Shell scenarios, modelling and decision-making

39
Royal Dutch Shell September 8, 2017 Royal Dutch Shell plc September 8, 2017 Shell scenarios, modelling and decision making #makethefuture

Transcript of Shell scenarios, modelling and decision-making

Page 1: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017

Royal Dutch Shell plcSeptember 8, 2017

Shell scenarios, modelling and decision making

#makethefuture

Page 2: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 2

Cautionary note This presentation contains data from Shell’s New Lens Scenarios. The New Lens Scenarios are a part of an ongoing process used in Shell for 40 years to challenge executives’ perspectives on the future business environment. We base them on plausible assumptions and quantifications, and they are designed to stretch management to consider even events that may only be remotely possible. Scenarios, therefore, are not intended to be predictions of likely future events or outcomes and investors should not rely on them when making an investment decision with regard to Royal Dutch Shell plc securities.

It is important to note that Shell’s existing portfolio has been decades in development. While we believe our portfolio is resilient under a wide range of outlooks, including the IEA’s 450 scenario, it includes assets across a spectrum of energy intensities including some with above-average intensity. While we seek to enhance our operations’ average energy intensity through both the development of new projects and divestments, we have no immediate plans to move to a net-zero emissions portfolio over our investment horizon of 10-20 years.

The companies in which Royal Dutch Shell plc directly and indirectly owns investments are separate legal entities. In this presentation “Shell”, “Shell group” and “Royal Dutch Shell” are sometimes used for convenience where references are made to Royal Dutch Shell plc and its subsidiaries in general. Likewise, the words “we”, “us” and “our” are also used to refer to subsidiaries in general or to those who work for them. These expressions are also used where no useful purpose is served by identifying the particular company or companies. ‘‘Subsidiaries’’, “Shell subsidiaries” and “Shell companies” as used in this presentation refer to companies over which Royal Dutch Shell plc either directly or indirectly has control. Entities and unincorporated arrangements over which Shell has joint control are generally referred to “joint ventures” and “joint operations” respectively. Entities over which Shell has significant influence but neither control nor joint control are referred to as “associates”. The term “Shell interest” is used for convenience to indicate the direct and/or indirect ownership interest held by Shell in a venture, partnership or company, after exclusion of all third-party interest.

This presentation contains forward-looking statements concerning the financial condition, results of operations and businesses of Royal Dutch Shell. All statements other than statements of historical fact are, or may be deemed to be, forward-looking statements. Forward-looking statements are statements of future expectations that are based on management’s current expectations and assumptions and involve known and unknown risks and uncertainties that could cause actual results, performance or events to differ materially from those expressed or implied in these statements. Forward-looking statements include, among other things, statements concerning the potential exposure of Royal Dutch Shell to market risks and statements expressing management’s expectations, beliefs, estimates, forecasts, projections and assumptions. These forward-looking statements are identified by their use of terms and phrases such as ‘‘anticipate’’, ‘‘believe’’, ‘‘could’’, ‘‘estimate’’, ‘‘expect’’, ‘‘goals’’, ‘‘intend’’, ‘‘may’’, ‘‘objectives’’, ‘‘outlook’’, ‘‘plan’’, ‘‘probably’’, ‘‘project’’, ‘‘risks’’, “schedule”, ‘‘seek’’, ‘‘should’’, ‘‘target’’, ‘‘will’’ and similar terms and phrases. There are a number of factors that could affect the future operations of Royal Dutch Shell and could cause those results to differ materially from those expressed in the forward-looking statements included in this presentation, including (without limitation): (a) price fluctuations in crude oil and natural gas; (b) changes in demand for Shell’s products; (c) currency fluctuations; (d) drilling and production results; (e) reserves estimates; (f) loss of market share and industry competition; (g) environmental and physical risks; (h) risks associated with the identification of suitable potential acquisition properties and targets, and successful negotiation and completion of such transactions; (i) the risk of doing business in developing countries and countries subject to international sanctions; (j) legislative, fiscal and regulatory developments including regulatory measures addressing climate change; (k) economic and financial market conditions in various countries and regions; (l) political risks, including the risks of expropriation and renegotiation of the terms of contracts with governmental entities, delays or advancements in the approval of projects and delays in the reimbursement for shared costs; and (m) changes in trading conditions. No assurance is provided that future dividend payments will match or exceed previous dividend payments. All forward-looking statements contained in this presentation are expressly qualified in their entirety by the cautionary statements contained or referred to in this section. Readers should not place undue reliance on forward-looking statements. Additional risk factors that may affect future results are contained in Royal Dutch Shell’s 20-F for the year ended December 31, 2016 (available at www.shell.com/investor and www.sec.gov ). These risk factors also expressly qualify all forward looking statements contained in this presentation and should be considered by the reader. Each forward-looking statement speaks only as of the date of this presentation, September 8, 2017. Neither Royal Dutch Shell plc nor any of its subsidiaries undertake any obligation to publicly update or revise any forward-looking statement as a result of new information, future events or other information. In light of these risks, results could differ materially from those stated, implied or inferred from the forward-looking statements contained in this presentation. This presentation may contain references to Shell’s website. These references are for the readers’ convenience only. Shell is not incorporating by reference any information posted on www.shell.com. We may have used certain terms, such as resources, in this presentation that United States Securities and Exchange Commission (SEC) strictly prohibits us from including in our filings with the SEC. U.S. Investors are urged to consider closely the disclosure in our Form 20-F, File No 1-32575, available on the SEC website www.sec.gov.

Page 3: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017

Georges MenaneVP Investor Relations EuropeRoyal Dutch Shell

Page 4: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 4

Summary

Re-shaping Shell - on track

Divestments: >$25 billion completed, announced or

advanced progress

Projects delivery for 2018 on track

Capital investment – discipline, efficiency and flexibility

Operational excellence and driving down costs

Leader: value + influence

Reducing our carbon

intensity

Shared value with society

World-class investment case

Page 5: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 5

Supporting Shell’s World Class Investment

IR Programme

LNG Outlook

Provide information to demonstrate the

robustness of our Integrated Gas cash engine

Chemicals event

Raise the appreciation and understanding of

our Chemicals business

Scenarios, modelling and strategy presentation

Explain how different scenarios inform strategy

Task force on climate-related financial disclosure (TCFD)

Shell supports TCFD

Ongoing engagement with taskforce

Challenges with regulatory perspective

Considering next steps

Modelling ability helps us understand qualitative risks

www.shell.com/investor

Page 6: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017

Guy OutenEVP Strategy & Portfolio Royal Dutch Shell

Page 7: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017

Exploring alternative futures

▪ Energy system was

complicated

▪ Energy transition and

digital: major disruptors

▪ Past does not predict the

future

▪ Forecasts are inappropriate

▪ Radically uncertain future

▪ Complex future: needs

agility

Scenario thinking

Decision-making

▪ Scenarios are a distinctive

Shell capabilityFrom complicated to complex

SCENARIOS

FORECAST

The Present The Path The Future

7

Page 8: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017

Outcome 1

Outcome 2

Outcome 3

Outcome 4

Outcome 5

Multiple futures

8

Scenarios are neither forecasts nor plans

Scenarios are not forecasts; neither are they our business plan

Shell considers multiple, bespoke scenarios relevant to decisions

Scenarios usage ranges from evaluation of individual opportunities, to portfolio choices, to overarching strategy

development

Scenarios stretch our perspectives

CO2 Solutions

Social Networks

Education

LNG market

Terrorism

Gas Price

Oil Price

CO2 Cap

Inter-regional tension

Resource ‘wars’

Climate Change

Technology

2nd GeneBusiness

Recession

Russia

CCSDutch disease

Surprise

Surprise

EU

China

USA

Unconventional gas

GCC

GCCDemographics

Today

ASSUMPTIONS

Multiple forces may push towards or pull away from the envisaged futures

MACRO-RISKS & UNCERTAINTIES

Page 9: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 9

Shell’s strategy#makethefuture

Scenario thinking supports robust strategy + portfolio decision-making

Winning Capabilities

Aspired Future

AspiredPortfolio

World-class investment case Leader: value + influence Reducing our carbon intensity Shared value with society

Customer Centricity Commercial Value Delivery Technology Commercialisation Project Delivery Operational Excellence

CashEngines

FutureOpportunities

GrowthPriorities

Leader: value + influence

Reducing our carbon

intensity

Shared value with society

World-class investment case

Page 10: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017

Using scenariosRecognising a range of uncertain outcomes

*This is an example diagram of graphic representations that are considered by the Board. Not based on Shell’s actual portfolio.

Consider a range of plausible futures

Explore social, political + economic factors

Determine context for business environment

Model the Future World’s energy systems

Future worlds

Consider existing and new energy value chains

Elements within the value chain

Assess investment attractiveness over time

Consider the Future Worlds

Value chain assessment*

Explore potential future worlds

Understand potential value chain impacts

Pace of demand growth

Pace

of n

ew te

chno

logy

1

2

3

4

5

Value Chains

Futu

re W

orld

10

Page 11: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 11

Framework for decision making in uncertainty

Build from ‘Future Worlds’ + value chain analysis

Consider “minimise maximum regret”

Make investment and portfolio decisions

Strategy and aspired future

Consider multiple futures in decision-focused scenarios

Business environment/ value chain understanding

Apply lenses to support the ‘hard’

input to decisions

From individual decisions to shaping the aspired portfolio

Clarity of objectives

Analytic toolsExternal environment and

disruptorsDecisions based on ‘hard’ and

‘soft’ inputs

Multiple lenses

Current

portfolio

Aspired

portfolio

Energy transition

Page 12: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017

Wim ThomasChief Energy AdviserRoyal Dutch Shell

Page 13: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 13

IntroductionHow scenarios inform modelling

Scenarios explore “how the

world will work” in the future,

and is an essential front-end

input in modelling

Different parts of the world

will develop in their own

ways and at different paces

Technology innovation enables

new options

Resource availability can be

a constraint

Deal with disruptions and

non-linear relationships

Modelling helps to demonstrate

the plausibility of the scenariosThe future is not an extrapolation of the past

Mountains/Oceans

Demand

Supply

Resources

Translating the societal-political-economic scenarios in the

“So what for energy?”

Page 14: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 14

Shell models

Models underpin scenarios and strategic analysis

Page 15: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 15

World Energy Model (WEM):Estimates global energy demand dynamically

▪ Estimates energy demand holistically▪ Underpinned by demand, choice and supply modules▪ Uses resource constraints, build rates and prices to balance supply and demand▪ Covers other elements such as efficiency and learning curves, and outcomes like CO2

emissions from energy use

Balances demand choices with supply

100Years

100Countries & Regions(Incl. 82 countries individually)

18EnergySources

14Sectors

10EnergyCarriers

Page 16: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 16

WEM:Key drivers for demand

75 specific scenario-based inputs, considered by: Sector Carrier Energy source Geography

Population Economic growth Environmental pressures

Technology Resource availability People’s choices

Page 17: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 17

WEM:Energy LaddersEstimate energy service needs

▪ Different development curves by country, by sector

▪ Developing nations tend to use less energy due to more efficient technologies available now than in the past for developed nations

▪ Non-linear relationship between GDP growth and energy use

▪ Energy demand accelerates once industrialisation starts

▪ Demand growth eases as some uses approach saturation and the economy diversifies from industrial to service sector activity

*UK and USA 1870 – 2016; Japan 1953 – 2016; Non-OECD1971-2016

**Logarithmic scale

▪ Looks at what energy service is needed

▪ For example heating or cooling degree days, passenger road km

Primary energy/ (GJ/capita/year)

GDP (PPP) capita (2010 USD)**

1,000 10,000 100,000

0

100

200

300

400

CAN

USA

AUSSWE

KORFRA

DEU

GBRJPN

MYSITA

ESPBRA

IND

CHN

The Energy Ladder 1960 – 2016* The relationship between income and energy use

Page 18: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 18

WEM:Choice moduleDetermining the energy mix

Acknowledges different user

preferences for technologies

and solutions

Choices change in response

to prices, taxes, subsidies,

availability, convenience,

values and energy security or

policy considerations

Not all choices will be based

on lowest cost options

Different energy choices are

not perfect substitutes

Consumers choose which energy carrier to deliver their service needs

Producers decide which primary energy sources to use to satisfy consumer demand

10 Carriers14 Sectors

Indu

stry

&

serv

ices

Resi

dent

ial

Frei

ght

Tran

spor

tPa

ssen

ger

trans

port

14 Sectors 10 Carriers 18 Energy Sources

Ship

Rail

Road

Air

Ship

Rail

Road

Air

Heating & Cooking

Lighting & Appliances

Heavy

Other

Services

Non-energy

END

USE

R C

HO

ICES

PRO

DU

CER

CH

OIC

ES

Electricity (Centralised / Distributed

Liquid Fuels

Heat (Centralised/Distributed)

GaseousFuels

Solid Fuels

Biomass (Traditional/Commercial)

Hydrogen

Oil

Natural Gas

Coal

Hydro-electricity

Biofuels – 1st Gen

Biofuels – 2nd Gen

Biofuels – Marine

Biofuels – Traditional

Biofuels – Commercial

Waste

Geothermal – Hydrothermal

Geothermal – Engineered

Solar – Photovoltaic

Solar – Thermal

Wind

Tidal

Wave

Nuclear

Page 19: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 19

WEM:Example outputsA myriad of different “slices” through the output data set possible

These are not forecasts, but example outputs of scenarios that have been modelled

Source: Shell New Lens Scenarios

EJ/year (energy carrier)

World: Total Final Consumption by sector: Mountains

EJ/year (energy source)

World: Total Primary Energy by source: Mountains

EJ/year (energy source)

World: Total Primary Energy: Oceans

EJ/year (energy carrier)

China: Total Final Consumption by source Electricity: Oceans

▪ The WEM considers the global energy system as one

▪ What happens in China reverberates throughout the rest of the world

Page 20: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 20

WEM:Example outputsComparing two scenarios for consumer choices of what type of energy they want to use

These are not forecasts, but example outputs of scenarios that have been modelled

EJ/year (energy carrier)

World: Total Final Consumption – by carrier

Decarbonisation and efficiency go hand-in-hand with electrification of the energy system

Mountains explores the widespread success of shale gas and strong government policy to reduce oil use in

Transport and use of CCS to reduce CO2 emissions

Oceans explores a highly economically efficient world and strong uptake of Renewables to reduce CO2 emissions

Page 21: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 21

WEM:Example outputsComparing two scenarios for primary energy mix as a result of different policy, GDP, resources and innovation assumptions

These are not forecasts, but example outputs of scenarios that have been modelled

EJ/year (energy carrier)

World: Total Primary Energy

Of the New Lens Scenarios, Mountains’ drivers result in ‘earliest’ peak oil demand; Oceans’ drivers result in ‘latest’ peak oil supply

Mountains explores the widespread success of shale gas and strong government policy to reduce oil use in

Transport and use of CCS to reduce CO2 emissions

Oceans explores a highly economically efficient world and strong uptake of Renewables to reduce CO2 emissions

Page 22: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 22

Global Energy Resources databaseEssential for projecting the future energy mix

Assessment as at 2015

Oil, gas and coal expected remaining

resources

Renewables annual production potential

Used for Shell scenarios

Data will be available for download

Note: Figures for fossil energy and renewables are not directly comparable. The figures for fossil energy are for the stock of resources in place, whereas the renewable figures represent an annual rate of production.Sources: Oil & Gas: Wood Mackenzie, Rystad Energy, IHS, International Energy Agency, US Energy Information Administration, Canadian National Energy Board, US Geological Survey and Shell analysis; Coal: Bundesanstalt für Geowissenschaften und Rohstoffe (BGR) and Shell analysis; Renewables: Ecofys studies commissioned by Shell

Comprehensive overview of all available primary and renewable energy resources per country

Insights:

Sufficient renewable resources, but unequal

distribution

Sufficient fossil resources for a decarbonised and

efficient world, but potential for stresses otherwise

Page 23: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 23

Global Supply Model (GSM)Estimates oil and gas production

Estimates production at resource category and country level until 2100

Each resource category develops through its own resource maturation chain

Cost of supply curves control how much resource is economic to mature at a given price

Includes an environmental footprint module

Includes:▪ Top down analysis for yet-

to-find resources▪ Bottom-up analysis for

undeveloped and developed resources

▪ Depletion of existing production and

▪ Reserves growth due to technology

Yet-to-finds

Discovered Volumes

Developed Reserves Production

Undeveloped

Page 24: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 24

GSM:Example outputsProjecting oil and gas supply by type, region and resource category

These are not forecasts, but example outputs of scenarios that have been modelled

Bln boe per year

World: Total Oil Production (inc LPG/Condensate)

Mmb/d

North America: Total Oil Production (inc LPG/Condensate)

TCF per year

World: Total Gas Production – by gas type

TCF per year

Europe: Total Gas Production – by location

Production varies with oil price, technology progress and (geo)political assumptions

Page 25: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 25

Example outputs: Modelling disruption potential ofElectric vehicles (EV) An aggressive EV scenario

This is not a forecast, this is one example scenario

Million vehicles/year

Key assumptions:

Battery costs continue to decline

Regulation strengthens (e.g. ban internal combustion engine (ICE) vehicles in cities)

OEM vehicle manufacturers assumed to continue to develop ICE efficiencies

Global vehicle sales

Million vehicles

Global vehicle fleet

EV share in new sales may grow from 1% today to reach 10% by 2025, displacing less than 0.8 mboe/d

Plug-in hybrid EV (PHEV) Battery EV (BEV)Internal combustion engine (ICE)

Page 26: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 26

Example outputs: Oil demand contextAn aggressive EV scenario

Source: Shell WEM Disruption example

This is not a forecast, this is one example scenario

EJ/year (energy carrier)

Passenger road transport makes up around a third

of global oil use

Global LHCF consumption by Sector

EJ/year (energy carrier)

Global LHCF consumption by Country

Oil demand has fallen in OECD since 2005

Non-OECD oil demand growth 2.5 times the

impact of OECD demand decline

EV mainly impacts passenger road transport (a third of total oil demand)

ICE efficiency has a much bigger impact over this period

Overall demand continues to grow underpinned by non-OECD growth

Page 27: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017

Guy OutenEVP Strategy & Portfolio Royal Dutch Shell

Page 28: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 28

Summary ‘Complicated to complex’ context

Understand multiple futures to frame decision-making

Scenario thinking and holistic modelling is key

Use multiple lenses, including ‘minimise maximum regret’

Agile decision-making needed through energy transition

Page 29: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017

Materials available online

www.shell.com/ scenariosenergymodels

29

Page 30: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017

Questions and Answers

Guy OutenEVP Strategy & Portfolio

Wim ThomasChief Energy Adviser

Page 31: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017

Biographies

Page 32: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 32

Guy OutenExecutive Vice President Strategy & Portfolio

Guy Outen was appointed Executive Vice President, Strategy & Portfolio for Royal Dutch Shell plc in 2014.

Guy has worked in various commercial, new business and finance roles across all parts of Shell’s business. From

2009 to 2013 he was the EVP Commercial, New Business & LNG. LNG became part of the separate Integrated Gas

business from 2013. Before 2009 Guy was EVP, EP Strategy & New Business and before that he was the Chief

Financial Officer for Gas & Power, Shell Group Chief Internal Auditor, the CFO for Shell Development Australia and

has also been responsible for Retail operating processes, split off and merged Shell Australia’s chemical operations

into the Montell JV, worked in Crude Oil Trading and a Coal JV.

Guy has an economics and commerce background, B.Com (Hons), M.Com, and is a Fellow CPA Australia.

Guy is married with three sons and enjoys sport, music and motorcycling.

Page 33: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017 33

Wim ThomasChief Energy Adviser

Wim Thomas is Chief Energy Adviser and leads the Energy Analysis practice in Shell.

His team is also responsible for Shell’s long-term global energy scenarios, informing Group Strategy. He has been

with the Shell Group for some 33 years, with prior positions in drilling operations, subsurface reservoir management

and commercial and regulatory affairs in gas.

Wim is chairman of the UK national committee of the World Petroleum Council and is a former chairman of the

British Institute of Energy Economics. He holds a postgraduate degree in Maritime Technology from Delft University in

The Netherlands.

Wim has been in his current role for the past 14 years. He advises Shell companies on a wide range of energy

issues, including global supply and demand, regulations, energy policy, markets, pricing and industry structure.

Page 34: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017

Additional information

Page 35: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017

Ener

gy T

rans

ition

35

Board and future business environment

Diverse input in Board meetings to stretch thinking and inform decision making

Beliefs Uncertainties

Mega Trends Macroeconomics

Market

Dig

italis

atio

nIndustry

Example:

Sustained era of transition & volatility

Emerging markets drive Global GDP increases

Example:

Political tensions & regional instability

Impact of digital technology

Example:

Hydrocarbon demand growth + supply required

Renewables contribution increases significantly

Example:

Key pricing mechanisms

Energy transitions impact

Example:

Technology & scale alone insufficient

Example:

Winning business models & capabilities

Page 36: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017

Shell scenariosIdentifying emerging challenges to guide us through change

Scenarios stretch our perspectives and help us to make crucial choices in uncertain times

‘13: New Lens Scenarios ’14: New Lenses on

Future Cities

‘16: A Better Life with a

Healthy Planet:

Pathways to Net-Zero

Emissions

Changing sources of

influence & decision

making power

Era of volatile

energy

transitions

Social fragmentation &

cohesion dilemmas; re-

emergence of State impact

‘01: Energy Needs,

Choices and Possibilities:

Scenarios to 2050

‘08: Shell energy

scenarios to 2050

‘92: Global Scenarios ‘92-’20

‘95: Global Scenarios ‘96-’20

‘95: Long Term Energy Scenarios

‘98: Global Scenarios ‘98-’20

‘02: People and

Connections Scenarios

‘05: Global

Scenario’s to 2025

1965-1980

First scenarios

Trends

‘07: Signals &

Signposts

Globalisation, liberalisation,

technology diffusion; environmental

pressures; Asian growth

‘11: Signals &

Signposts

Publications

Internal unpublished scenarios focused on specific developments and challenges

36

Page 37: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017

WEM:Countries modelled

South America

Europe/Russia

Africa

Middle East

Asia/Pacific

North America

Darker-coloured countries are modelled individually. Lighter-coloured countries are modelled collectively as ‘Rest of’ regions, such as ‘Rest of West Africa’.

Page 38: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017

GSM:Countries modelled

South America

Europe/Russia

Africa

Middle East

Asia/Pacific

North America

Rest of the world

Page 39: Shell scenarios, modelling and decision-making

Royal Dutch Shell September 8, 2017