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Procurement governance
and complex technologies:
a promising future?
Dr Albert Sanchez-Graells
Procurement Lawyers’ Association AGM
London, 6 March 2019
Agenda
To critically assess the impacts that
complex technologies such as blockchain
(or smart contracts), artificial intelligence
(including big data) and the internet of
things could have for public procurement
governance and oversight
Background –
Excessive claims?
‘AI to Revolutionize Procurement’
(P Smith, ‘Five ways AI will turbocharge procurement’, p 9)
‘6 Ways to Leverage AI in
Procurement Today’
‘How AI Can Help Solve Some of the
Biggest Challenges in Procurement’
Background –
Scary stories?
Hawking: ‘emergence of AI could be the
"worst event in the history of our civilization"’
‘New AI fake text generator may be too
dangerous to release’
‘Scientist warns against AI discoveries’
‘Algorithm now better at detecting emotions
than people are’
Procurement, public
procurement & AI
Most of the claims and the opportunities
identified in ‘AI & procurement’ generally
concern business processes and
unregulated business expenditure
What about public procurement?
Application of AI to public
procurement has distinct
challengesBeyond obvious issues of cost, inertia and difficult implementation
(think e-procurement), there is a need to scope the (real) potential of
AI in the context of public procurement
It seems that the analysis in this field is much closer to issues
concerning general ‘AI & law’ rather than ‘AI & procurement’
Ultimately, this is (also) about ‘AI & public governance’ and shares
concerns and potential solutions with GovTech
Research question(s)
How can complex technologies* improve the governance of public
expenditure through procurement?
• What does procurement governance aim for and why is it needed?
• What mechanisms are used to foster procurement governance?
• How can complex technologies improve existing mechanisms?
Can they create new governance mechanisms?
• Can complex technologies create new governance risks?
If so, how can they be assessed and remedied?
Research question(s)
How can complex technologies* improve the governance of public
expenditure through procurement?
• What does procurement governance aim for and why is it needed?
• What mechanisms are used to foster procurement governance?
• How can complex technologies improve existing mechanisms?
Can they create new governance mechanisms?
• Can complex technologies create new governance risks?
If so, how can they be assessed and remedied?
Complex
technologies
What complex
technologies* are we
talking about?Difficult to establish closed categories,
but it seems to me that there are sufficient
differences to distinguish between
• AI (aka machine learning) / big data
• Blockchain / smart contracts
• Internet of things
So, what is left out?
Discussion will not cover
• Innovative / procurement / of innovation
• ‘Proper’ e-procurement
• Public e-commerce
• Eg ChileCompra
• Eg US government e-portal on pipeline
• Robots delivering services
Brief technological
analysis
From a functional perspective, we need to understand the main
strengths of each of the complex technologies in order to identify
the aspects of procurement governance to which they could be
usefully applied
This requires some unavoidable simplification
AI / ML / big data
It’s main strength lies in the ability to
process enormous amounts of
information and extract patterns that
could escape a human analyst
The main difficulty in its rollover lies in the
current limitations to natural text ML
Supervised ML (ie the use of ‘labeled’
data) seems to be best current standard
Caveat re AI:
No data, no fun
‘accurate, reliable, readily available and
retrievable master data is the foundation for the
control, transparency and efficiency that goes into
making the path of digital transformation simpler’
This is just obvious, but it is particularly
concerning in the area of procurement, given
the lack of reliable detailed data
Blockchain /
smart contracts
Their main strength seems to be their
‘self-executability’, which in reality is a by-
product of the decentralized processing of
information (distributed ledger)
They are tools that foster collaborative
strategies in trustless environments
Main constraint is computing power
(limited to 700 word-contracts)
Internet of things
(IoT)
Its main strength comes from its
promise to bridge the divide between
the physical and the virtual, as well as to
allow for real time control of remote
physical processes
Its main limitation seems to be related to
cost and vulnerability of the system
Procurement
governance
Procurement governance:
why and how?
Long story short, procurement governance is needed due to the
involvement of humans (with their fallibility and weaknesses)
On the whole, it seeks to protect the public/taxpayers from the main
risks of maladministration of the procurement function: corruption,
discrimination and inefficiency …
… by fostering: competition, transparency and integrity
(ie compliance with prescriptive rules of conduct) (Schooner, 2002)
Functional approach
Can either of the complex technologies
reduce the risks of maladministration by
improving existing (or creating new)
mechanisms to foster competition,
transparency and integrity?
Complex technologies
and procurement
governance
Competition and complex
technologies
Can AI avoid the need for tenders altogether?
Can AI improve competition through tender design?
Can AI support the preparation/submission of offers?
Can AI improve competition in the execution of the procurement
(eg through new ways of ‘mechanized’ negotiations)?
Can AI support contract modification / market-matching?
Can AI improve competition oversight?
• CMA Screening for Cartels (2017)
Transparency and complex
technologies
Can AI improve the use of already disclosed information?
Can AI change the way in which information is disclosed while
guaranteeing equivalent levels of functional transparency?
Can AI improve the general oversight of the procurement function
(eg by supporting the activities of NAO, or developing algorithms
not focused on bid rigging, but rather on administrative anomalies)?
Integrity and complex
technologies
Can AI + IoT improve decisions of what and when to buy?
Can AI improve exclusion and qualitative selection decisions?
Can AI improve the identification / management of conflicts of interest?
Can blockchain + IoT improve contract execution and its oversight?
Can blockchain improve traceability of funds linked to procurement
and/or the delivery of digital services?
Can the underlying structure of blockchain and/or AI improve the review
of procurement decisions?
Sidebar: litigation
Can AI avoid procurement litigation?
Can AI support procurement litigation?
There are compounded issues here, as the
difficulty (in particular in the UK) derives
from the very limited number of cases
(both at domestic and EU level)
Preliminary conclusions
There is (theoretical) potential to improve procurement governance
by means of complex technologies—in particular, AI—but there are
two main sources of limitation
First, from a practical perspective, there is no adequate data
infrastructure to support desirable changes
Second, from a forward-looking perspective, the new risks and the
vulnerabilities of an amended/alternative governance system
require further thought and, I submit, preemptive regulation
Tentative (further) hypothesis
For as long as humans are involved (and would they ever not be?),
complex technologies will not provide an absolute or infallible
solution to any of the governance problems that are inherent to the
public procurement function
There is thus a need to develop a sound way of balancing different
types of governance/regulatory risks and benefits. Not doing so
carries the foreseeable risk of implementing reforms doomed to fail
and/or (almost) impossible to undo (think outsourcing)
Thank you for your
attention & stay in
toucha.sanchez-graells@bristol.ac.uk
@asanchezgraells

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Procurement governance and complex technologies: a promising future?

  • 1. Procurement governance and complex technologies: a promising future? Dr Albert Sanchez-Graells Procurement Lawyers’ Association AGM London, 6 March 2019
  • 2. Agenda To critically assess the impacts that complex technologies such as blockchain (or smart contracts), artificial intelligence (including big data) and the internet of things could have for public procurement governance and oversight
  • 3. Background – Excessive claims? ‘AI to Revolutionize Procurement’ (P Smith, ‘Five ways AI will turbocharge procurement’, p 9) ‘6 Ways to Leverage AI in Procurement Today’ ‘How AI Can Help Solve Some of the Biggest Challenges in Procurement’
  • 4. Background – Scary stories? Hawking: ‘emergence of AI could be the "worst event in the history of our civilization"’ ‘New AI fake text generator may be too dangerous to release’ ‘Scientist warns against AI discoveries’ ‘Algorithm now better at detecting emotions than people are’
  • 5. Procurement, public procurement & AI Most of the claims and the opportunities identified in ‘AI & procurement’ generally concern business processes and unregulated business expenditure What about public procurement?
  • 6. Application of AI to public procurement has distinct challengesBeyond obvious issues of cost, inertia and difficult implementation (think e-procurement), there is a need to scope the (real) potential of AI in the context of public procurement It seems that the analysis in this field is much closer to issues concerning general ‘AI & law’ rather than ‘AI & procurement’ Ultimately, this is (also) about ‘AI & public governance’ and shares concerns and potential solutions with GovTech
  • 7. Research question(s) How can complex technologies* improve the governance of public expenditure through procurement? • What does procurement governance aim for and why is it needed? • What mechanisms are used to foster procurement governance? • How can complex technologies improve existing mechanisms? Can they create new governance mechanisms? • Can complex technologies create new governance risks? If so, how can they be assessed and remedied?
  • 8. Research question(s) How can complex technologies* improve the governance of public expenditure through procurement? • What does procurement governance aim for and why is it needed? • What mechanisms are used to foster procurement governance? • How can complex technologies improve existing mechanisms? Can they create new governance mechanisms? • Can complex technologies create new governance risks? If so, how can they be assessed and remedied?
  • 10. What complex technologies* are we talking about?Difficult to establish closed categories, but it seems to me that there are sufficient differences to distinguish between • AI (aka machine learning) / big data • Blockchain / smart contracts • Internet of things
  • 11. So, what is left out? Discussion will not cover • Innovative / procurement / of innovation • ‘Proper’ e-procurement • Public e-commerce • Eg ChileCompra • Eg US government e-portal on pipeline • Robots delivering services
  • 12. Brief technological analysis From a functional perspective, we need to understand the main strengths of each of the complex technologies in order to identify the aspects of procurement governance to which they could be usefully applied This requires some unavoidable simplification
  • 13. AI / ML / big data It’s main strength lies in the ability to process enormous amounts of information and extract patterns that could escape a human analyst The main difficulty in its rollover lies in the current limitations to natural text ML Supervised ML (ie the use of ‘labeled’ data) seems to be best current standard
  • 14. Caveat re AI: No data, no fun ‘accurate, reliable, readily available and retrievable master data is the foundation for the control, transparency and efficiency that goes into making the path of digital transformation simpler’ This is just obvious, but it is particularly concerning in the area of procurement, given the lack of reliable detailed data
  • 15. Blockchain / smart contracts Their main strength seems to be their ‘self-executability’, which in reality is a by- product of the decentralized processing of information (distributed ledger) They are tools that foster collaborative strategies in trustless environments Main constraint is computing power (limited to 700 word-contracts)
  • 16. Internet of things (IoT) Its main strength comes from its promise to bridge the divide between the physical and the virtual, as well as to allow for real time control of remote physical processes Its main limitation seems to be related to cost and vulnerability of the system
  • 18. Procurement governance: why and how? Long story short, procurement governance is needed due to the involvement of humans (with their fallibility and weaknesses) On the whole, it seeks to protect the public/taxpayers from the main risks of maladministration of the procurement function: corruption, discrimination and inefficiency … … by fostering: competition, transparency and integrity (ie compliance with prescriptive rules of conduct) (Schooner, 2002)
  • 19. Functional approach Can either of the complex technologies reduce the risks of maladministration by improving existing (or creating new) mechanisms to foster competition, transparency and integrity?
  • 21. Competition and complex technologies Can AI avoid the need for tenders altogether? Can AI improve competition through tender design? Can AI support the preparation/submission of offers? Can AI improve competition in the execution of the procurement (eg through new ways of ‘mechanized’ negotiations)? Can AI support contract modification / market-matching? Can AI improve competition oversight? • CMA Screening for Cartels (2017)
  • 22. Transparency and complex technologies Can AI improve the use of already disclosed information? Can AI change the way in which information is disclosed while guaranteeing equivalent levels of functional transparency? Can AI improve the general oversight of the procurement function (eg by supporting the activities of NAO, or developing algorithms not focused on bid rigging, but rather on administrative anomalies)?
  • 23. Integrity and complex technologies Can AI + IoT improve decisions of what and when to buy? Can AI improve exclusion and qualitative selection decisions? Can AI improve the identification / management of conflicts of interest? Can blockchain + IoT improve contract execution and its oversight? Can blockchain improve traceability of funds linked to procurement and/or the delivery of digital services? Can the underlying structure of blockchain and/or AI improve the review of procurement decisions?
  • 24. Sidebar: litigation Can AI avoid procurement litigation? Can AI support procurement litigation? There are compounded issues here, as the difficulty (in particular in the UK) derives from the very limited number of cases (both at domestic and EU level)
  • 25. Preliminary conclusions There is (theoretical) potential to improve procurement governance by means of complex technologies—in particular, AI—but there are two main sources of limitation First, from a practical perspective, there is no adequate data infrastructure to support desirable changes Second, from a forward-looking perspective, the new risks and the vulnerabilities of an amended/alternative governance system require further thought and, I submit, preemptive regulation
  • 26. Tentative (further) hypothesis For as long as humans are involved (and would they ever not be?), complex technologies will not provide an absolute or infallible solution to any of the governance problems that are inherent to the public procurement function There is thus a need to develop a sound way of balancing different types of governance/regulatory risks and benefits. Not doing so carries the foreseeable risk of implementing reforms doomed to fail and/or (almost) impossible to undo (think outsourcing)
  • 27. Thank you for your attention & stay in toucha.sanchez-graells@bristol.ac.uk @asanchezgraells