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We are part of the industries we serve.

Quality begins with strong foundations and the skills and knowledge of our people are the cornerstones of our success.

Driven by what our clients need, we work together to deliver the highest quality research and consultancy services, and help you make better business decisions.

We challenge ourselves and others. That's because everyone has a critical part to play in fostering the collaborative working environment and two-way relationships with our clients that define us.

Research

Farid Ahmed

Principal Analyst, Lead Markets

Farid is an experienced metallurgist and technologist with extensive commercial, production and R&D exposure.

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Greig Aitken

Director, M&A Research

With over 12 years of experience, Greig brings a holistic view of corporate activity to the upstream M&A research team.

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Bruna Angel

Fibres Consultant

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Pralabh Bhargava

Principal Analyst, Coal Research, Asia Pacific

Pralabh's expertise lies in coal markets, with a focus on Asia Pacific.

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Neivan Boroujerdi

Senior Analyst, North Sea Upstream

Neivan is a senior analyst with expertise in North Sea upstream oil and gas.

Latest articles by Neivan

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Jessica Brewer

Principal Analyst, Middle East Upstream Oil and Gas

Jessica brings experience in both field and research roles to her analysis of the Middle East upstream industry.

Latest articles by Jessica

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David Brown

Senior Product Manager, Cross Commodity Research

David is based in Houston and manages our gas, power and coal markets teams; he leads the Energy Markets Service.

Latest articles by David

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Nicholas Browne

Director - Asian Gas & LNG Research

Nicholas manages our Asia Pacific LNG, gas, renewable and electricity markets from Singapore.

Latest articles by Nicholas

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Andrew Buckland

Principal Analyst, LNG Shipping & Trade

Andrew brings more than 20 years of experience in LNG shipping research, consulting and analysis.

Latest articles by Andrew

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Jonathan Butcher

Principal Economist

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Renate Cakule Featherstone

Principal Analyst, Steel Markets

Renate brings a holistic view of steel markets to our medium- and long-term steel forecasts.

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Leandro Caputo

Director, Gas & Power, Latin America

Leandro is a skilled leader with extensive professional experience across the Latin American energy space.

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Akif Chaudhry

Senior Research Analyst

Akif is a member of our Gas and LNG research team. His focus is predominantly on European markets.

Latest articles by Akif

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Robert Clarke, Research Director Lower 48 Upstream

Robert Clarke

Research Director, Lower 48 Upstream

Robert analyses trends shaping E&P and studies the leading companies and projects.

Latest articles by Robert

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Hadrien Collineau

Senior Research Analyst, EMEARC Commodity Analytics for Gas and LNG

EMEARC commodity analyst with a focus on gas and LNG

Latest articles by Hadrien

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Leslie Cook

Principal Analyst, Upstream Supply Chain

Leslie is a principal analyst and project manager for Wood Mackenzie's portfolio of drilling and rig products.

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Maria Cortez

Senior Research Manager

Maria is a senior research manager focused on Latin America's upstream sector.

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Horacio Cuenca

Upstream Research Director, Latin America

Horacio specialises in the Southern Cone region as part of our Upstream Research team

Latest articles by Horacio

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Anthony Damiano

Global Head, Power & Renewables Research

Anthony helps clients understand how the Energy Transition and power markets will impact their business.

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Michelle Davis

Senior Analyst, Solar

Michelle Davis is a senior solar analyst with a focus on the downstream US distributed solar market

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Quentin De Carvalho

Head of Nylon / Polyamide

Quentin has over 30 years’ experience in the chemical industry with a focus on polyamide nylon.

Latest articles by Quentin

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Malcolm Dickson, Research Director Europe Upstream Oil and Gas

Malcolm Dickson

Research Director, Europe Upstream Oil and Gas

Malcolm leads our research coverage of the European Upstream sector.

Latest articles by Malcolm

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Massimo Di Odoardo, Vice President Global Gas and LNG Research

Massimo Di Odoardo

Vice President, Global Gas and LNG Research

Massimo is an expert in the global gas value chain and leads our worldwide research in natural gas and LNG.

Latest articles by Massimo

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Linda Doku

Global Head of Metals and Mining Research

Industry expert with 23 years' experience in commodity marketing, trading, market analysis and corporate strategy.

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Murray Douglas

Research Director, Europe Gas

Latest articles by Murray

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R.T. Dukes, Research Director Lower 48 Upstream

R.T. Dukes

Research Director, US Lower 48 Upstream

R.T. is widely recognised as a global leader in US unconventional oil and gas markets.

Latest articles by R.T.

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Tom Ellacott

Senior Vice President, Corporate Research

Tom leads our corporate thought leadership, drawing on more than 20 years' industry knowledge.

Latest articles by Tom

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Mhairidh Evans

Principal Analyst, Upstream Supply Chain

Mhairidh’s understanding of both the contractor and operator perspective informs her analysis of upstream supply chain.

Latest articles by Mhairidh

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Giles Farrer, Research Director, Global gas and LNG supply

Julie Francis

Principal Research Analyst, Lower 48 Upstream

Julie is a principal research analyst in the Lower 48 upstream team.

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Edgardo Gelsomino

Head of Aluminium Research

Wood Mackenzie's head of aluminium research has over 23 years' experience along the value chain.

Latest articles by Edgardo

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Rob Gilfillan

Research Analyst

Rob joined Wood Mackenzie in May 2017 as a Films & Flexible Packaging research analyst.

Latest articles by Rob

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Edward Gomersall

Research Manager, Gas & LNG

Edward brings a deep understanding of the LNG value chain, including project development and trade flows.

Latest articles by Edward

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Robin Griffin

Research Director, Metallurgical Coal Markets

Robin has undertaken global mine cost estimation and supply analysis for both coal and base metals.

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Alex Griffiths

Principal Analyst

Alex draws on his experience as a Resource Geologist to analyse and forecast global steel and iron ore markets.

Latest articles by Alex

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Sushant Gupta

Research Director – Asia Pacific, Refining and oils market

Sushant has over 15 years of experience with strong focus on refining, crude oil and chemicals industry.

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Gordon Haire

Head of Aromatics, Wood Mackenzie Chemicals

Gordon has a deep understanding of refining/petrochemicals optimisation and aromatics production economics.

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Andrew Harwood

Research Director, Asia Pacific Upstream Oil & Gas

Andrew leads our upstream research coverage in Asia Pacific.

Latest articles by Andrew

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Luiz Hayum

Upstream Research Senior Analyst, Latin America

Luiz's expertise lies in valuing upstream assets in Latin America.

Latest articles by Luiz

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Nimmi Henderson

Director of Global Operations, Global Olefins & Derivatives

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Richard Hewston

Global Content Lead, Environment and Climate Change, Verisk Maplecroft

Richard leads the development of Verisk Maplecroft’s environment and climate change research.

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Ann-Louise Hittle

Vice President, Oils Research

Ann-Louise directs our Macro Oils Service and is a frequent contributor to numerous industry publications.

Latest articles by Ann-Louise

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Rui Hou

Consultant, Asia Pacific Refining

Rui Hou specialises in oil products supply for Asia Pacific region.

Latest articles by Rui

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Cameron Jack

Head of Platform Transformation

Cameron works with the consulting leadership team, supports collaboration and manages the group's internal reporting.

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Stephen Kallir

Research Analyst, Upstream

Stephen covers the Canadian Upstream sector, analysing market trends and prominent companies within the industry.

Latest articles by Stephen

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Liam Kelleher

Gas and LNG Analyst

Liam combines his expertise in engineering, economics and finance in his role as gas and LNG analyst.

Latest articles by Liam

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Martin Kelly, Head of Corporate Analysis

Martin Kelly

Head of Corporate Analysis

Martin oversees research into the world's leading oil and gas companies as head of our corporate and M&A team.

Latest articles by Martin

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Rohan Kendall

Principal Analyst, Iron ore and steel costs

Rohan is the Principal Analyst for global iron ore and steel costs

Latest articles by Rohan

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Julian Kettle

Vice Chairman, Metals & Mining

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Patrick Kirby

Principal Analyst - EMEARC Olefins

Patrick joined Wood Mackenzie in 2013 as an olefins analyst in the EMEARC region.

Latest articles by Patrick

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Kristy Kramer

Head of Americas Gas Research

Kristy leads our research on gas markets in the Americas.

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Valentina Kretzchmar

Director, Corporate Research

Valentina is part of our corporate research team, advising senior managers on strategy and financial analysis.

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Søren Lassen

Senior Offshore Wind Analyst

Søren is a senior analyst covering the global offshore wind industry.

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Salmon Lee

Principal Consultant

Salmon watches the Asian polyester chain from paraxylene to downstream markets in the Chinese- speaking world.

Latest articles by Salmon

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Jonathan Leitch

Research Director, EMEARC refining and oil products

Jonathan leads our coverage of the short term oil products markets.

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Jonathan Leng

Principal Analyst, Zinc Markets

Jonathan brings an in-depth perspective to his analysis of zinc markets.

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Robert Liew

Senior Analyst, Power and Renewables Research

Wind markets specialist with over 10 years of power and renewables research experience.

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Clay Lightfoot

Upstream Research Manager, Gulf Coast, Mid-continent and GoM Shelf

Clay's research is focussed on the US Gulf Coast, Mid-Continent and Gulf of Mexico Shelf.

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Lynn-Yuqian Lin

Research Analyst, Asia Pacific Gas and LNG

Lynn is our Asia Pacific gas and LNG analyst, based in Beijing.

Latest articles by Lynn-Yuqian

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David Low

Research Analyst, Australasia Upstream

Australasia upstream analyst with combined expertise in petroleum engineering and portfolio management.

Latest articles by David

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Cicero Machado, Principal Iron Ore and Steel Analyst

Cicero Machado

Principal Iron Ore & Steel Analyst

Cicero leads our research into the cost drivers of coal, iron ore and steel in the Americas.

Latest articles by Cicero

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Sohaib Malik

Market Analyst, EMEARC Power & Renewables

Latest articles by Sohaib

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Philip Marshall

Polyester Chain

Philip is responsible for Wood Mackenzie's research and analysis of the global polyester chain

Latest articles by Philip

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Roy Martin

Senior Research Analyst, Corporate Analysis

For a deep insight into US upstream firms such as Devon and Encana, look to London-based analyst Roy.

Latest articles by Roy

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Andy McConn, Principal Analyst, Corporate Research

Andy McConn

Principal Analyst, Corporate Research

Andy covers North American mid- and large-cap oil-and-gas companies for our Corporate Research Team.

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Paul McConnell, Research Director Global Trends

Paul McConnell

Research Director, Global Trends

Paul drives the analytical agenda of the Global Trends Service, drawing on over 15 years' experience.

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Helen McGeough

Senior Consultant, RPET Research, Chemicals, Polymers & Fibres

Helen brings 20 years experience of recycled PET, analysing the developing PET circular economy.

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Craig McMahon, SVP, Head of Americas Research

Craig McMahon

Senior Vice President, Head of Americas Research

Craig's remit is to grow the Wood Mackenzie brand in the US and Canada and support clients across the region.

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Gordon McManus

Research Director, EMEARC Oils and Refining

Gordon is responsible for leading our global coverage of the long term oil products markets.

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Joe Midgley, Executive Vice President, Consulting

Joe Midgley

Executive Vice President, Research

Joe helps clients by bringing together Wood Mackenzie's deep industry knowledge and world class advice.

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Andrew Mitchell

Research Director, EMEARC Nickel Costs

Specialising in nickel for over 20 years, Andrew has a deep understanding of the metals and mining industry.

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Gavin Montgomery

Research Director, Battery Raw Materials

Gavin defines our research agenda and guides the analysis of raw materials markets.

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Iain Mowat

Senior Research Analyst

Iain brings extensive knowledge of global energy markets to his analysis of energy and petroleum demand.

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Michael Moynihan

Research Director, Russia Upstream Oil and Gas

As a research director in our upstream team, Michael analyses developments in the upstream industry in Russia.

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Sean Mulshaw, Principal Analyst, Global Nickel Markets

Sean Mulshaw

Principal Analyst, Global Nickel Markets

Sean is an expert in global nickel, stainless steel and molybdenum markets.

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Alex Munton

Principal Analyst, Americas LNG

Alex brings a global perspective to his role as principal analyst for Americas LNG research.

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Michael Murphy

Research Analyst, US Gulf of Mexico Upstream

Michael focuses on developing US Gulf of Mexico upstream asset valuations.

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Kris Nichol, Senior Manager, Americas Corporate Research

Kris Nicol

Senior Manager, Americas Corporate Research

Kris drives the corporate research agenda in the US and is focused on growing our client base.

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Femi Oso, Research Director Middle East and Africa Upstream

Femi Oso

Research Director, Middle East & Africa Upstream

Femi leads a team of 30 analysts covering energy markets and corporate activity in Africa.

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Harry Paton

Senior Research Analyst, Oil Supply

Harry is a member of four oil supply research team. His focus is developing oil price models and benchmarking assets.

Latest articles by Harry

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Donald Perreira

Director, Petroleum Economics

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Nick Pickens

Research Director, Copper

Nick’s understanding of the sector’s complexities makes him a valuable member of our research team.

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Bikal Pokharel

Research Director, Power and Renewables, APAC

Bikal leads the Power & Renewables market research for Asia Pacific at Wood Mackenzie.

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Matt Preston

Research Director, North America Coal Markets

Matt Preston leads our Coal Market Service – North America, covering coal and emissions demand and pricing.

Latest articles by Matt

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Maritza Ramirez

Senior Research Analyst

Maritza has over 20 years experience in Research, Development and Commercial roles in food and consumer goods packaging

Latest articles by Maritza

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Ed Rawle, Chief Economist, Global Research

Ed Rawle

Chief Economist, Global Research

Ed leads our global crude oil analysis and oversees our global macroeconomic outlook.

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Stephanie Scollard

Product Analyst, Subsurface

Stephanie is a subsurface product analyst focused on Lower 48 well and production data.

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Benjamin Shattuck

Principal Analyst, Americas Upstream Oil & Gas

Benjamin leads our US upstream analysis and specialises in the Lower 48.

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Caitlin Shaw

Research Director, Upstream Supply Chain

Caitlin Shaw is a research director of upstream supply chain.

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Chris Shepley, Head of Downstream consulting

Chris Shepley

Head of Downstream Consulting

Chris leads our consultancy team in refining, marketing and chemicals.

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Rishab Shrestha

Analyst, Solar Markets, Power and Renewables Research

Solar analyst specialising in downstream photovoltaics markets.

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Rory Simington

Principal Analyst, Asia Pacific Thermal Coal Research

Rory Simington is a research analyst with over twenty years' experience in the Australian mining industry.

Latest articles by Rory

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Vince Sinclair

Vice President Chemical Research

Vince has over 35 years' experience in chemical industry research and consulting.

Latest articles by Vince

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Kevin Swann

Research analyst

Kevin is an expert in UK upstream research and has extensive experience working across the sector.

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Lindsay Sword

Senior Analyst, Oils Research

Lindsay brings extensive experience to her analysis of the downstream sector.

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Andrew Thomas

Research Director, Lead and Zinc

An experienced analyst with in-depth knowledge of the zinc market, Andrew has followed metal markets for over 20 years.

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Rhodri Thomas, Senior Vice President, Head of EMEARC Research

Rhodri Thomas

Senior Vice President, Head of EMEARC Research

Rhodri's specialism is upstream and midstream oil and gas and commodity marketing.

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Gavin Thompson

Vice Chairman, Energy – Asia Pacific

Gavin oversees our Asia Pacific research helping companies identify and build their international growth strategies.

Latest articles by Gavin

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Douglas Thyne

Senior Research Manager, Global Oil Supply

Douglas manages our global oil supply research and forecasts.

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Daniel Toleman

Senior Research Analyst, Oceania Upstream

Daniel Toleman CPA produces in-depth analysis and market research on oil and gas markets in Oceania.

Latest articles by Daniel

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Janette Tourney

Senior Research Analyst, Copper Mine Costs

As part of Wood Mackenzie's metals cost team, Janette focuses on copper mining cost trends.

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Rory Townsend

Head of Gold Research

With a deep understanding of metals and mining markets, Rory delivers holistic perspectives on commodities.

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William Turner

Senior Research Analyst, US Gulf of Mexico Upstream Oil & Gas

William is a senior analyst in Wood Mackenzie's US Gulf of Mexico team.

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Norman Valentine

Director, Corporate Research

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Gerrit Venter

Senior Research Manager, Downstream Oil Service EMEARC

With a background in both industry and advisory roles, Gerrit brings a holistic perspective to our downstream research.

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Rachel Williams

Global Product Manager, Product Market Services

Rachel brings a comprehensive understanding of downstream value creation within the oil industry.

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Adam Wilson

Senior Research Analyst

Adam is a senior contributor to our global exploration research.

Latest articles by Adam

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Julie Wilson

Research Director, Global Exploration

Latest articles by Julie

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Richard Wilson

Chairman of Metals and Mining

Richard is an expert in the field of metals supply economics with a particular focus on copper.

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Shimeng Yang

Offshore Wind Senior Research Analyst

Shimeng brings rich knowledge of offshore wind through project M&A execution, project evaluation and cost assessment.

Latest articles by Shimeng

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Consulting

Juan David Agudelo

Director, Upstream Consulting

Principal upstream consultant for the Americas

Latest articles by Juan David

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Patrick Barnes

Director, Metals and Mining EMEARC Consulting

Patrick has over 10 years of experience helping foster development of stable and equitable mining sectors.

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David Barrowman

Vice President, Fiscal Consulting

David leads our upstream fiscal service, drawing on more than 30 years' industry expertise.

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Chris Barry

Director, Downstream Consulting

Chris's consulting expertise spans the refining, chemicals and storage sectors where he has advised clients worldwide.

Latest articles by Chris

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Dr. Michael Bermish

Senior Chemicals Consultant

Senior chemicals consultant with 36 years' experience

Latest articles by Dr. Michael

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Alex Bevacqua, Head of Metals and Mining Consulting

Alex Bevacqua

Head of Metals and Mining Consulting

Alex provides advice to governments and companies worldwide as head of our metals and mining consultancy team.

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Amy Bowe

Director, Upstream Consulting

Amy leads the Upstream Consulting team's Oil Price offering, leveraging our proprietary asset-level Oil Price Model.

Latest articles by Amy

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Paul Brand, Senior Vice President, Upstream Valuation Consulting

Paul Brand

Senior Vice President, Upstream Valuation Consulting

Paul provides valuations and transaction support services to clients across the Upstream segment.

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Renaud Brimont

Head of EMEARC Consulting

Renaud leads our upstream consulting practice in EMEARC and is an expert in business transformation.

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Robert Burt

Head of Consulting Operations

Robert works with our Consulting Leadership Team, responsible for the group’s reporting, collaboration and processes.

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Matthew Chadwick, Vice President Americas Downstream Consulting

Matthew Chadwick

Vice President, Americas Downstream Consulting

An expert in identifying opportunities in refining and downstream, Matthew leads downstream consulting in the Americas.

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Melvin Chen

Regional Consulting Group Manager, Asia-Pacific

Melvin focuses on commercial corporate planning, exploration strategies, due diligence, feasibility and market studies.

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Francesco Ciulla

Vice President, Upstream Consulting Americas

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Roslyn Cooke

Consultant

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Aurian De La Noue

Senior Consultant, Downstream

Aurian’s expertise lies in providing growth strategy and transaction support advice to the downstream sector.

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Eric Eyberg, Director, Latin America Consulting

Eric Eyberg

Vice President, Head of Americas Gas and LNG Consulting

Eric leads our South American gas and power consulting, with personal expertise in gas and power.

Latest articles by Eric

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Malcolm Forbes-Cable, Vice President, Upstream Consulting

Malcolm Forbes-Cable

Vice President, Upstream Consulting and Supply Chain Lead

Malcolm is an expert in designing international growth strategies, unconventional gas studies and portfolio reviews

Latest articles by Malcolm

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Chris Grieve, Head of EMEARC Consulting

Chris Grieve

Executive Vice President, Consulting

Chris leads our global consulting business – more than 100 professionals operating across the natural resources sector.

Latest articles by Chris

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Vignesh Gulasingam

Executive Director, Power & Renewables Consulting

Vignesh directs engagements for our consulting team across the power and renewables sector.

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Chris Hairel

Vice President, Head of Americas Downstream Consulting

An executive with 20 years of experience, Chris excels at addressing complex problems across the energy value chain.

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Ismail Hammami, CFA

Director, Americas Midstream & Downstream Consulting

Experience on the client and consulting side has given Ismail a unique understanding of the challenges our clients face.

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Frank Harris

Head of Global LNG Consulting

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Mark Hutchinson, Vice President and Head of Gas and Power Consulting, Asia

Mark Hutchinson

Vice President, Head of APAC Power & Renewables Consulting

Mark is expert in strategy, finance, mergers and acquisitions, contract negotiations and due diligence.

Latest articles by Mark

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Konrad Jar, Director Downstream Consulting

Konrad Jar

Vice President, Asia-Pacific Downstream Consulting

Konrad is an expert in investment studies and transaction support throughout the downstream energy sector.

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Prashant Khorana

Managing Consultant, Power & Renewables

Latest articles by Prashant

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Georgina Kladis

Director, Upstream and Gas Consulting

Georgina has over 12 years of experience advising upstream players on commercial, market and strategy issues.

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Thanasis Kofinakos

Vice President, Head of Gas and LNG Consulting, Asia Pacific

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Gavin Law, Head of Gas and Power Consulting

Gavin Law

Head of Gas and Power Consulting

Gavin helps gas and power companies identify opportunities, and helps them develop successful strategies.

Latest articles by Gavin

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David Linden

Director, Power & Renewables Consulting, EMEARC

David is skilled at helping clients understand the market fundamentals driving their strategic decisions.

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Sifang Liu

Senior Consultant, Copper Cost Research

Sifang analyses the cost and supply of copper mines as well as copper smelters and refineries.

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Wei Liu

Director, Upstream Supply Chain Consulting

As an authority on the upstream value chain, Wei brings deep experience to his work on our consulting team.

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Aamir Malik, Vice President, Performance Improvement

Aamir Malik

Vice President, Performance Improvement

Aamir works with international and national oil companies to improve financial, commercial and operational performance.

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Kara McNutt

Principal Consultant, Downstream

Kara contributes to policy advisory work, corporate strategy development, valuations and scenario planning.

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Ricardo Monte Alto

Vice President of Metals and Mining Consulting, Americas

With more than 15 years of experience, Ricardo is a seasoned and trusted advisor to a range of clients.

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Craig Moulton

Vice President, Metals & Mining Consulting, Asia Pacific

With more than 25 years of experience, Craig’s industry knowledge spans the entire mining value chain.

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David Mullins

Director, Asia Pacific Consulting

David has more than 15 years of experience advising clients in the energy sector.

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Michel Muylle

Director, Americas Downstream Consulting

Michel provides strategy, regulatory and policy advice to clients across the Americas.

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Joshua Ngu

Principal, Asia Pacific Consulting

Joshua advises clients in corporate strategy, mergers and acquisitions and commercial due diligence.

Latest articles by Joshua

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Nicole Papaioannou

Principal Consultant, Gas and Power

Nicole is a seasoned technical and commercial advisor in the midstream LNG and downstream gas transportation.

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David Parkinson

Vice President, Upstream Consulting

David leads our exploration strategy team and is also responsible for exploration consulting.

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Mangesh Patankar

Director, Gas and LNG Consulting

With 14 years of experience in the gas/LNG and power industry, Mangesh has a deep understanding of client challenges.

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Catriona Reynolds

Consultant, Gas and Power

Catriona's consulting expertise lies in the upstream and gas and power sectors.

Latest articles by Catriona

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Dan Robinson, Head of Americas Consulting

Daniel Robinson

Head of Americas Consulting

Daniel advises public and private energy clients on all aspects of business transformation and mergers and acquisitions.

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Laura Rodriguez

Senior Consultant

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Satvinder Roopra

Vice President, EMEARC Downstream Consulting

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Johann Schmid

Vice President, Head of Performance Improvement, Americas

Johann excels at guiding our consulting team through even the most challenging engagements.

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Jenny Sulak

Regional Consulting Group Manager, Americas

A leader in multiple cross-discipline working groups, Jenny brings a holistic perspective to her work in consulting.

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Anna Temple

Director, Downstream Asia Pacific Consulting

With refining and petroleum markets expertise, Anna brings a measured perspective to consulting engagements.

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Dominic Tisdell

Head of Metals and Mining Consulting, Asia Pacific

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Ed Tockman

Vice President, Upstream Consulting, Americas

Ed has nearly 20 years of M&A advisory and consulting experience in the global energy sector.

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Noel Tomnay

Vice President, Gas and LNG Consulting, EMEARC

With 30 years of energy industry experience, Noel leads the gas and LNG consultancy practice for EMEARC.

Latest articles by Noel

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Pieterjan Van Uytvanck

Senior Consultant

Pieterjan works across the oil & gas, mining and chemicals sectors.

Latest articles by Pieterjan

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Tim Welton

Director, Gas and Power Consulting

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James Whiteside

Principal, Metals and Mining Consulting

James provides commercial, technical and financial advisory to companies in the metals and mining industry.

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Yanting Zhou

Senior Consultant, Base Metals Markets

Specialising in the challenges of Asian metals markets, Yanting has deep experience in metals demand modelling.

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