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Copyright Projecting Success 2018
Martin Paver
CEO/Founder Projecting Success
martinpaver@projectingsuccess.co.uk
Merv Wyeth
Amplify UK Delivery Partner
merv@mervwyeth.com
Copyright Projecting Success 2018
The Journey So Far….
"Those that fail
to learn from
history are
doomed to
repeat it."Project, Programme,
Portfolio Management
Engineering
Lessons learned
Leveraging Experience
Contexturalised
application
Copyright Projecting Success 2018
The failure of the FiReControl project
The Stark Reality of Not Leveraging Experience
Common Agricultural Policy Futures
programme
We do not expect the programme to deliver value for money. The cost of
£178 million is 74 per cent more than the original business case, and the
programme will not fully deliver the anticipated benefits. Farmers reported
they have been adversely affected by the programme delays, highlighting cash
flow problems that have knock-on effects for the wider rural economy.
http://www.audit-scotland.gov.uk/uploads/docs/report/2016/nr_160519_cap_futures.pdf
‘911 Upgrade’
(Emergency Communications
Transformation Program)
The project started in 2004 with an estimated cost of $1.3 billion and a three
year time frame.
According to an audit from City Comptroller, released 21 March 2012, the
project is now $1 billion over budget and seven years behind schedule.
The Comptroller blamed the cost overruns on inadequate project
management within the city.
http://sa.acs.org.au/gallery/leaders_lunch/20120516_Common_causes_of_failure_in_major_ICT-enabled_projects.pdf
NHS 24
The total cost of the Future Programme had risen by 55 per cent to £117.4
million, compared to a business case cost of £75.8 million covering the ten-
year contract period. The increase was due to changes in the contract
specification and costs associated with the delay in implementing the IT
system. [2016]
http://www.audit-scotland.gov.uk/uploads/docs/report/2016/s22_161006_nhs_24.pdf
Disclosure Scotland
The whole programme was estimated to cost £31 million and included a
£29 million project to design and build a new ICT system to support the new
arrangements and replace the existing system, along with other information
management projects, training and guidance.
The programme experienced a number of significant problems when it went
live in February 2011. Disclosure Scotland and the supplier continue to work
on these problems and core functionality is now expected to be established by
autumn 2012.
Crown Office and Procurator Fiscal
Service (COPFS)
The Phoenix programme was initiated in early 2009, at an estimated cost
of £10 million, because a number of software elements of the existing case
management system used to help prepare criminal cases for prosecution were
outdated and lacked readily available technical support.
Management of the programme exhibited a number of weaknesses but it was
cancelled in November 2010 before construction started due to increased
costs and a significantly reduced capital budget.
National Polar-orbiting Operational
Environmental Satellite System
Department of Veterans Affairs’ Scheduling Replacement Project was
terminated in September 2009 after spending an estimated $127 million over
9 years.
http://www.gao.gov/assets/690/681420.pdf
Secure Border Initiative Network program
The Department of Homeland Security’s Secure Border Initiative Network program
was ended in January 2011, after the department obligated more than $1 billion to
the program, because it did not meet cost-effectiveness and viability standards.
http://www.gao.gov/assets/690/681420.pdf
Financial and Logistics Integrated Technology
Enterprise program
The Department of Veterans Affairs’ Financial and Logistics Integrated Technology Enterprise program
was intended to be delivered by 2014 at a total estimated cost of $609 million, but was terminated in
October 2011 due to challenges in managing the program
http://www.gao.gov/assets/690/681420.pdf
eCare
eCare programme was supposed to solve all our data communication
problems in the health and social care service, but it was abandoned
completely after seven or eight years at—we are told—a cost of £56 million,
although I suspect that the cost was substantially more.
http://www.parliament.scot/S4_PublicAuditCommittee/20_January_2016.pdf
Registers of Scotland (RoS)
Responsible for compiling and maintaining registers relating to
property and other legal documents. Its annual operating costs were
£78 million in 2010/11. While both RoS and BT consider the ongoing
ICT service provision has largely been successful, RoS now considers
that the partnership outsourcing of all ICT was inappropriate and it
has terminated the SPA.
Two individual projects within the programme now cancelled, with
costs of £6.7 million written off in March 2011.
Expeditionary Combat Support System
The Department of Defense’s Expeditionary Combat Support System was
canceled in December 2012 after spending more than a billion dollars and
failing to deploy within 5 years of initially obligating funds.
http://www.gao.gov/assets/690/681420.pdf
Retirement Systems Modernization program
The Office of Personnel Management’s Retirement Systems Modernization program was canceled in
February 2011, after spending approximately $231 million on the agency’s third attempt to automate
the processing of federal employee retirement claims.
http://www.gao.gov/assets/690/681420.pdf
>£20,000,000,000
Copyright Projecting Success 2018
Stagnating Productivity
Copyright Projecting Success 2018
Capacity to Learn From Experience
Home Office Government Major Projects Portfolio 2016
Ministry of Justice Government Major Projects Portfolio 2016
With so many projects not delivering to plan there should be a rich opportunity for
leveraging experience for the collective benefit of UK PLC….
…..but there is limited evidence of this happening.
Dept of Health Government Major Projects Portfolio 2016
Ministry of Defence Government Major Projects Portfolio 2016
Copyright Projecting Success 2018
Digging a Little Deeper
Year RAG Forecast End Forecast Whole Life
Costs £m
2012 31/12/2014 138
2013 01/04/2016 1375
2014 01/09/2016 1205
2015 30/11/2017 1706
2016 30/11/2017 2879
Source: GMPP Reports
Copyright Projecting Success 2018
Lessons on a Major Project
Please vote at Mentimeter
A recent example from the Government Major Projects Portfolio….
Copyright Projecting Success 2018
But aren’t the NAO fixing the problem?
https://www.nao.org.uk/naoblog/a-systematic-look-at-major-programmes/
It is the role of Departments to leverage the
experience, not the NAO
We agree that there is insufficient learning
from past failures in project delivery
Copyright Projecting Success 2018
Over 15,000 Lessons….. Overview
>50 Organisations
>1,000 Projects
>2 Years of effort to collate
Covering 3Continents
Estimated Portfolio ~$30 bn
From ….
”Benefits clearer”
to …”There was insufficient clarity about
accountability for each budget line, reflecting
a centralised approach to budget
management. Poor links between the Finance
Team and key programmes compounded this
lack of accountability, which meant that
forecasting, monitoring and budget
discussions, as well as early planning of
procurement strategies, did not take place in a
sufficiently timely manner to identify and
address the key risks”.
Copyright Projecting Success 2018
Existing Lessons Learned Analysis
http://www.treasury.govt.nz
Copyright Projecting Success 2018
Pursuing the case for change
Programme Manager
for £400m portfolio of
60 projects
Copyright Projecting Success 2018
Is This A Knowledge Management Problem?
Project, Programme, Portfolio Management
Technical Delivery
I don’t
know
I do
know
Knowable
Unknowable
Copyright Projecting Success 2018
‘(Un)Avoidability’ of lessons / Impact
•Act of God, environmental factors
•Unknown/unknowable external event
•Unknown/knowable external event
•Known external event
•Internal decision or organisational
constraint
•Lesson identified or known but
deemed irrelevant
•Lesson identified or known but
ignored due to other
priorities/resourcing
Unavoidable lesson
But may be aware of
emerging environmental
conditions
Avoidable lesson
Priority, resourcing, SQEP
or judgment call
Strategic lesson
Organisation proceeded
knowing that strategic
decisions may/will likely
impact the project.
Lesson learned was
foreseeable and wasn’t
mitigated.
(Un)Avoidability
Observation?
Something to consider in the
next phase?
Missing the basics and don’t
know better
Should know better
Fundamental shortfall with
minor impact
Fundamental shortfall with
major impact
Impact
Copyright Projecting Success 2018
The Link Between Risk and Lessons
Risk
IssueLesson
If the lesson is not acted
upon it becomes a risk
for the next project
How many organisations link lessons learned and risk management?
What is the correlation between
risk drawdown and lessons
learned?
Tolerate
Treat
Transfer
Terminate
Copyright Projecting Success 2018
Projects: An Enabler or Primary Purpose?
Project Duration
Similarity
Short Long
SimilarDissimilar
Major IT upgrades
Business
transformation
Enabling Activity
Office Move
New office
Call Centre
Project Duration
Similarity
Short Long
SimilarDissimilar
Event management
Major IT upgrades
Business
transformation
Office Move
Crossrail
New office
Primary Activity
HS2
Call Centre
Station refit
Station build 1, 2, 3
Copyright Projecting Success 2018
Instinctive Behaviours
System 1
System 1 is an automatic, fast and often
unconscious way of thinking.
•It is autonomous and efficient, requiring little
energy or attention,
•Is susceptical to biases and systematic errors.
System 2 is an effortful, slow and
controlled way of thinking. It requires
energy and can’t work without
attention but, once engaged, has the
ability to filter the instincts of System 1
System 2
Nudge Theory
We adjust
our driving
to the
conditions
of the road
We adjust our
speed if we
know that
others have
experienced
costly
accidents
VS
System 1 and 2 thinking
Copyright Projecting Success 2018
Counteracting Bias
• Consistency/desirability bias
• Recency effects
• Human memory bias
• Optimism bias
• ‘Strategic Deception’
Data
Copyright Projecting Success 2018
A Glimpse into the Future
Copyright Projecting Success 2018
Leveraging the Connected Data
Projects LessonsRisks$
Graph
Data Stored in Silos
TechnicalSafetySecurity
Compensation
Event
£ Claim
Action
Properties:
Process change
Workflow escalation
Cost of mitigation action
Due date
Future contracts
Copyright Projecting Success 2018
Leveraging the Connected Data
Northern Ireland
Lessons Learned
Project
A
Risks Lessons$
Project
A
Risks Lessons$
Project
A
Risks Lessons$
Project
A
Risks Lessons$
Project
A
Risks Lessons$
Silos of data Connected data
Copyright Projecting Success 2018
Expand to include:
• Risks, Issues, Assumptions, Management Actions, Lessons etc.
• Validated data.
• Use case drives the data model.
• Requires millions of data points.
Example: Reference Class Forecasting
• Best predictor of performance is actual performance of similar projects.
• Provides an outside view.
• Challenges bias and strategic deception.
Copyright Projecting Success 2018
A vision
Copyright Projecting Success 2018
Some examples
Recommender systems
Deep Learning
Text Analytics
Copyright Projecting Success 2018
Things are changing…. at pace
Copyright Projecting Success 2018
We can analyse the data in a matter of days
Leveragingexperience.com
Copyright Projecting Success 2018
Predisposition
A genetic predisposition is an increased likelihood of developing a
particular disease based on a person's genetic makeup.
Copyright Projecting Success 2018
Structuring the Data
A bucket of stuff
DATA LAKE
Use Case
Example: A PM wants to be able to see what risks
occurred on similar projects, how they evolved and
how successful the management action was so that
they can develop their risk management plan.
Data
model
How will I capture and
integrate the data to
satisfy the views?
Views
How will I present the
information to satisfy
the user story?
User Story
As a PM I want to be able to see relevant risks that
evolved into issues so that I can build contingency
into my risk budget.
DATA WAREHOUSE
But is it the
‘right’ stuff?
Copyright Projecting Success 2018
Is My Organisation Ready for This?
Perspective 1: The driver for change
A need to respond
Lead times
Efficiency A thirst for data
Millions of data points
”Machine Learning and AI will
be bigger than the internet”
Lance Olson 2018
Reputation
Avoiding the avoidable
APM Programme Management Conference 2018
Rod Sowden
Perspective 2: The capacity for change
• Committed leadership
• Need a hunger for improvement
• Self critical/restless
• Learning organisation
• Measure performance & look for
opportunities to improve
• Curate their knowledge
• Clear vision & outcomes
• Need to be at P3M3 level 3 or above
What High Performers do
Copyright Projecting Success 2018
So Where Do We Start?
Vision
• A viable destination
• A routemap to get there
• Senior level commitment
Survey
• Approach to/capacity for
leveraging experience
• Available assets
Data
• Quality, completeness
• Scope, availability
• Sensitivity
Use cases
• Problem statements
• Requirement
decomposition Agile Iteration
• Develop approach/methods
• Develop systems
• Develop data & data model
• Demonstrate utility/ value
• Build interest/momentum
Step 1 Step 2 Step 3
A multi-year journey… data can take years to collate
Copyright Projecting Success 2018
Summary
• Lessons learned systems are ineffective unless….. (for another day!)
• The solution will be data driven; the pressure to open up data will continue to build.
• Connected data enables insights that flat data can never provide.
• Repeating avoidable problems will become indefensible.
• Decisions increasingly shaped by experience, mitigating bias.
• Significant opportunity for performance improvement.
• Machine learning is marching towards us and will be transformational.
• We need to develop an approach to support it.
Copyright Projecting Success 2018
What to learn more?
Martin Paver
martinpaver@projectingsuccess.co.uk
07775704044
Copyright Projecting Success 2018
Any questions, comments…?
This presentation was delivered
at an APM webinar
To find out more about
upcoming webinars please visit
our website
www.apm.org.uk/events

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Project Data Analytics - How do we leverage experience of project delivery? webinar, 20 March 2018

  • 1. Copyright Projecting Success 2018 Martin Paver CEO/Founder Projecting Success martinpaver@projectingsuccess.co.uk Merv Wyeth Amplify UK Delivery Partner merv@mervwyeth.com
  • 2. Copyright Projecting Success 2018 The Journey So Far…. "Those that fail to learn from history are doomed to repeat it."Project, Programme, Portfolio Management Engineering Lessons learned Leveraging Experience Contexturalised application
  • 3. Copyright Projecting Success 2018 The failure of the FiReControl project The Stark Reality of Not Leveraging Experience Common Agricultural Policy Futures programme We do not expect the programme to deliver value for money. The cost of £178 million is 74 per cent more than the original business case, and the programme will not fully deliver the anticipated benefits. Farmers reported they have been adversely affected by the programme delays, highlighting cash flow problems that have knock-on effects for the wider rural economy. http://www.audit-scotland.gov.uk/uploads/docs/report/2016/nr_160519_cap_futures.pdf ‘911 Upgrade’ (Emergency Communications Transformation Program) The project started in 2004 with an estimated cost of $1.3 billion and a three year time frame. According to an audit from City Comptroller, released 21 March 2012, the project is now $1 billion over budget and seven years behind schedule. The Comptroller blamed the cost overruns on inadequate project management within the city. http://sa.acs.org.au/gallery/leaders_lunch/20120516_Common_causes_of_failure_in_major_ICT-enabled_projects.pdf NHS 24 The total cost of the Future Programme had risen by 55 per cent to £117.4 million, compared to a business case cost of £75.8 million covering the ten- year contract period. The increase was due to changes in the contract specification and costs associated with the delay in implementing the IT system. [2016] http://www.audit-scotland.gov.uk/uploads/docs/report/2016/s22_161006_nhs_24.pdf Disclosure Scotland The whole programme was estimated to cost £31 million and included a £29 million project to design and build a new ICT system to support the new arrangements and replace the existing system, along with other information management projects, training and guidance. The programme experienced a number of significant problems when it went live in February 2011. Disclosure Scotland and the supplier continue to work on these problems and core functionality is now expected to be established by autumn 2012. Crown Office and Procurator Fiscal Service (COPFS) The Phoenix programme was initiated in early 2009, at an estimated cost of £10 million, because a number of software elements of the existing case management system used to help prepare criminal cases for prosecution were outdated and lacked readily available technical support. Management of the programme exhibited a number of weaknesses but it was cancelled in November 2010 before construction started due to increased costs and a significantly reduced capital budget. National Polar-orbiting Operational Environmental Satellite System Department of Veterans Affairs’ Scheduling Replacement Project was terminated in September 2009 after spending an estimated $127 million over 9 years. http://www.gao.gov/assets/690/681420.pdf Secure Border Initiative Network program The Department of Homeland Security’s Secure Border Initiative Network program was ended in January 2011, after the department obligated more than $1 billion to the program, because it did not meet cost-effectiveness and viability standards. http://www.gao.gov/assets/690/681420.pdf Financial and Logistics Integrated Technology Enterprise program The Department of Veterans Affairs’ Financial and Logistics Integrated Technology Enterprise program was intended to be delivered by 2014 at a total estimated cost of $609 million, but was terminated in October 2011 due to challenges in managing the program http://www.gao.gov/assets/690/681420.pdf eCare eCare programme was supposed to solve all our data communication problems in the health and social care service, but it was abandoned completely after seven or eight years at—we are told—a cost of £56 million, although I suspect that the cost was substantially more. http://www.parliament.scot/S4_PublicAuditCommittee/20_January_2016.pdf Registers of Scotland (RoS) Responsible for compiling and maintaining registers relating to property and other legal documents. Its annual operating costs were £78 million in 2010/11. While both RoS and BT consider the ongoing ICT service provision has largely been successful, RoS now considers that the partnership outsourcing of all ICT was inappropriate and it has terminated the SPA. Two individual projects within the programme now cancelled, with costs of £6.7 million written off in March 2011. Expeditionary Combat Support System The Department of Defense’s Expeditionary Combat Support System was canceled in December 2012 after spending more than a billion dollars and failing to deploy within 5 years of initially obligating funds. http://www.gao.gov/assets/690/681420.pdf Retirement Systems Modernization program The Office of Personnel Management’s Retirement Systems Modernization program was canceled in February 2011, after spending approximately $231 million on the agency’s third attempt to automate the processing of federal employee retirement claims. http://www.gao.gov/assets/690/681420.pdf >£20,000,000,000
  • 4. Copyright Projecting Success 2018 Stagnating Productivity
  • 5. Copyright Projecting Success 2018 Capacity to Learn From Experience Home Office Government Major Projects Portfolio 2016 Ministry of Justice Government Major Projects Portfolio 2016 With so many projects not delivering to plan there should be a rich opportunity for leveraging experience for the collective benefit of UK PLC…. …..but there is limited evidence of this happening. Dept of Health Government Major Projects Portfolio 2016 Ministry of Defence Government Major Projects Portfolio 2016
  • 6. Copyright Projecting Success 2018 Digging a Little Deeper Year RAG Forecast End Forecast Whole Life Costs £m 2012 31/12/2014 138 2013 01/04/2016 1375 2014 01/09/2016 1205 2015 30/11/2017 1706 2016 30/11/2017 2879 Source: GMPP Reports
  • 7. Copyright Projecting Success 2018 Lessons on a Major Project Please vote at Mentimeter A recent example from the Government Major Projects Portfolio….
  • 8. Copyright Projecting Success 2018 But aren’t the NAO fixing the problem? https://www.nao.org.uk/naoblog/a-systematic-look-at-major-programmes/ It is the role of Departments to leverage the experience, not the NAO We agree that there is insufficient learning from past failures in project delivery
  • 9. Copyright Projecting Success 2018 Over 15,000 Lessons….. Overview >50 Organisations >1,000 Projects >2 Years of effort to collate Covering 3Continents Estimated Portfolio ~$30 bn From …. ”Benefits clearer” to …”There was insufficient clarity about accountability for each budget line, reflecting a centralised approach to budget management. Poor links between the Finance Team and key programmes compounded this lack of accountability, which meant that forecasting, monitoring and budget discussions, as well as early planning of procurement strategies, did not take place in a sufficiently timely manner to identify and address the key risks”.
  • 10. Copyright Projecting Success 2018 Existing Lessons Learned Analysis http://www.treasury.govt.nz
  • 11. Copyright Projecting Success 2018 Pursuing the case for change Programme Manager for £400m portfolio of 60 projects
  • 12. Copyright Projecting Success 2018 Is This A Knowledge Management Problem? Project, Programme, Portfolio Management Technical Delivery I don’t know I do know Knowable Unknowable
  • 13. Copyright Projecting Success 2018 ‘(Un)Avoidability’ of lessons / Impact •Act of God, environmental factors •Unknown/unknowable external event •Unknown/knowable external event •Known external event •Internal decision or organisational constraint •Lesson identified or known but deemed irrelevant •Lesson identified or known but ignored due to other priorities/resourcing Unavoidable lesson But may be aware of emerging environmental conditions Avoidable lesson Priority, resourcing, SQEP or judgment call Strategic lesson Organisation proceeded knowing that strategic decisions may/will likely impact the project. Lesson learned was foreseeable and wasn’t mitigated. (Un)Avoidability Observation? Something to consider in the next phase? Missing the basics and don’t know better Should know better Fundamental shortfall with minor impact Fundamental shortfall with major impact Impact
  • 14. Copyright Projecting Success 2018 The Link Between Risk and Lessons Risk IssueLesson If the lesson is not acted upon it becomes a risk for the next project How many organisations link lessons learned and risk management? What is the correlation between risk drawdown and lessons learned? Tolerate Treat Transfer Terminate
  • 15. Copyright Projecting Success 2018 Projects: An Enabler or Primary Purpose? Project Duration Similarity Short Long SimilarDissimilar Major IT upgrades Business transformation Enabling Activity Office Move New office Call Centre Project Duration Similarity Short Long SimilarDissimilar Event management Major IT upgrades Business transformation Office Move Crossrail New office Primary Activity HS2 Call Centre Station refit Station build 1, 2, 3
  • 16. Copyright Projecting Success 2018 Instinctive Behaviours System 1 System 1 is an automatic, fast and often unconscious way of thinking. •It is autonomous and efficient, requiring little energy or attention, •Is susceptical to biases and systematic errors. System 2 is an effortful, slow and controlled way of thinking. It requires energy and can’t work without attention but, once engaged, has the ability to filter the instincts of System 1 System 2 Nudge Theory We adjust our driving to the conditions of the road We adjust our speed if we know that others have experienced costly accidents VS System 1 and 2 thinking
  • 17. Copyright Projecting Success 2018 Counteracting Bias • Consistency/desirability bias • Recency effects • Human memory bias • Optimism bias • ‘Strategic Deception’ Data
  • 18. Copyright Projecting Success 2018 A Glimpse into the Future
  • 19. Copyright Projecting Success 2018 Leveraging the Connected Data Projects LessonsRisks$ Graph Data Stored in Silos TechnicalSafetySecurity Compensation Event £ Claim Action Properties: Process change Workflow escalation Cost of mitigation action Due date Future contracts
  • 20. Copyright Projecting Success 2018 Leveraging the Connected Data Northern Ireland Lessons Learned Project A Risks Lessons$ Project A Risks Lessons$ Project A Risks Lessons$ Project A Risks Lessons$ Project A Risks Lessons$ Silos of data Connected data
  • 21. Copyright Projecting Success 2018 Expand to include: • Risks, Issues, Assumptions, Management Actions, Lessons etc. • Validated data. • Use case drives the data model. • Requires millions of data points. Example: Reference Class Forecasting • Best predictor of performance is actual performance of similar projects. • Provides an outside view. • Challenges bias and strategic deception.
  • 23. Copyright Projecting Success 2018 Some examples Recommender systems Deep Learning Text Analytics
  • 24. Copyright Projecting Success 2018 Things are changing…. at pace
  • 25. Copyright Projecting Success 2018 We can analyse the data in a matter of days Leveragingexperience.com
  • 26. Copyright Projecting Success 2018 Predisposition A genetic predisposition is an increased likelihood of developing a particular disease based on a person's genetic makeup.
  • 27. Copyright Projecting Success 2018 Structuring the Data A bucket of stuff DATA LAKE Use Case Example: A PM wants to be able to see what risks occurred on similar projects, how they evolved and how successful the management action was so that they can develop their risk management plan. Data model How will I capture and integrate the data to satisfy the views? Views How will I present the information to satisfy the user story? User Story As a PM I want to be able to see relevant risks that evolved into issues so that I can build contingency into my risk budget. DATA WAREHOUSE But is it the ‘right’ stuff?
  • 28. Copyright Projecting Success 2018 Is My Organisation Ready for This? Perspective 1: The driver for change A need to respond Lead times Efficiency A thirst for data Millions of data points ”Machine Learning and AI will be bigger than the internet” Lance Olson 2018 Reputation Avoiding the avoidable APM Programme Management Conference 2018 Rod Sowden Perspective 2: The capacity for change • Committed leadership • Need a hunger for improvement • Self critical/restless • Learning organisation • Measure performance & look for opportunities to improve • Curate their knowledge • Clear vision & outcomes • Need to be at P3M3 level 3 or above What High Performers do
  • 29. Copyright Projecting Success 2018 So Where Do We Start? Vision • A viable destination • A routemap to get there • Senior level commitment Survey • Approach to/capacity for leveraging experience • Available assets Data • Quality, completeness • Scope, availability • Sensitivity Use cases • Problem statements • Requirement decomposition Agile Iteration • Develop approach/methods • Develop systems • Develop data & data model • Demonstrate utility/ value • Build interest/momentum Step 1 Step 2 Step 3 A multi-year journey… data can take years to collate
  • 30. Copyright Projecting Success 2018 Summary • Lessons learned systems are ineffective unless….. (for another day!) • The solution will be data driven; the pressure to open up data will continue to build. • Connected data enables insights that flat data can never provide. • Repeating avoidable problems will become indefensible. • Decisions increasingly shaped by experience, mitigating bias. • Significant opportunity for performance improvement. • Machine learning is marching towards us and will be transformational. • We need to develop an approach to support it.
  • 31. Copyright Projecting Success 2018 What to learn more? Martin Paver martinpaver@projectingsuccess.co.uk 07775704044
  • 32. Copyright Projecting Success 2018 Any questions, comments…?
  • 33. This presentation was delivered at an APM webinar To find out more about upcoming webinars please visit our website www.apm.org.uk/events