IBM Center for The Business of Government 2023
Government Procurement
and Acquisition: Opportunities
and Challenges Presented by Artificial
Intelligence and Machine Learning
Mohammad Ahmadi
Pardee RAND Graduate SchoolDr. Justin B. Bullock
University of Washington Government Procurement and Acquisition:
Opportunities and Challenges Presented by Artificial
Intelligence and Machine Learning
Mohammad Ahmadi
Pardee RAND Graduate School
Dr. Justin B. Bullock
University of Washington
JULY 20233
Government Procurement and acquisition: oPPortunities and challen Ges Presented by artificial intelli Gence and machine learnin G
www.businessofgovernment.org
TABLE OF CONTENTS
Foreword . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .4
Executive Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .6
Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .8
Methodology . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .10
AI Use Cases in U.S. Government . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .11
Procurement Challenges and AI Opportunities . . . . . . . . . . . . . . . . . . . . . . . . . . . . .12
Procurement Challenge 1: Requirements Definition . . . . . . . . . . . . . . . . . . . . . . .12
Procurement Challenge 2: Competition and Pricing . . . . . . . . . . . . . . . . . . . . . . .15
Procurement Challenge 3: Contractor Oversight . . . . . . . . . . . . . . . . . . . . . . . . .18
Procurement Challenge 4: Federal Procurement Data . . . . . . . . . . . . . . . . . . . . .19
Procurement Challenge 5: Acquisition Workforce . . . . . . . . . . . . . . . . . . . . . . . . .19
Managing the Use of AI for Overcoming Procurement and Acquisition Challenges . . . . .21
A Relevant Process Model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .29
Conclusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .31
About the Authors . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .32
Key Contact Information . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .33
Recent Reports from the IBM Center for The Business of Government . . . . . . . . . . . . . .344Government Procurement and acquisition: oPPortunities and challen Ges Presented by a rtificial i ntelli G ence and m achine l earnin G
IBM Center for The Business of Government
DANIEL J . CHENOK
FOREWORD
On behalf of the IBM Center for The Business of Government, we are pleased to
release a new report, Using AI to Improve Government Procurement:
Challenges and Opportunities, by Justin Bullock at the University of Washington and Mohammed Ahmadi at the Pardee Rand Graduate School.
The federal government spends more than $500 billion in the acquisition of
goods and services annually . However, agencies face enduring challenges in
modernizing the procurement process to support mission achievement, including
requirements definition, competition, pricing, contractor oversight, federal pro -
curement data, acquisition workforce, and small business participation .
This new report addresses using AI to transform public procurement, analyzing
challenges and recommending ways to capitalize on opportunities . The report
makes recommendations about how to use AI to transform public procurement, which can increase speed, efficiency, and effectiveness in acquiring goods and services that serve public needs by fostering facilitating intelligent automation
across the federal acquisition system .
This report builds on multiple Center reports focused on using A
政府采购:人工智能和机器学习带来的机遇与挑战
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