of Seconda...
Back to the Roots? Emerging Communication Paradigms in the Context of Seconda...Back to the Roots? Emerging Communication Paradigms in the Context of Seconda...
Back to the Roots? Emerging Communication Paradigms in the Context of Seconda...johanna kollmann
 

Más de johanna kollmann (20)

Making sense of messy problems - Systems thinking for interaction designers
Making sense of messy problems - Systems thinking for interaction designersMaking sense of messy problems - Systems thinking for interaction designers
Making sense of messy problems - Systems thinking for interaction designers
 
Sense-making for digital products - UX Lausanne
Sense-making for digital products - UX LausanneSense-making for digital products - UX Lausanne
Sense-making for digital products - UX Lausanne
 
Customer insights for product strategy
 Customer insights for product strategy Customer insights for product strategy
Customer insights for product strategy
 
Collaboration. Customers. Conflict? Bridging the Gap between Agile and UX
Collaboration. Customers. Conflict?    Bridging the Gap between Agile and UXCollaboration. Customers. Conflict?    Bridging the Gap between Agile and UX
Collaboration. Customers. Conflict? Bridging the Gap between Agile and UX
 
Collaboration hacks - let's do great together
Collaboration hacks - let's do great togetherCollaboration hacks - let's do great together
Collaboration hacks - let's do great together
 
Lean Startup in Design Consulting: presented at Lean UX NYC
Lean Startup in Design Consulting: presented at Lean UX NYCLean Startup in Design Consulting: presented at Lean UX NYC
Lean Startup in Design Consulting: presented at Lean UX NYC
 
How to get more than opinions: UX tips for customer development
How to get more than opinions: UX tips for customer developmentHow to get more than opinions: UX tips for customer development
How to get more than opinions: UX tips for customer development
 
UX techniques for customer development and making sense of qualitative data
UX techniques for customer development and making sense of qualitative dataUX techniques for customer development and making sense of qualitative data
UX techniques for customer development and making sense of qualitative data
 
Connecting the dots - Frontiers of Interaction 2012
Connecting the dots - Frontiers of Interaction 2012Connecting the dots - Frontiers of Interaction 2012
Connecting the dots - Frontiers of Interaction 2012
 
It's about people - how Agile and UX can play well together
It's about people - how Agile and UX can play well togetherIt's about people - how Agile and UX can play well together
It's about people - how Agile and UX can play well together
 
Making sense of messy problems - Systems Thinking for multi-channel UX
Making sense of messy problems - Systems Thinking for multi-channel UXMaking sense of messy problems - Systems Thinking for multi-channel UX
Making sense of messy problems - Systems Thinking for multi-channel UX
 
The client & us!? Applying a balanced team mindset in agencies
The client & us!? Applying a balanced team mindset in agenciesThe client & us!? Applying a balanced team mindset in agencies
The client & us!? Applying a balanced team mindset in agencies
 
Our hearts beat for people: UX research in agile contexts.
Our hearts beat for people: UX research in agile contexts. Our hearts beat for people: UX research in agile contexts.
Our hearts beat for people: UX research in agile contexts.
 
How to get more than opinions: Interview techniques and advice
How to get more than opinions: Interview techniques and adviceHow to get more than opinions: Interview techniques and advice
How to get more than opinions: Interview techniques and advice
 
We Love Change? Change is Scary!
We Love Change? Change is Scary!We Love Change? Change is Scary!
We Love Change? Change is Scary!
 
Beyond Co-design. How open collaboration formats can enhance your design proc...
Beyond Co-design. How open collaboration formats can enhance your design proc...Beyond Co-design. How open collaboration formats can enhance your design proc...
Beyond Co-design. How open collaboration formats can enhance your design proc...
 
Crowdsourcing innovation, version 2
Crowdsourcing innovation, version 2Crowdsourcing innovation, version 2
Crowdsourcing innovation, version 2
 
Agile UX Retreat
Agile UX RetreatAgile UX Retreat
Agile UX Retreat
 
Crowdsourcing Innovation: the role of UX
Crowdsourcing Innovation: the role of UXCrowdsourcing Innovation: the role of UX
Crowdsourcing Innovation: the role of UX
 
Back to the Roots? Emerging Communication Paradigms in the Context of Seconda...
Back to the Roots? Emerging Communication Paradigms in the Context of Seconda...Back to the Roots? Emerging Communication Paradigms in the Context of Seconda...
Back to the Roots? Emerging Communication Paradigms in the Context of Seconda...
 

Último

Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businesspanagenda
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyKhushali Kathiriya
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdflior mazor
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...DianaGray10
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...apidays
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CVKhem
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingEdi Saputra
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
Manulife - Insurer Innovation Award 2024
Manulife - Insurer Innovation Award 2024Manulife - Insurer Innovation Award 2024
Manulife - Insurer Innovation Award 2024The Digital Insurer
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024The Digital Insurer
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUK Journal
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 

Último (20)

Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Manulife - Insurer Innovation Award 2024
Manulife - Insurer Innovation Award 2024Manulife - Insurer Innovation Award 2024
Manulife - Insurer Innovation Award 2024
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 

Understanding systems

  • 1. Understanding systems Johanna Kollmann | @johannakoll | the lean event, Brighton
  • 2. “A system is a set of elements or parts often classified as its function or purpose.” that is coherently organized and inter-connected in a pattern or structure that produces a characteristic set of behaviors, Donella Meadows
  • 3. “Systems-based thinking is the process of understanding how things influence one another.  ! Then drawing on that knowledge to create efficiencies of process, infrastructure and communication.” Abby Covert
  • 4. Hard systems Soft systems ! You can’t “fix”problems with systems thinking, instead there are “situations you could improve”. Peter Checkland
  • 5. Systems exhibit purposeful behaviour over time. Systems get ‘soft’, unpredictable once humans are involved.
  • 8. Tools for MODELING systems Tools for MEASURING systems
  • 9. Models are the starting point to look at the situation, and see what change should be introduced, and how.
  • 10. Categorisation model: precedes the data. Sense-making model: created from data; the data precedes the framework. Dave Snowden Source: https://www.youtube.com/watch?v=N7oz366X0-8
  • 13. Checkland’s ‘Rich Picture’ 1. Construction of the Humber Bridge (adapted from Stewart and Fortune, 1994)© The Open University 2. Distance Learning Situation © Wood-Harper et al, Information Systems Definition: The Multiview Approach, Blackwell Scientific Publications 1985
  • 15. Eric Ries ! “Only by building a model of customer behaviour and then showing our ability to use our product or service to change it over time can we establish real facts about the validity of our vision.”
  • 16. Measuring tools Custom analysis based on raw data Logging tools Dashboard Content marketing tools (combined with qualitative research!)
  • 17. 3 things to pay attention to in a system: 1) Stocks & Flows 2) Feedback loops 3) Delays
  • 18. 1)Stocks & Flows inflow outflow information feedback, control stock
  • 19. 2)Feedback loops A feedback loop occurs when a change in something ultimately comes back to cause a further change in the same thing. Reinforcing Loop (positive loop) births/year population Population Growth Balancing Loop (negative or goal-seeking loop) heat Thermostat temperature target temperature temperature gap
  • 23. Look at systems behaviour over time, rather than focusing on single events. ! Spot trends, and ask: ‣What came before? ‣What might happen next?
  • 24. By the time you see what is going on in a system, it has already happened - and you are already a step behind.
  • 25. USERS
  • 27. We are not only explaining a system and making it easy to use: we are also shaping the role of the human actors in the system.
  • 28. For reference: Donella Meadows, http://donellameadows.org/archives/leverage-points-places-to-intervene-in-a-system/ Structure of information flows ‣How does information flow through the system? ‣What information is shown, how, and to whom? ‣Who can manipulate and control information?
  • 29. For reference: Donella Meadows, http://donellameadows.org/archives/leverage-points-places-to-intervene-in-a-system/ Rules of the system ‣Constraints, social rules, rules about roles of actors in the system ‣Who can take which actions? ‣How can actors in the system engage?
  • 30. For reference: Donella Meadows, http://donellameadows.org/archives/leverage-points-places-to-intervene-in-a-system/ Conceptual model Information flows Rules How users understand the system, and how they can engage with it
  • 31. “When designers center around the user, where do the needs and desires of the other actors in the system go? The lens of the user obscures the view of the ecosystems it affects.” ! “For users, this is what it means to be at the center: to be unaware of anything outside it.” Kevin Slavin Photo by Peter Tannenbaum
  • 33. Russell L. Ackoff The ‘Systems Age’ is about expansionism - all objects, events and experiences are part of larger wholes. ! Rather than focusing on ultimate events, it’s about interrelated parts, about systems. ! Instead of an analytic mode of thought, we need a synthetic mode of thought.
  • 34. Skills for the systems age: 1) The ability to think abductively. 2) The ability to synthesise information. 3) The ability to choose the right level of abstraction.
  • 35. Abductive reasoning Abductive logic allows for the creation of new knowledge and insight. The conclusions from an abductive argument might turn out to be false, even if the premises are true. You make inferences (or educated guesses)based on an incomplete set of information in order to come up with the most likely solution. Sources: Jon Kolko, http://www.jonkolko.com/writingAbductiveThinking.php; Andy Budd, http://www.andybudd.com/archives/2016/04/what_the_hell_is_design_thinking_anyway/
  • 36. Ability to synthesise information The process of drawing together concepts, ideas, objects and other qualitative data in new configurations, or to create something entirely new. ! Synthesis ‣typically deals with non-numeric data. ‣often undertaken towards the end of an analytic process as the reverse of deconstruction. ‣can also form part of an exploration Source: Steve Baty, http://johnnyholland.org/2009/02/deconstructing-analysis-techniques/
  • 37. Ability to choose the right level of abstraction Models make complexity visible, tell a story, and allow us to create shared understanding. Successful modeling requires abstraction. ! ‣define the boundaries ‣abstract with a purpose in mind ‣it’s about the process - not about deliverables ‣steward the process of abstraction
  • 38. Skills for the systems age: 1) The ability to think abductively. 2) The ability to synthesise information. 3) The ability to choose the right level of abstraction.
  • 39. Matthew Milan “The fundamental shift design will need to navigate over the next decade: Going from designing for people to designing with people at scale.”
  • 41. Use this tool to help you think more systemically! THE ICEBERG MODEL EVENTS What is happening? PATTERNS OF BEHAVIOR What trends are there over time? SYSTEMS STRUCTURE How are the parts related? What influences the patterns? MENTAL MODELS What values, assumptions, + beliefs shape the system? IncreasingLeverage Download at: http://donellameadows.org/systems-thinking-resources/
  • 42. Design as Participation |Kevin Slavin http://jods.mitpress.mit.edu/pub/design-as-participation Cynefin Framework|Dave Snowden http://cognitive-edge.com/ Jon Kolko http://www.jonkolko.com/writingAbductiveThinking.php ! Andy Budd http://www.andybudd.com/archives/2016/04/what_the_hell_is_design_thinking_anyway/ ! Steve Baty http://johnnyholland.org/2009/02/deconstructing-analysis-techniques/ Special thanks to Livia Labate, Erica Heinz, Jonathan Flintham and Adrian Howard <3