Presentation for IASA 24hr Online Summit, 30 April - 01 May 2020.
In every country, all of our enterprises are facing unprecedented levels of challenge and change. To help our organisations not just to weather the storm, but thrive in the new environment, enterprise architects would do well to extend their toolkit with tools from other strategic disciplines. This session provides a practical overview of some of the tools available from the futures/strategic-foresight domains, and shows how to use them in enterprise-architecture practice.
As enterprise architecture expands outward towards the full whole-enterprise scope, what tools and methods will we need?
Presentation for IQPC Enterprise Architecture Summit, Sydney, 20-21 April 2021.
(This slidedeck includes extensive links to further sources of information - blog-posts, videos and other slidedecks.)
IASA / ICS Dublin workshop 'Tracking value in the enterprise'Tetradian Consulting
Slidedeck for an intended workshop at the IASA / Irish Computer Society conference, Dublin, June 2017
This slidedeck provides a ten-step process to identify what 'value' means within an organisation, and how to track and balance the flows of value across that organisation and its broader shared-enterprise.)
This is an old slidedeck (March 2006) that I rediscovered the other day on my filesystem, but it still seems relevant in that, even at that early stage, it illustrates strong crosslinks between enterprise-architecture and systems-thinking - particularly service-oriented architectures, the 'tetradian' dimensions (here as machines, knowledge, people and business-purpose), and a somewhat-extended version of Stafford Beer's classic Viable Systems Model. It's also slightly unusual in that it cross-references to FEAF (US Federal Enterprise Architecture Framework) rather than TOGAF, as we'd found the latter to be unhelpful and misleading for that particular client. The client themselves were in the logistics industry - hence the pseudo-logo in the upper left of each slide.
It was a real presentation for a real client, presenting to other architects in our team some research I'd been doing, on how we could rethink our approach to enterprise-architecture as we started to break out of the classic IT-centric box. It's in a style I wouldn't use these days - way too many words! - and it's been somewhat 'de-identified' for reasons of commercial confidentiality, but otherwise it's exactly as presented to my colleagues at that client.
One minor note: the 'X/C/M/P' extensions to the Viable System Model, in slides 19, 20 and 28, relate to work we'd been doing at the time on integrating quality-system concerns - management of exceptions, corrective-action, issue-tracking and process-improvement - into both enterprise-architecture and the Viable System Model itself. I haven't seen any other reference to this type of integration, either before or since: it may be useful to quite a few people, on both the enterprise-architecture and systems-thinking sides of that discussion, and also to quality-system folks as well.
In short, yes, it's old, but it may still be useful for some folks in enterprise-architectures and elsewhere. Hope it helps, anyway.
Why do enterprise-architecture fail? Three of the most common causes are:
-- Blurring between the distinct rolesof architecture and design
-- Starting architecture too lateand/or finishing too early in the process for making something real
-- Placing arbitrary constraintson content, scope and/or scale
Each of these errors causes the architecture to fragment and then fail.
In this slidedeck, we explore the causes for each of these errors, why they occur, the effects that the errors have, and what to do to avoid them.
What is data-driven architecture? And if we use one, what data should we use to drive it?
A data-driven architecture should provide many real advantages - timeliness, self-adapting to change, and more anchored in the real-world context. Yet we can only reach those advantages when we have the right data - so how do we identify the right data to use?
The danger with ‘data-driven’ is that it often points us towards the wrong end of that challenge - the ‘What’ of the data, rather than the ‘Why’ and ‘How’ that underpins the architecture itself. For example, one common trap is saying “We have this data-source: how can we use it in our architecture?” - the classic architecture-error called ‘solutioneering’.
Instead, we need to start our architecture at the other end, moving from stakeholders to story to solution. In this webinar we’ll re-purpose the classic DIKW set - data information, knowledge, wisdom - to help us make sense of how a data-driven architecture actually operates, and thence point us towards the data-sources and sensors that we need to make it all work.
(Webinar for The Bridge / MongoDB, organised by Andrew Blades, Sydney, Australia, 06 August 2020.)
Slidedeck for IASA / Irish Computer Society IT-architecture conference 'Show me the money!'
(Don't worry too much about the title - the talk is actually about the relation between money and value, and why value, values and trust are actually the core concerns for any enterprise-architecture.)
Attracting, retaining and getting the best from your architectsTetradian Consulting
Meetup sessions at x:pand Melbourne and x:pand Sydney, October 2015
(hosted by x:pand and Australasian Architecture Network)
The Australasian Architecture Network has hosted a number of recent meet ups aimed at educating talented people across a range of new technologies and technical areas. This time we’re looking at something much more important, the people. In particular it will focus on how you can get the best from the Architects in your business and how they can deliver the best results to you.
It will look at the age old debate which always exists in this field between art and science, the creative vs. the coder. What types of projects require what types of people and how do you get the best results from such a diverse range of individuals.
Presentation/workshop for British Computer Society (BCS) Enterprise-Architecture Special-Interest Group conference, London, 17 July 2017.
A simple step-by-step process to build a habit of reviewing benefits-realisation and lessons-learned from each iteration of architecture, with further actions to develop individual skills and shared-skills for teams. As shown in the workshop part of the session, the process can take as little as ten minutes, to deliver real, usable insights on a team's architecture-practice.
As enterprise architecture expands outward towards the full whole-enterprise scope, what tools and methods will we need?
Presentation for IQPC Enterprise Architecture Summit, Sydney, 20-21 April 2021.
(This slidedeck includes extensive links to further sources of information - blog-posts, videos and other slidedecks.)
IASA / ICS Dublin workshop 'Tracking value in the enterprise'Tetradian Consulting
Slidedeck for an intended workshop at the IASA / Irish Computer Society conference, Dublin, June 2017
This slidedeck provides a ten-step process to identify what 'value' means within an organisation, and how to track and balance the flows of value across that organisation and its broader shared-enterprise.)
This is an old slidedeck (March 2006) that I rediscovered the other day on my filesystem, but it still seems relevant in that, even at that early stage, it illustrates strong crosslinks between enterprise-architecture and systems-thinking - particularly service-oriented architectures, the 'tetradian' dimensions (here as machines, knowledge, people and business-purpose), and a somewhat-extended version of Stafford Beer's classic Viable Systems Model. It's also slightly unusual in that it cross-references to FEAF (US Federal Enterprise Architecture Framework) rather than TOGAF, as we'd found the latter to be unhelpful and misleading for that particular client. The client themselves were in the logistics industry - hence the pseudo-logo in the upper left of each slide.
It was a real presentation for a real client, presenting to other architects in our team some research I'd been doing, on how we could rethink our approach to enterprise-architecture as we started to break out of the classic IT-centric box. It's in a style I wouldn't use these days - way too many words! - and it's been somewhat 'de-identified' for reasons of commercial confidentiality, but otherwise it's exactly as presented to my colleagues at that client.
One minor note: the 'X/C/M/P' extensions to the Viable System Model, in slides 19, 20 and 28, relate to work we'd been doing at the time on integrating quality-system concerns - management of exceptions, corrective-action, issue-tracking and process-improvement - into both enterprise-architecture and the Viable System Model itself. I haven't seen any other reference to this type of integration, either before or since: it may be useful to quite a few people, on both the enterprise-architecture and systems-thinking sides of that discussion, and also to quality-system folks as well.
In short, yes, it's old, but it may still be useful for some folks in enterprise-architectures and elsewhere. Hope it helps, anyway.
Why do enterprise-architecture fail? Three of the most common causes are:
-- Blurring between the distinct rolesof architecture and design
-- Starting architecture too lateand/or finishing too early in the process for making something real
-- Placing arbitrary constraintson content, scope and/or scale
Each of these errors causes the architecture to fragment and then fail.
In this slidedeck, we explore the causes for each of these errors, why they occur, the effects that the errors have, and what to do to avoid them.
What is data-driven architecture? And if we use one, what data should we use to drive it?
A data-driven architecture should provide many real advantages - timeliness, self-adapting to change, and more anchored in the real-world context. Yet we can only reach those advantages when we have the right data - so how do we identify the right data to use?
The danger with ‘data-driven’ is that it often points us towards the wrong end of that challenge - the ‘What’ of the data, rather than the ‘Why’ and ‘How’ that underpins the architecture itself. For example, one common trap is saying “We have this data-source: how can we use it in our architecture?” - the classic architecture-error called ‘solutioneering’.
Instead, we need to start our architecture at the other end, moving from stakeholders to story to solution. In this webinar we’ll re-purpose the classic DIKW set - data information, knowledge, wisdom - to help us make sense of how a data-driven architecture actually operates, and thence point us towards the data-sources and sensors that we need to make it all work.
(Webinar for The Bridge / MongoDB, organised by Andrew Blades, Sydney, Australia, 06 August 2020.)
Slidedeck for IASA / Irish Computer Society IT-architecture conference 'Show me the money!'
(Don't worry too much about the title - the talk is actually about the relation between money and value, and why value, values and trust are actually the core concerns for any enterprise-architecture.)
Attracting, retaining and getting the best from your architectsTetradian Consulting
Meetup sessions at x:pand Melbourne and x:pand Sydney, October 2015
(hosted by x:pand and Australasian Architecture Network)
The Australasian Architecture Network has hosted a number of recent meet ups aimed at educating talented people across a range of new technologies and technical areas. This time we’re looking at something much more important, the people. In particular it will focus on how you can get the best from the Architects in your business and how they can deliver the best results to you.
It will look at the age old debate which always exists in this field between art and science, the creative vs. the coder. What types of projects require what types of people and how do you get the best results from such a diverse range of individuals.
Presentation/workshop for British Computer Society (BCS) Enterprise-Architecture Special-Interest Group conference, London, 17 July 2017.
A simple step-by-step process to build a habit of reviewing benefits-realisation and lessons-learned from each iteration of architecture, with further actions to develop individual skills and shared-skills for teams. As shown in the workshop part of the session, the process can take as little as ten minutes, to deliver real, usable insights on a team's architecture-practice.
Enterprise Architecture: Perspectives, conflicts and how to resolve themTetradian Consulting
Slidedeck for Brighttalk webinar, 06 December 2017
Enterprise-architecture used to be about IT and not much else: but not any more. These days, enterprise-architects in digital-transformation and the like must negotiate an ever-expanding maze of perspectives and conflicts across every aspect of the organisation and beyond.
So how do we resolve those conflicts, and identify the common factors across the perspectives that link everyone together? This seminar introduces some practical, proven approaches that can help architects explore any change-context, and lead them to the solutions they need.
Slidedeck from Conferenz IT&EA Conference, Auckland, New Zealand, July 2016; also an extended version of slidedeck for IASA Architecture Summit, Dublin, Ireland, July 2016
This provides an overview of whole-enterprise architecture, and how it differs from and extends classic IT-centric 'enterprise'-architecture. It also provides a practical overview of methods, including three worked-examples.
Slidedeck for keynote at Enterprise Architektura conference, Prague, 2 November 2017 - http://archforum.eu/
A unique reflection on different views of architecture. How to eliminate fears of change, work with cultural stereotypes, and how architecture is related to Czech black-humour and why we have a tendency, as architects, to cut ourselves down. Also, how the architect should prepare the 'battle-plan' and how to succeed in the fight itself.
(Description above adapted from original Czech text in the conference programme, via Google Translate - see http://archforum.eu/agenda/ .)
Slide-deck from talk at BAEA EA Cafe, Heverlee, Belgium, 26 September 2013
Where do people fit within enterprise-architecture? This slidedeck explores why we need to include people-issues and people-themes in our EA, and gives a set of practical exercises on how to do this, using standard EA methods.
Worksheet for 'mini-workshop' on insights from current developments and practice in enterprise-architecture (BCS-EA conference, London, October 2012)
This worksheet should be used in parallel with the associated presentation. The main part of the presentation is split into eight 'chunks', each tackling a single 'lesson-learnt' from trying to explain EA themes to others in real-world EA practice. Each 'chunk' is timed as around two minutes of background and overview (the bulk of the slides, between the respective 'Challenge' and 'Practice'), and then four minutes pair-discussion around the questions summarised on the respective 'Practice' slide. With two minutes at the start for overall lead-in, and ten minutes at the end for general discussion about what came up for participants during the Practice sections, this fits exactly into a one-hour time-slot. This worked very well for that conference, but do feel free to adapt the timings for your own needs as appropriate.
Use this worksheet to document the respective Practice sections. The large symbol in the middle of the open space below item #3 ("It depends...") represents a single service - of any kind, anywhere in the enterprise, and at any level, from business-service right down to low-level web-service - that you can use as a base from which to model relationships and interdependencies between services.
(See http://www.slideshare.net/tetradian/lessonslearnt-in-ea-articulation for the associated presentation.)
(subtitle: Extending enterprise architecture beyond IT)
This presentation (in Notes View, to show slides and script) reviews some of the themes needed to break out enterprise architecture from the usual IT-centric constraints, as represented by most of the existing EA frameworks and toolsets.
[Core content copyright (c) Tetradian 2007; other copyrights and trademarks as indicated]
Slidedeck for workshop session at Local Lives Global Matters conference: presented by Helena Read with Tom Graves.
The Ecology of Enterprise
This practical workshop will use the Tetradian Enterprise Canvas as a tool to explore the ecology of our organisations.
Serving the story: how process-management and enterprise-architecture work together in the overall enterprise.
Presentation and practical-exercises for BPM Portugal conference, April 2013.
Keynote from Australasian Enterprise Architecture Conference, Sydney, 19 October 2015
http://enterprisearchitectureconference.com.au/
What is it that makes an enterprise into an enterprise? The answer is a story…
Most current approaches to enterprise-architecture start from technology – which works well enough if you are only working on the technology itself. But as enterprise-architecture expands outward into the business, or we need to work on ‘digital transformation’ where people and their needs necessarily come to the fore, a technology centred approach starts to show its limitations.
This lively session introduces a complementary, more people-oriented approach to enterprise-architecture, built around a concept of ‘the enterprise as story’. We’ll explore:
• what story is, in the context for enterprise-architecture
• how story acts as a unifying theme for the architecture
• how to identify and develop the enterprise-story
• how story underlies enterprise values and principles
• how story provides guidance and governance for information-architecture, technology-architecture, digital-transformation and service-design
After this session, you’ll see your architecture with new eyes – open to new possibilities and new ways to engage with all of your stakeholders in the broader business. Share and Enjoy!
How do we explore the context for a business-architecture? Short-answer: raid the kids' toy-box!
This slidedeck provides a practical overview of how to explore and identify service-context or business-context, whilst developing a business-architecture. The key theme here is that it's easier to engage people in architecture-development if we make it both fun and thought-provoking, in an immediate, tangible way. As shown in the slidedeck, tools to do this include a wooden train-set and a Victorian toy-theatre - cheap, easily-obtainable and directly practical. Share And Enjoy!
Slidedeck for presentation at IASA-ITARC conference, London, 25 November 2016 - http://iasaglobal.org/itarc-london/
(Note: This is a big slidedeck - almost 75Mb. It'll take some time to download. But worth it, I trust!)
A 'mini-workshop' on insights from current developments and practice in enterprise-architecture (BCS-EA conference, London, October 2012)
The main part of the presentation is split into eight 'chunks', each tackling a single 'lesson-learnt' from trying to explain EA themes to others in real-world EA practice. Each 'chunk' is timed as around two minutes of background and overview (the bulk of the slides, between the respective 'Challenge' and 'Practice'), and then four minutes pair-discussion around the questions summarised on the respective 'Practice' slide. With two minutes at the start for overall lead-in, and ten minutes at the end for general discussion about what came up for participants during the Practice sections, this fits exactly into a one-hour time-slot.
(See http://www.slideshare.net/tetradian/lessonslearnt-in-ea-articulation-worksheet for the associated worksheet.)
This answers one of the key unacknowledged questions in enterprise-architecture: what exactly is 'the enterprise'? We can only develop a viable enterprise-architecture when we know the scope of 'the enterprise': most current EA models and frameworks place limits on scope that are far too narrow and organization-centric.
Enterprise Architecture: Perspectives, conflicts and how to resolve themTetradian Consulting
Slidedeck for Brighttalk webinar, 06 December 2017
Enterprise-architecture used to be about IT and not much else: but not any more. These days, enterprise-architects in digital-transformation and the like must negotiate an ever-expanding maze of perspectives and conflicts across every aspect of the organisation and beyond.
So how do we resolve those conflicts, and identify the common factors across the perspectives that link everyone together? This seminar introduces some practical, proven approaches that can help architects explore any change-context, and lead them to the solutions they need.
Slidedeck from Conferenz IT&EA Conference, Auckland, New Zealand, July 2016; also an extended version of slidedeck for IASA Architecture Summit, Dublin, Ireland, July 2016
This provides an overview of whole-enterprise architecture, and how it differs from and extends classic IT-centric 'enterprise'-architecture. It also provides a practical overview of methods, including three worked-examples.
Slidedeck for keynote at Enterprise Architektura conference, Prague, 2 November 2017 - http://archforum.eu/
A unique reflection on different views of architecture. How to eliminate fears of change, work with cultural stereotypes, and how architecture is related to Czech black-humour and why we have a tendency, as architects, to cut ourselves down. Also, how the architect should prepare the 'battle-plan' and how to succeed in the fight itself.
(Description above adapted from original Czech text in the conference programme, via Google Translate - see http://archforum.eu/agenda/ .)
Slide-deck from talk at BAEA EA Cafe, Heverlee, Belgium, 26 September 2013
Where do people fit within enterprise-architecture? This slidedeck explores why we need to include people-issues and people-themes in our EA, and gives a set of practical exercises on how to do this, using standard EA methods.
Worksheet for 'mini-workshop' on insights from current developments and practice in enterprise-architecture (BCS-EA conference, London, October 2012)
This worksheet should be used in parallel with the associated presentation. The main part of the presentation is split into eight 'chunks', each tackling a single 'lesson-learnt' from trying to explain EA themes to others in real-world EA practice. Each 'chunk' is timed as around two minutes of background and overview (the bulk of the slides, between the respective 'Challenge' and 'Practice'), and then four minutes pair-discussion around the questions summarised on the respective 'Practice' slide. With two minutes at the start for overall lead-in, and ten minutes at the end for general discussion about what came up for participants during the Practice sections, this fits exactly into a one-hour time-slot. This worked very well for that conference, but do feel free to adapt the timings for your own needs as appropriate.
Use this worksheet to document the respective Practice sections. The large symbol in the middle of the open space below item #3 ("It depends...") represents a single service - of any kind, anywhere in the enterprise, and at any level, from business-service right down to low-level web-service - that you can use as a base from which to model relationships and interdependencies between services.
(See http://www.slideshare.net/tetradian/lessonslearnt-in-ea-articulation for the associated presentation.)
(subtitle: Extending enterprise architecture beyond IT)
This presentation (in Notes View, to show slides and script) reviews some of the themes needed to break out enterprise architecture from the usual IT-centric constraints, as represented by most of the existing EA frameworks and toolsets.
[Core content copyright (c) Tetradian 2007; other copyrights and trademarks as indicated]
Slidedeck for workshop session at Local Lives Global Matters conference: presented by Helena Read with Tom Graves.
The Ecology of Enterprise
This practical workshop will use the Tetradian Enterprise Canvas as a tool to explore the ecology of our organisations.
Serving the story: how process-management and enterprise-architecture work together in the overall enterprise.
Presentation and practical-exercises for BPM Portugal conference, April 2013.
Keynote from Australasian Enterprise Architecture Conference, Sydney, 19 October 2015
http://enterprisearchitectureconference.com.au/
What is it that makes an enterprise into an enterprise? The answer is a story…
Most current approaches to enterprise-architecture start from technology – which works well enough if you are only working on the technology itself. But as enterprise-architecture expands outward into the business, or we need to work on ‘digital transformation’ where people and their needs necessarily come to the fore, a technology centred approach starts to show its limitations.
This lively session introduces a complementary, more people-oriented approach to enterprise-architecture, built around a concept of ‘the enterprise as story’. We’ll explore:
• what story is, in the context for enterprise-architecture
• how story acts as a unifying theme for the architecture
• how to identify and develop the enterprise-story
• how story underlies enterprise values and principles
• how story provides guidance and governance for information-architecture, technology-architecture, digital-transformation and service-design
After this session, you’ll see your architecture with new eyes – open to new possibilities and new ways to engage with all of your stakeholders in the broader business. Share and Enjoy!
How do we explore the context for a business-architecture? Short-answer: raid the kids' toy-box!
This slidedeck provides a practical overview of how to explore and identify service-context or business-context, whilst developing a business-architecture. The key theme here is that it's easier to engage people in architecture-development if we make it both fun and thought-provoking, in an immediate, tangible way. As shown in the slidedeck, tools to do this include a wooden train-set and a Victorian toy-theatre - cheap, easily-obtainable and directly practical. Share And Enjoy!
Slidedeck for presentation at IASA-ITARC conference, London, 25 November 2016 - http://iasaglobal.org/itarc-london/
(Note: This is a big slidedeck - almost 75Mb. It'll take some time to download. But worth it, I trust!)
A 'mini-workshop' on insights from current developments and practice in enterprise-architecture (BCS-EA conference, London, October 2012)
The main part of the presentation is split into eight 'chunks', each tackling a single 'lesson-learnt' from trying to explain EA themes to others in real-world EA practice. Each 'chunk' is timed as around two minutes of background and overview (the bulk of the slides, between the respective 'Challenge' and 'Practice'), and then four minutes pair-discussion around the questions summarised on the respective 'Practice' slide. With two minutes at the start for overall lead-in, and ten minutes at the end for general discussion about what came up for participants during the Practice sections, this fits exactly into a one-hour time-slot.
(See http://www.slideshare.net/tetradian/lessonslearnt-in-ea-articulation-worksheet for the associated worksheet.)
This answers one of the key unacknowledged questions in enterprise-architecture: what exactly is 'the enterprise'? We can only develop a viable enterprise-architecture when we know the scope of 'the enterprise': most current EA models and frameworks place limits on scope that are far too narrow and organization-centric.
Hugtakið hugbúnaðararkítektúr er yfirhlaðið orð og þýðir mismunandi hluti fyrir mismunandi fólk. Við ætlum í þessum fyrirlestri að skilgreina ýmis hugtök tengd arkítektúr til að fá betri skilning á þessu. Við munum einnig skilgreina hvað agile arkítektúr þýðir eða hvað það þýðir ekki. Þá skoðum við monolith arkítektúr sem er hinn hefðbundi arkítektúr sem flestir nota í dag. Vandinn er sá að í dag eru kröfurnar meiri en þessi arkítektúr ræður við og því hafa menn verið að skoða aðrar leiðir eins og lightweight Service Oriented Architecture og hvernig smíða má hugbúnað sem þjónustur eða microapps eða microservice.
Við skoðum einnig lagskiptingu en það er elsta trikkið í bókinni og byggir á deila og drottna aðferðinni.
Be Prepared for Growth - Confluence at ThalesAtlassian
Thales is a global technology leader for the aerospace, transport, defense, and security markets. With 64,000 employees in 56 countries, Thales has a unique capability to design and deploy equipment, systems, and services to meet the most complex security requirements. In the past two years, led by the vision of the engineering department, Confluence has become an official Thales platform aimed at servicing the entire organization. Thales has deployed the associated governance and change management functionality to improve robustness and performance, while preserving flexibility, as they consider moving to a Data Center solution. In this session, Thales will share their experience in moving from top-down to collaborative practices, while leveraging the power of Confluence Server. Thales will also share best practices your organization can use as you scale, including improving integrations to homegrown solutions, governing the platform, and supporting multiple business end users' demands.
Jean-Christophe Mielnik, Technical Communities Management, Thales
1P A R T Introduction to Analytics and AIITatianaMajor22
1
P A R T
Introduction to
Analytics and AI
I
2
1
LEARNING OBJECTIVES
Overview of Business
Intelligence, Analytics, Data
Science, and Artificial Intelligence:
Systems for Decision Support
■■ Understand the need for computerized support of
managerial decision making
■■ Understand the development of systems for
providing decision-making support
■■ Recognize the evolution of such computerized
support to the current state of analytics/data
science and artificial intelligence
■■ Describe the business intelligence (BI)
methodology and concepts
■■ Understand the different types of analytics and
review selected applications
■■ Understand the basic concepts of artificial
intelligence (AI) and see selected applications
■■ Understand the analytics ecosystem to identify
various key players and career opportunities
T he business environment (climate) is constantly changing, and it is becoming more and more complex. Organizations, both private and public, are under pres-sures that force them to respond quickly to changing conditions and to be in-
novative in the way they operate. Such activities require organizations to be agile and to
make frequent and quick strategic, tactical, and operational decisions, some of which are
very complex. Making such decisions may require considerable amounts of relevant data,
information, and knowledge. Processing these in the framework of the needed decisions
must be done quickly, frequently in real time, and usually requires some computerized
support. As technologies are evolving, many decisions are being automated, leading to a
major impact on knowledge work and workers in many ways.
This book is about using business analytics and artificial intelligence (AI) as a
computerized support portfolio for managerial decision making. It concentrates on the
C H A P T E R
Chapter 1 • Overview of Business Intelligence, Analytics, Data Science, and Artificial Intelligence 3
theoretical and conceptual foundations of decision support as well as on the commercial
tools and techniques that are available. The book presents the fundamentals of the tech-
niques and the manner in which these systems are constructed and used. We follow an
EEE (exposure, experience, and exploration) approach to introducing these topics. The
book primarily provides exposure to various analytics/AI techniques and their applica-
tions. The idea is that students will be inspired to learn from how various organizations
have employed these technologies to make decisions or to gain a competitive edge. We
believe that such exposure to what is being accomplished with analytics and that how
it can be achieved is the key component of learning about analytics. In describing the
techniques, we also give examples of specific software tools that can be used for devel-
oping such applications. However, the book is not limited to any one software tool, so
students can experience these techniques using any number of availa ...
Deliverables that Clarify, Focus, and Improve DesignBen Peachey
A talk given at the 2002 Annual Conference of the Usability Professionals' Association
Authors: Richard Fulcher, Bryce Glass, Matt Leacock
"The representations we choose for UI design affect both how we think about the design and how others understand it. Concept maps, wireframes, storyboards, and flow-maps speak to different audiences at different stages of the development cycle. This presentation provides examples of these documents and a toolkit for producing them."
source, examples and resources can be found at: http://leacock.com/deliverables/
Webinar on power, leadership and change, for the Strategy, Execution and Leadership meetup, Adelaide, July 2020
For more details on the Strategy, Execution and Leadership meetup, see https://www.meetup.com/StrategyExecutionLeadership/
Webinar on sensemaking and action for planning and response to disruption, in business, in the family and in the community.
Joint webinar with Peoplerise and Vulcano, 22 June 2020
This session from the BCS EASG (British Computer Society Enterprise Architecture Special Group) conference, London, 26 June 2018, introduces a simple tool and technique that anyone can use to explore options for or in response to a business-change.
Session for IASA ITARC Conference on digital-transformation, London, 26 May 2017: https://www.iasaglobal.org/itarc-london-may/
By definition a transformation will always be complex, often to extremes. So how can we, as architects, address all of that complexity, and still stay somewhat sane?
One long-proven answer is the humble checklist – a list of essential items that people tend to forget when the going gets tough. This session introduces a seven-point transformation-checklist for architects: purpose and story; scope and scale; governance; constraints; structure-flaws; test at the extremes; resistance to change.
This checklist can be used within almost any type of architecture-guided transformation. We’ll explore its practical application, usage and implications in a variety of real-world architecture contexts. But beware: you may be surprised at what a simple checklist can show you…
Disintegrated EA? - how to fight against fragmentation of the architecture
What are the factors that cause fragmentation of an enterprise-architecture? And what can we do about them? Focussing more on the human-factors in enterprise-architecture, this presentation explores a set of meta-disciplines that can be used to guide EA practice - and 'Seven Sins of Dubious Discipline' that can lead us astray!
Presentation at Integrated-EA 2016, London, 2 March 2016
Integrated-EA http://www.integrated-ea.com/ is a conference on enterprise-architecture in Defence and related contexts - hence the military flavour of some of the content and visual-jokes in the slidedeck.
(In case the number of slides here causes you some concern: yes, it's almost 200 slides, but it's fast-paced - it all fits into a 30-minute conference-slot.)
Presentation for the IASA January 2016 eSummit on business-architecture - see http://iasaglobal.org/monthly-esummit/
Exploring the context of business-architecture: upwards to the big-picture, downwards to implementation, sideways to connections and qualities, and avoiding design-mistakes that take us backward to business-models that really don't work...
ACS EA-SIG - Bridging enterprise-architecture and systems-thinkingTetradian Consulting
Webinar for Australian Computer Society - Enterprise Architecture Special Interest Group, September 2015
A core aim in Enterprise Architecture (EA) and Systems-Thinking (ST): things work better when they work together on purpose. For this to happen, we need guided conversations that are actually everyone’s responsibility. What visual tools can we use to engage people in this?
This webinar introduces these concepts, and provides the tools and techniques need to bridge this gap. We will highlight some of the common approaches, frameworks and tools used in both of these highly related and important disciplines.
We will discuss how they can be used together and enhanced to deliver a common sense approach for everyday EA and ST practice. Included in this discussion is an introduction to the Enterprise Canvas, which is a powerful tool to enable visualisations of the enterprise by defining the services it offers and their relationships and interactions.
Invisible Armies: information, purpose and the real enterpriseTetradian Consulting
Presentation for Integrated-EA 2015 (enterprise-architecture conference, London, March 2015)
Every enterprise-architecture needs to address not only the visible elements of the context, but also its invisible elements - information, connections between people, and purpose.
(The focus of the conference is enterprise-architecture for the Defence context - hence the decidedly military flavour of the overall slidedeck and some of the visual-jokes. There's also some new work on complexity and the SCAN sensemaking/decision-making framework, around the importance and interdependence of 'commander's intent' and real-world information-flows.)
Presentation at Open Day on Enterprise-Architecture and Systems-Thinking, London, 21 October 2104, for SCiO (Systems and Cybernetics in Organisations) http://scio.org.uk/
This used my development-work on the Enterprise Canvas framework as a worked-example of how we might create tools to bridge the gaps between enterprise-architecture and systems-thinking, in support of organisations' needs.
(This slidedeck also provides a useful overview and primer for Enterprise Canvas itself.)
Presentation at Vlerick Business School, Brussels, 26 September 2014 - describes a variety of approaches, techniques and case-studies for mapping out the desired sequence of change in medium- to large-scale business-transformation.
The dung-beetle's tale: systems-thinking, complexity and the real-worldTetradian Consulting
Slidedeck for Integrated-EA conference, February 2014.
(It's a conference on enterprise-architecture in the Defence context, hence a somewhat military flavour and various military in-jokes.)
My presentation for Open Group London #ogLON enterprise-architecture conference, October 2013
Classic enterprise-architectures seem to focus mainly on IT and replicable IT-based processes. By contrast, many business-contexts such as healthcare, recruitment, education, customer-service and retail, all need to emphasise 'mass-uniqueness' - individual difference or uniqueness at scale. This slidedeck explores some of the themes and techniques that can be used to develop enterprise-architectures with appropriate balance between 'same' and 'different'.
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1. An Association for All IT Architects
Enterprise Architects
as practical futurists
Tom Graves - Tetradian
2. An Association for All IT Architects
I’m Tom Graves
writer
researcher
enterprise-architect
‘maker of tools for change’
Enterprise architects as practical futurists
Weblog: http://weblog.tetradian.com/
Video:https://www.youtube.com/user/tetradian/
videos
Books: http://tetradianbooks.com/
3. An Association for All IT Architects
Part 1: Enterprise-architecture and change
Part 2: Enterprise-architecture and futures
Part 3: A futurists’ toolkit
Part 4: A whole-enterprise architecture toolkit
Wrap-up
How to be practical futurists: About the session
The purpose of this session is to introduce some tools
that can help architects in tackling changes we face now,
and that are coming our way soon
4. An Association for All IT Architects
Enterprise architecture is all about change
Yes, we’re facing big changes now - but even larger
changes are coming soon
We need to be ready for those changes
Plans get shredded, but planning (the ability to plan and
re-plan at a moment’s notice) is essential
We need a toolkit that can tackle any kind of change, at any
scope and scale
Part 1: Enterprise architecture and change
5. An Association for All IT Architects
Whole-enterprise architecture is a literal ‘the architecture
of the enterprise as a whole’, over multiple timescales
“things work better when they work together, on-purpose –
every scope, every scale, every type of content or context,
every timescale, from initial idea to decommission”
Link to professional disciplines of futures/strategic-foresight
‘Futures’ is a plural, not singular – we can only know
‘the future’ for certain when it’s already the now
Much of the professional futurists’ toolkit is directly usable
in enterprise architecture
Part 2: Enterprise architecture and futures
6. An Association for All IT Architects
Scenarios – modelling alternative-futures
Backcasting – building backwards from a preferred future
Causal Layered Analysis – narrative-based futures
Other tools:
Wardley Maps – dynamics of strategic choices
Now to New – an iterative approach to futures
Stages of Grief – the human impact of change
Part 3: A futurists’ toolkit
7. An Association for All IT Architects
Scenarios provide guidance for future choices and options
Build a set of stories (scenarios) of the future (futures)
Find the factors that are stable - design for dynamic
change around that
Develop 2-4 scenarios around at least 2 key change-factors
Develop preliminary plans of how your organisation would
respond to each scenario
As the actual future develops, notice which story is coming
true, and re-plan dynamically for that direction of change
A futures toolkit: Scenarios
8. An Association for All IT Architects
[Source:
Deloitte,
April 2020]
A futures toolkit: Scenarios: Factors
9. An Association for All IT Architects
[Source:
Deloitte,
April 2020]
A futures toolkit: Scenarios: Story-set
10. An Association for All IT Architects
[Source:
Deloitte,
April 2020]
A futures toolkit: Scenarios: Implications
11. An Association for All IT Architects
Scenarios provide guidance for future choices and options
source for example on previous slides:
https://www2.deloitte.com/content/dam/Deloitte/global/Documents/About-
Deloitte/COVID-19/Thrive-scenarios-for-resilient-leaders.pdf
Further information:
Wikipedia: https://en.wikipedia.org/wiki/Scenario_planning
Shell scenarios: https://www.shell.com/energy-and-innovation/the-energy-
future/scenarios.html
Scenario Canvas: https://enklare.wordpress.com/2015/04/26/the-scenario-
canvas/
A futures toolkit: Scenarios
12. An Association for All IT Architects
Backcasting reduces overwhelm for large-scale change
Develop a story of a desired future (‘To-Be’)
Make that story human
how you feel, what you see, what underpins satisfaction
What needs to be in place, for that future to exist?
what services, assets, decisions, skillsets etc
Work backwards from that future towards the present (‘As-Is’),
in a series of steps (‘horizons’)
what needs to be in place for/at each of those horizons?
Back at the present, what do you need to do right now to get
from here to the first horizon?
A futures toolkit: Backcasting
13. An Association for All IT Architects
[Source:
Đorđe
Vojinović]
A futures toolkit: Backcasting: Overview
14. An Association for All IT Architects
Backcasting reduces overwhelm for large-scale change
source for graphic on previous slide:
https://www.researchgate.net/figure/Steps-in-backcasting_fig1_334312079
Further information:
Wikipedia: https://en.wikipedia.org/wiki/Backcasting
Natural Step Canada: https://www.naturalstep.ca/backcasting
UTS, ‘The Future Backwards’:
https://canvas.uts.edu.au/courses/1276/pages/the-future-backwards
A futures toolkit: Backcasting
15. An Association for All IT Architects
Making sense of change through layers of narrative
developed by Sohail Inayatullah et al., 1998 onward
Four distinct layers:
litany – the everyday ‘litany of complaint’
systemic causes – economics, politics, culture, history etc
worldview – social structure, and the discourse that supports it
myth / metaphor – underlying deep-story (‘the way things are’)
Layers interweave / interact to drive a social context
For change to be successful, it must address all layers
Failure to address deeper layers will show up as ‘the litany’
A futures toolkit: Causal Layered Analysis
16. An Association for All IT Architects
The iceberg is a common
metaphor in CLA: only the
litany is directly visible,
everything else is beneath
the surface
The litany is just surface-
level symptoms: the real
issues lie deeper below
Methods for analysis and
review will change as we go
downward through the layers
A futures toolkit: CLA: ‘The Iceberg’
[Source:
Wikipedia]
17. An Association for All IT Architects
Culture, social-causes
and the surface-level
litany all depend on and
build from the underlying
myth / metaphor
Sustainable change will
depend on a re-visioning
of the deep-story (‘myth,
metaphor and narrative’)
Source: José Ramos, ‘Futures
Visioning’,
https://actionforesight.net/narrative-
foresight/
A futures toolkit: CLA: Layers and change
18. An Association for All IT Architects
Making sense of change through layers of narrative
Sustainability change depends on the underlying deep-story
Further information:
Wikipedia: https://en.wikipedia.org/wiki/Causal_layered_analysis
Metafuture: https://www.metafuture.org/Articles/CausalLayeredAnalysis.htm
On crosslinks to enterprise-architecture:
‘SCAN and Causal Layered Analysis’:
http://weblog.tetradian.com/2012/10/24/scan-and-causal-layered-analysis/
‘Two SCAN notes: 2 – Causal Layered Analysis’:
http://weblog.tetradian.com/2014/03/04/two-scan-notes-2-cla/
A futures toolkit: Causal Layered Analysis
19. An Association for All IT Architects
Futures: Other tools: Wardley Maps
[Source:
Simon
Wardley]
Wikipedia: https://en.wikipedia.org/wiki/Wardley_map
Learn Wardley Mapping website: https://learnwardleymapping.com/
Contextual mapping to guide strategic choices and options
Two axes: Value-chain (invisible -> visible), Evolution (genesis -> commodity)
20. An Association for All IT Architects
‘Now to New’ provides a more stepwise approach to futures
developed by Nils Pflaeging, Silke Hermann, Jack Martin Leith and others
Futures: Other tools: Now to New
Jack Martin Leith on ‘Now to New’: http://jackmartinleith.com/now-to-new/
21. An Association for All IT Architects
Change often triggers grief –
loss of the old, fear of new
Kübler-Ross ‘Stages of grief’
model can be helpful here:
denial
anger
bargaining
depression
acceptance
Wikipedia: https://en.wikipedia.org/wiki/K%C3%BCbler-Ross_model
BetterHelp: https://www.betterhelp.com/advice/grief/understanding-the-stages-of-grief/
[Source:
U3173699
via Wikimedia]
Futures: Other tools: Stages of grief
22. An Association for All IT Architects
Change-mapping – consistent method and governance
Visioning (for Context)
Holomap (for Scope)
SCORE (for Plan)
SCAN (for Action)
After-Action Review (for Review)
Other tools:
VPEC-T – Values, Policies, Events, Content, Trust
SEMPER power-model
Enterprise Canvas for service-modelling
Part 4: A whole-enterprise architecture toolkit
23. An Association for All IT Architects
Link disparate tools together, keep on-track to purpose,
prevent scope-creep, and support continuous learning
Is consistent – it works the same way:
across all enterprise domains
for every type of content or context
for every scope and scale
for every level of complexity
Is context-neutral: call in context-specific tools as required
should support any/every context-specific tool for any domain
Supports good governance – avoid anti-patterns etc
A whole-EA toolkit: Change-mapping
24. An Association for All IT Architects
Whole-EA: Change-mapping: Tasks (CSPAR)
[Source:
Tetradian]
Mission as ‘container’ for task
Change-mapping task-sequence:
Context – big-picture, vision, drivers
Scope – boundaries, stakeholders, skills
Plan – preparation, setup, signals, start/end
Action – capture ideas, insights, information
Review – benefits-realised, lessons-learned
Roles:
within Mission: Explorer, Pathfinder, Observer
broader-scope: Librarian, Coordinator, Architect
25. An Association for All IT Architects
Do the right things; do things
right; learn from every task
Iterative, chain, branch, nest
Avoid anti-patterns:
don’t rush to Action
don’t rush to Plan
don’t run backwards from past
don’t get stuck in one place
Reduce uncertainty in Plan;
resolve uncertainties in Action
Whole-EA: Change-mapping: Task-detail
[Source:
Tetradian]
26. An Association for All IT Architects
Link disparate tools together, keep on-
track to purpose, prevent scope-creep,
and support continuous learning
Works the same way for every type of
content or context, every scope and scale
Further information:
Book: https://www.changemappingbook.com/
Video: https://youtu.be/uey79fSYSNM
Methods for whole-enterprise architecture:
http://weblog.tetradian.com/2016/07/26/methods-for-
whole-enterprise-architecture-keep-it-simple/
A whole-EA toolkit: Change-mapping
27. An Association for All IT Architects
Provides a stable anchor for decisions in the midst of change
Three parts: concern (‘what’), action (‘how’), qualifier (‘why’)
example: concern: “ideas”; action: “spreading”; qualifier: “worth”
link all three parts into a vision-phrase: “ideas worth spreading”
Derive values from the vision
Derive principles from the values
Contextualise vision, values, principles in Scope and Plan
Use principles in Plan-stage decision-making
Use values and high-priority principles within real-time Action
A whole-EA toolkit: Visioning
28. An Association for All IT Architects
Whole-EA: Visioning in business-architecture
[Source:
Tetradian]
29. An Association for All IT Architects
Vision provides a stable anchor for
decisions in the midst of change
Vision has concern, action, qualifier
Derive values from the vision
Derive principles from the values
A whole-EA toolkit: Visioning
Further information:
Video ‘Introduction to visioning’: https://youtu.be/z0ybs2VOI-M
Slidedeck ‘Vision, Role, Mission, Goal’:
https://www.slideshare.net/tetradian/vision-role-mission-goal-a-framework-
for-business-motivation
[Source:
Tetradian]
30. An Association for All IT Architects
Make sense of stakeholders, relationships, responsibilities
Enterprise as ‘why’, organisation as ‘how’
Stakeholders connect to organisation via the ‘why’
Look outwards to make sense of stakeholders’ view
Map the enterprise three steps outward from organisation:
transactions (‘supply-chain’)
direct-interactions (‘market’)
indirect-interactions (‘enterprise-as-storyworld’)
Look inward to model how services need to work
A whole-EA toolkit: Holomap
31. An Association for All IT Architects
Whole-EA: Holomap: Looking outward
[Source:
Tetradian]
32. An Association for All IT Architects
Whole-EA: Holomap: Linking to inward
[Source:
Tetradian]
33. An Association for All IT Architects
Make sense of stakeholders, relations,
responsibilities
Map stakeholders for internal-services,
transactions, direct-interactions,
indirect-interactions
A whole-EA toolkit: Holomap
Further information:
Video ‘Introduction to Holomap’: https://youtu.be/dZWFYbGcVgQ
Holomap as service-context: http://weblog.tetradian.com/services-and-
ecanvas-review-2-supplier-customer/
Inside-out versus outside-in: http://weblog.tetradian.com/inside-in-inside-out-
outside-in-outside-out/
34. An Association for All IT Architects
Identifying, addressing and testing options for change-action
Five domains:
Strengths – capabilities and services already available for (re)-use
Challenges – concerns arising that require some kind of change
Options – choices available, with related opportunities and risks
Responses – expected or actual feedback from the real-world
Effectiveness – align every action to enterprise values, qualities
Each action ripples out to other domains, like a spreadsheet
example: resolved Challenges become Strengths, for new Options
In Options, opportunity and risk are a symmetric pair
A whole-EA toolkit: SCORE options-mapping
35. An Association for All IT Architects
Whole-EA: SCORE: SCORE workspace
[Source:
Tetradian]
36. An Association for All IT Architects
Identifying, addressing and testing options for change-action
Use SCORE as a more useful version of SWOT-analysis
SWOT gives lists, SCORE gives usable insights
Each action ripples out to other domains, like a spreadsheet
A whole-EA toolkit: SCORE options-mapping
Further information:
Video ‘Introduction to SCORE’: https://youtu.be/SdkhYl7ae0M
Workshop-slidedeck ‘What’s the SCORE?’:
https://www.slideshare.net/tetradian/whats-the-score-how-to-make-sense-of-a-
business-change
Slidedeck ‘Introduction to SCORE’ (old, but shows comparison to SWOT):
https://www.slideshare.net/tetradian/intro-toscore-v1
37. An Association for All IT Architects
Mapping and making sense of choices on uncertainty
Two-axis map – axes are:
time: before, during, after, relative to an arbitrarily-chosen ‘Now’
uncertainty: absolute-predictability to deep-uncertainty
Boundaries:
time-axis: transition from plan to action, transition over the ‘Now’
uncertainty-axis: limit of effective-certainty
Use map to identify what is or can be made more certain
Feedback-loops across the space (e.g. question and answer,
rules and realities, ‘auftragstaktik and fingerspitzengefühl’)
A whole-EA toolkit: SCAN complexity-map
38. An Association for All IT Architects
Base-graphic for SCAN
Whole-EA: SCAN: Mapping uncertainty
[Source:
Tetradian]
Choices for tactics
[Source:
Tetradian]
39. An Association for All IT Architects
Feedback loops
Whole-EA: SCAN: Resolving uncertainty
[Source:
Tetradian]
[Source:
Tetradian]
Skewed perceptions
about certainty (‘theory
over practice’)
40. An Association for All IT Architects
Whole-EA: SCAN: Mapping uncertainty
[Source:
Tetradian]
41. An Association for All IT Architects
Mapping and making sense of choices on uncertainty
Use domains to identify tactics for sensemaking and action
Use map to identify what is or can be made more certain
A whole-EA toolkit: SCAN complexity-map
Further information:
Video ‘Introduction to SCAN complexity-map’: https://youtu.be/qvgBIXItVYw
Posts on SCAN (~100 posts): http://weblog.tetradian.com/tag/scan/
Slidedeck ‘The dung-beetle’s tale’ (introduction to SCAN):
https://www.slideshare.net/tetradian/the-dungbeetles-tale-systemsthinking-
complexity-and-the-realworld
Slidedeck ‘Invisible armies’ (feedback-loops in SCAN):
https://www.slideshare.net/tetradian/invisible-armies-information-purpose-and-
the-real-enterprise
42. An Association for All IT Architects
Supports continuous-learning, continuous-improvement
initially developed by US Army, has been adapted for many other industries
Depends on two rules: no priority, no blame
Link back to Context and Scope, then five steps:
“What was supposed to happen?” – link back to Plan
“What actually happened?” – retrieve action-records from Action
“What was the source of the difference?” – ‘bad’ and ‘good’
“What can I do better next time?” – personal commitment
“What can we do better next time?” – team commitment
Do this process after every action
A whole-EA toolkit: After Action Review
43. An Association for All IT Architects
From Context, Scope, Plan:
“What was supposed to happen?”
From Action: “What actually
happened?”
In Review: “What was the source
of the difference?”
Individual link to Purpose
(Context): “What do I learn from
this, to do better next time?”
Collective link to People
(Scope/skills): “What do we learn
from this, to do better next time?”
Whole-EA: After Action Review: Process
44. An Association for All IT Architects
Establish benefits-realised, lessons-learned
Supports continuous-learning, continuous-improvement
Do this process after every action
A whole-EA toolkit: After Action Review
Further information:
Wikipedia on ‘After Action Report’:
https://en.wikipedia.org/wiki/After_action_report
Video ‘Introduction to After Action Review’: https://youtu.be/55s4CebiTaw
Slidedeck ‘How to build continuous-learning into enterprise-architecture:
https://www.slideshare.net/tetradian/how-to-build-continuouslearning-into-
architecturepractice
45. An Association for All IT Architects
Use to guide sensemaking in
complex multi-stakeholder
contexts
• developed by Nigel Green and Carl Bate
Five ‘lenses’: Values, Policies,
Events, Content, Trust
Whole-EA: Other tools: VPEC-T
[Source:
Nigel Green
/ Carl Bate]
Further information:
Wikipedia on VPEC-T: https://en.wikipedia.org/wiki/VPEC-T
Book ‘Lost In Translation’: https://www.goodreads.com/book/show/3236146-
lost-in-translation
46. An Association for All IT Architects
Make sense of clashes, conflicts, motivation and more
Whole-EA: Other tools: SEMPER power-model
[Source:
Tetradian]
47. An Association for All IT Architects
Make sense of clashes, conflicts, motivation and more
Power as ‘ability to do work’ vs ‘ability to avoid work’
What work needs to be done? What power and ‘response-
ability’ is needed for each form of work? (power-with)
What work is being avoided? How is it being avoided?
(power-under [‘not my job’], power-over [blame etc])
Why is work being avoided? (e.g. stages-of-grief model)
Whole-EA: Other tools: SEMPER power-model
Further information:
video ‘Introduction to SEMPER power-model’: https://youtu.be/hdeHbQRCcqw
48. An Association for All IT Architects
Whole-EA: Other tools: Enterprise Canvas
[Source:
Tetradian]
Model services, service-relationships, service-completeness
49. An Association for All IT Architects
Model services, service-relationships, service-governance
Consistent modelling: “Everything is or represents a service”
Provides fractal checklist for service-completeness
Whole-EA: Other tools: Enterprise Canvas
Further information:
slidedeck ‘Bridging enterprise-architecture and systems-thinking’,
https://www.slideshare.net/tetradian/acs-easig-bridging-enterprisearchitecture-
and-systemsthinking
post-series ‘Services and Enterprise Canvas review’,
http://weblog.tetradian.com/2014/10/29/services-and-ecanvas-review-
summary/
post ‘Enterprise Canvas as service-viability checklist’,
http://weblog.tetradian.com/2011/09/14/ecanvas-as-service-viability-checklist/
50. An Association for All IT Architects
Tools described here all work the same way at every scope
and scale, and for every timescale
use these context-neutral tools to link together the detail-tools
that each work at specific scope, scale and context
Huge challenges now, but more severe ones coming soon
depletion of crucial resources – e.g. helium
climate-change – regardless of cause, it is changing in big ways
no way to make a possession-based economics sustainable –
mandates a shift to responsibility-based economics
Practice on small-changes to get ready for the big ones…
Futures and whole-EA: Wrapping up…