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Expanding our Understanding:
Complex Adaptive Systems
Jon Stevens-Hall, Principal Product Manager (ITSM)
Consortium for Service Innovation Team Meeting: “Knowledge as a Service”
November 2020
November 2020
https://www.washingtonpost.com/graphics/national/maps-of-american-infrastrucure/
@jonstevenshall
@jonstevenshall
https://www.washingtonpost.com/graphics/national/power-plants/
@jonstevenshall
4
Defining Complexity
“The property of a real-world system that is
manifest in the in ability of any one formalism
being adequate to capture all its properties”
© Copyright 2020 BMC Software, Inc.
“The emergence of complexity: science coming of age or science growing old?”
– Donald Mikulecky, Virginia Commonwealth University 2001
@jonstevenshall
5
Complex Adaptive Systems
“A group of semi-autonomous agents who interact in
interdependent ways to produce system-wide patterns,
such that those patterns influence behavior of the agents.”
© Copyright 2020 BMC Software, Inc.
“Complex Adaptive Systems – A Nominal Definition”
– Kevin Dooley, Departments of Management and Industrial & Management Systems Engineering, Arizona State University, 1996
@jonstevenshall
6
Key Characteristics of Complex Adaptive Systems
Self Organisation
© Copyright 2020 BMC Software, Inc.
Emergence
Resilience
Observer Dependency
Path Dependency
Chaos
Irreducibility
Intractability
The overall order is one of constant fluctuations and
feedback loops in the interactions between individual parts.
Individual parts continually combine and uncombine to form
new system characteristics.
The system exhibits an ability to react to failures and
negative events by reorganizing to maintain its functions.
The nature of the system will appear different to different
observers, depending on their specific viewpoint.
Transformations to the system can not always be reverted
back to their previous state.
The present nature of the system is heavily influenced by
decisions and events in the past.
Small variations in input can lead to dramatic changes in
output, and vice versa.
It is impossible to predict all future behaviours and states of
the system.
Photo by David Berry on Flickr, used under Creative Commons license
Complexity in Digital Systems
• Essential Complexity
• “Adding new features to software (or safety properties
like availability and security) requires the addition of
complexity”
• Driven by addition of new features and capabilities
• Accidental Complexity
• “The consequence of writing software within a
resource-limited setting”
• Code is a compromise
• Accrues as a by-product of work
• Suboptimal system components accumulate beyond
intuitive understanding
@jonstevenshall
Complexity in Digital Systems
Digital Services
Service
Subscribers
Tools
Processes
Services
Vulnerabilities3rd Party
Providers
Compliance
Environments
@jonstevenshall
Complexity in Digital Systems
Compliance
Environments
Private
Cloud
Mainframe
Hybrid
Cloud
Data
Centers
Public Cloud
Digital Services
Service
Subscribers
3rd Party
Providers
Tools
Processes
Services
Vulnerabilities
Waterfall
Agile
Lean
SLAs
DevOps
DevSecOps
ITIL
End Users
Agents
IT Ops
Security
Applications
@jonstevenshall
10
Failure in Complex Systems
• Complex systems contain mixtures of latent issues
• Most flaws are insufficient to cause significant issues
• The flaws change constantly, due to evolving technology and organisational
factors
• Complex systems run as broken but the system continues to function
sometimes in degraded mode.
• Issues have multiple causes, not a single root-cause
© Copyright 2020 BMC Software, Inc.
“How Complex Systems Fail” – Richard Cook, Cognitive Technologies Library, University of Chicago, 1990.
“Distributed systems have an infinite list of almost impossible failure scenarios”
– Charity Majors, Honeycomb.io, at Configuration Management Camp, Ghent, 2019
@jonstevenshall
11
• Desired State
• No corrective actions are
necessary
• Allowed State
• Behaviours have diverged from
what is desired,
• No drastic measures yet required
• Possible State
• System has moved into realm of
what is possible but not allowed
• Immediate resolution action
needed
Rethinking system management for Emergence
© Copyright 2020 BMC Software, Inc.
“Concepts in Complexity Engineering”
– Regina Frei, Imperial College, 2011.
@jonstevenshall
• Obvious and Complicated domains:
• Repeating relationship between cause and effect
• With Complicated you need to do analysis to find
that relationship
• Complex domain:
• Understanding the problem requires
experimentation and analysis.
• May, over time, be able to move to Complicated
• Chaotic domain:
• Dramatic and unconstrained
• Focus on damage limitation, try to move to
another domain
Cynefin – A framework approach to complexity
@jonstevenshall
13
Some further talking points
• Plenty of scope for discussion on the implications of complexity on KCS
• KCS has some clear strengths
• E.g. it is designed to enable content to evolve and adapt
• But… is Knowledge Management too deterministic for supporting
complexity?
• For example, assumption of relationship between cause and effect
within a specified environment?
• New roles for Knowledge Management?
• E.g. as a means to enable understanding of what is Desired,
Possible and Allowed in an emergent system
© Copyright 2020 BMC Software, Inc.
@jonstevenshall
Expanding our Understanding: Complex Adaptive Systems

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Expanding our Understanding: Complex Adaptive Systems

  • 1. Expanding our Understanding: Complex Adaptive Systems Jon Stevens-Hall, Principal Product Manager (ITSM) Consortium for Service Innovation Team Meeting: “Knowledge as a Service” November 2020 November 2020
  • 4. 4 Defining Complexity “The property of a real-world system that is manifest in the in ability of any one formalism being adequate to capture all its properties” © Copyright 2020 BMC Software, Inc. “The emergence of complexity: science coming of age or science growing old?” – Donald Mikulecky, Virginia Commonwealth University 2001 @jonstevenshall
  • 5. 5 Complex Adaptive Systems “A group of semi-autonomous agents who interact in interdependent ways to produce system-wide patterns, such that those patterns influence behavior of the agents.” © Copyright 2020 BMC Software, Inc. “Complex Adaptive Systems – A Nominal Definition” – Kevin Dooley, Departments of Management and Industrial & Management Systems Engineering, Arizona State University, 1996 @jonstevenshall
  • 6. 6 Key Characteristics of Complex Adaptive Systems Self Organisation © Copyright 2020 BMC Software, Inc. Emergence Resilience Observer Dependency Path Dependency Chaos Irreducibility Intractability The overall order is one of constant fluctuations and feedback loops in the interactions between individual parts. Individual parts continually combine and uncombine to form new system characteristics. The system exhibits an ability to react to failures and negative events by reorganizing to maintain its functions. The nature of the system will appear different to different observers, depending on their specific viewpoint. Transformations to the system can not always be reverted back to their previous state. The present nature of the system is heavily influenced by decisions and events in the past. Small variations in input can lead to dramatic changes in output, and vice versa. It is impossible to predict all future behaviours and states of the system. Photo by David Berry on Flickr, used under Creative Commons license
  • 7. Complexity in Digital Systems • Essential Complexity • “Adding new features to software (or safety properties like availability and security) requires the addition of complexity” • Driven by addition of new features and capabilities • Accidental Complexity • “The consequence of writing software within a resource-limited setting” • Code is a compromise • Accrues as a by-product of work • Suboptimal system components accumulate beyond intuitive understanding @jonstevenshall
  • 8. Complexity in Digital Systems Digital Services Service Subscribers Tools Processes Services Vulnerabilities3rd Party Providers Compliance Environments @jonstevenshall
  • 9. Complexity in Digital Systems Compliance Environments Private Cloud Mainframe Hybrid Cloud Data Centers Public Cloud Digital Services Service Subscribers 3rd Party Providers Tools Processes Services Vulnerabilities Waterfall Agile Lean SLAs DevOps DevSecOps ITIL End Users Agents IT Ops Security Applications @jonstevenshall
  • 10. 10 Failure in Complex Systems • Complex systems contain mixtures of latent issues • Most flaws are insufficient to cause significant issues • The flaws change constantly, due to evolving technology and organisational factors • Complex systems run as broken but the system continues to function sometimes in degraded mode. • Issues have multiple causes, not a single root-cause © Copyright 2020 BMC Software, Inc. “How Complex Systems Fail” – Richard Cook, Cognitive Technologies Library, University of Chicago, 1990. “Distributed systems have an infinite list of almost impossible failure scenarios” – Charity Majors, Honeycomb.io, at Configuration Management Camp, Ghent, 2019 @jonstevenshall
  • 11. 11 • Desired State • No corrective actions are necessary • Allowed State • Behaviours have diverged from what is desired, • No drastic measures yet required • Possible State • System has moved into realm of what is possible but not allowed • Immediate resolution action needed Rethinking system management for Emergence © Copyright 2020 BMC Software, Inc. “Concepts in Complexity Engineering” – Regina Frei, Imperial College, 2011. @jonstevenshall
  • 12. • Obvious and Complicated domains: • Repeating relationship between cause and effect • With Complicated you need to do analysis to find that relationship • Complex domain: • Understanding the problem requires experimentation and analysis. • May, over time, be able to move to Complicated • Chaotic domain: • Dramatic and unconstrained • Focus on damage limitation, try to move to another domain Cynefin – A framework approach to complexity @jonstevenshall
  • 13. 13 Some further talking points • Plenty of scope for discussion on the implications of complexity on KCS • KCS has some clear strengths • E.g. it is designed to enable content to evolve and adapt • But… is Knowledge Management too deterministic for supporting complexity? • For example, assumption of relationship between cause and effect within a specified environment? • New roles for Knowledge Management? • E.g. as a means to enable understanding of what is Desired, Possible and Allowed in an emergent system © Copyright 2020 BMC Software, Inc. @jonstevenshall