Home Models & methods

Models & methods

The right model for the right question.

Not every question needs the same framework. These are the families of methods behind our work — often combined in one engagement.

What is an economic model

A simplified map of how an economy works.

An economic model is a structured representation of how economic variables interact, written in logical or mathematical form. It simplifies a complex reality just enough to reason about it — under assumptions and constraints that are stated openly and can be changed to test different outcomes.

Every model separates what it explains from what it takes as given. Exogenous variables — such as world prices, population, interest rates or public spending — are set from outside. Endogenous variables — such as income, consumption, investment and imports — are determined by the model’s own equations.

Why models matter

Six things models do for decision-makers.

01

Anticipate economic activity

Projections that follow transparently from clearly defined assumptions.

02

Explain behaviour

Describe the rules that shape how households, firms and government respond to change.

03

Justify policy choices

A sound rationale for economic policies — at national, institutional and household level.

04

Plan and allocate resources

Set targets and distribute limited resources across sectors and programmes.

05

Inform trade and investment

Anticipate demand, prices and returns before committing to trade or investment decisions.

06

Test before acting

Compare policy packages and scenarios on evidence before any of them is implemented.

The model landscape

From textbook foundations to applied national models.

Simple theoretical models isolate one relationship, holding all else equal (ceteris paribus). Applied models combine many relationships and real data to answer concrete policy questions.

Theoretical foundations

The building blocks of macroeconomic thinking.

Keynesian modelIS-LMSupply & demandAggregate productionSolow–SwanHarrod–DomarRamsey–Cass–Koopmans

Applied models

  • Empirical forecasting models — macro-econometric systems estimated on historical data
  • Computable General Equilibrium (CGE) — economy-wide models built on the Social Accounting Matrix
  • Dynamic Stochastic General Equilibrium (DSGE) — dynamic responses to shocks and expectations
  • Agent-based models (ACE) — economies simulated from the behaviour of individual agents

Our methods

The families of methods behind our work.

01

Computable General Equilibrium (CGE)

Economy-wide models calibrated to a Social Accounting Matrix. They capture how industries, households, government and the rest of the world interact, so a policy change in one place shows up everywhere it matters.

Cross-sector spilloversTrade policyFiscal reformEnergy pricing

Questions it answers

  • What happens to GDP, jobs and prices if fuel subsidies are removed?
  • Which sectors gain or lose from a trade agreement?
  • How does a new tax change household welfare by income group?

02

Baseline projections & macro forecasting

A consistent projection of where the economy is heading under current policies — the reference point every scenario is measured against. We combine macro-econometric relationships with the structure of the national accounts.

Medium-term outlookMacro-fiscal frameworkScenario design

Questions it answers

  • What does growth look like over the next 5–10 years without new policy?
  • How sensitive is the outlook to oil prices or global demand?
  • What fiscal space does the government have?

03

Econometric analysis

Statistical estimation of the relationships that drive a market or an economy — demand, prices, trade flows, productivity — using time series and panel data. It grounds models and forecasts in evidence.

ElasticitiesTime seriesPanel dataCausal inference

Questions it answers

  • How strongly does demand respond to price changes?
  • What drove past growth in a sector?
  • Which indicators give early warning of a slowdown?

04

Distributional microsimulation

Household-level models built on survey data that translate a policy into gains and losses for real households — by income group, region and household type.

Household surveysPoverty & inequalityTargeting

Questions it answers

  • Who carries the cost of a subsidy reform?
  • How should cash transfers be targeted to protect the poorest?
  • What happens to poverty and inequality?

05

Cost-benefit and financial appraisal

Project-level models that compare costs and benefits over the life of an investment — financially for the investor and economically for society — with full sensitivity and risk analysis.

NPV · IRR · BCRShadow pricingRisk & sensitivity

Questions it answers

  • Is this project viable, and under which assumptions?
  • What are the NPV, IRR and payback period?
  • Does the project create value for the economy, not just the operator?

Inside a national model

How a CGE model is put together.

A national system-dynamics CGE model is organised in blocks that are solved together. Prices, demand, production, employment and investment all respond to each other — and policy levers act on the whole system.

Price block

Producer prices

by productive sector · 26

→

Consumer prices

by productive sector · 26

→

Final-demand prices

consumption, investment, exports · 64

Demand, production & employment

Private consumption

by spending category · 15

Exports

oil, gas, petrochemicals, crops, software, manufactures… · 8

→

Imports & sectoral GDP · Employment & wages

56 · 98

⇄

Fixed capital formation

by asset type · 7

Policy levers acting on the system

Indirect taxes & administered pricesTaxes & transfersFiscal & monetary policyEnergy productionPublic consumption & investmentSubsidy policies

Numbers show the size of each block in one national planning model. Each block is a set of estimated equations — for example, producer prices respond to wage costs, indirect taxes and subsidies.

Data foundations

Built on official data.

A model is only as good as the data behind it. We build on official national statistics, complemented by international sources for the global environment.

National sources

  • National accounts
  • Supply and use tables
  • Input-output tables
  • Social Accounting Matrix (SAM)
  • Household income, expenditure and consumption survey
  • Labour force survey
  • State general budget and final accounts

International sources

  • International Monetary Fund (IMF)
  • World Bank Group
  • World Trade Organization (WTO)
  • OPEC / OPEC+
  • Gas Exporting Countries Forum (GECF)

The modelling cycle

How models are built, kept current and used.

01

Data

  • Complete historical data
  • Update the databases
  • Estimate base-year data

02

Model

  • Update and develop the models
  • Estimate parameters
  • Calibrate
  • Test forecasting ability

03

Scenarios

  • Project exogenous variables
  • Design policy packages
  • Run the models
  • Prepare plan scenarios

04

Outputs

  • Reports and tables
  • Economic indicators
  • Follow-up reports

Platforms & tools

The right platform for each model.

Economic models run on specialised software. We work across the established modelling platforms and programming languages, and build our own applications where they make models easier to use.

Modelling platforms

TROLLEViewsGEMPACK · RunDynamMATLABOxford Economics

Programming

PythonRFortranTABLO

Our applications

ERTollereModelerCBASMAT

Scenario lab

See how a policy travels through an economy.

Pick a policy, change its size and the time horizon, and watch the economy’s path move against the baseline. Some reforms cost before they pay — that trade-off is exactly what our CGE work quantifies, with real data, for real decisions.

Scenario controls

Build a policy scenario

Choose a policy, set its size and the time horizon. The path compares the economy with and without the policy.

Policy

Construction demand lifts output quickly; the new capital stock raises productive capacity over time.

Real GDP: scenario vs. baseline

INDEX · BASELINE YEAR 0 = 100

● Simulation
With policy Baseline (current policies)
—
—index points
—

Illustrative demonstration with stylised coefficients. In a real engagement the scenario is run on a CGE model calibrated to national accounts and a Social Accounting Matrix.

The next conversation

A policy to test? An investment to decide?

Tell us about the decision in front of you. We will come back with how we would approach it — the questions, the data and the method.