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Andreas Leed

Andreas Bang Leed

Head of Data Science & PhD Fellow

I lead the data science team at Oxford Global Projects, where we develop evidence-based tools and analytical solutions to help organisations make better decisions on complex, high-stakes projects. Our work draws on the world's largest database of project performance, spanning thousands of projects across dozens of countries and sectors.

I am also a PhD Fellow in Economics at Aarhus University, where my research focuses on econometrics and the economics of large-scale infrastructure and environmental policy. My current work examines how estimation noise and competitive selection produce systematic cost overruns in public projects.

My advisory work has taken me across continents, collaborating with governments, multilateral organisations and leading consultancies on projects ranging from nuclear energy and transport to renewable power and artificial intelligence.

I am co-author of How to Measure Anything in Project Management (Wiley, 2025), a #1 bestseller. I regularly speak at international conferences and teach a master's-level course on cost-benefit analysis in the public sector at Aarhus University.

Career

Head of Data Science

Oxford Global Projects · May 2019 – Present

Leading a multidisciplinary team delivering data-driven advisory, forecasting tools and AI solutions for major projects worldwide.

PhD Fellow in Economics

Aarhus University · Expected May 2028

Research in econometrics, project economics and environmental policy. Teaching cost-benefit analysis in the public sector (10 ECTS, MSc).

Business Analyst & Consultant

Implement Consulting Group · Feb 2018 – Apr 2019

Strategy and analytics consulting for public and private sector clients in Denmark.

Research Assistant

University of Oxford · Jan 2017 – Feb 2018

Supporting research on megaproject management and performance at the Said Business School.

Research Assistant

Aarhus University · Dec 2014 – Dec 2016

Education

PhD in Economics

Aarhus University
Expected May 2028

MSc in Political Science

Aarhus University
2019

BSc in Political Science

Aarhus University
2016

Other Roles

External Examiner

Political Science & Social Data Science
Sep 2021 – Present

Expertise

  • Econometrics & Statistics
  • Reference Class Forecasting
  • Machine Learning & AI
  • Bayesian Statistics
  • Cost-Benefit Analysis
  • Risk Quantification
  • Monte Carlo Simulation
  • Cost & Schedule Forecasting
  • Environmental & Climate Economics
  • Stakeholder Engagement
  • Decision Support
  • Python
  • R

Publications

Books, peer-reviewed articles and government reports on project management, cost-benefit analysis, AI and infrastructure economics.

Select Clients & Partners

A selection of organisations I have worked with in my role at Oxford Global Projects and beyond.

US Department of EnergyUS Department of Energy
UK Department for TransportUK Department for Transport
HM TreasuryHM Treasury
UK Atomic Energy AuthorityUK Atomic Energy Authority
UK Nuclear Decommissioning AuthorityUK Nuclear Decommissioning Authority
National Infrastructure & Service Transformation AuthorityNational Infrastructure & Service Transformation Authority
Hong Kong Development BureauHong Kong Development Bureau
Infrastructure AustraliaInfrastructure Australia
NZ Infrastructure CommissionNZ Infrastructure Commission
The World BankThe World Bank
European Court of AuditorsEuropean Court of Auditors
Swedish Debt OfficeSwedish Debt Office
CERNCERN
National GridNational Grid
Boston Consulting GroupBoston Consulting Group
McKinsey & CoMcKinsey & Co
KPMGKPMG
ArupArup
NCCNCC
Implement Consulting GroupImplement Consulting Group

Get in Touch

I'm always keen to connect with organisations and individuals who share a passion for evidence-based decision making.