GEM Training | CGE, GAMS, GTAP & DSGE
General Equilibrium Macroeconomic Modeling

Master CGE, DSGE & AI for Economic Policy.

GEM Executive Diploma — a compact, live-online pathway covering CGE with GTAP/GEMPACK, optimization and GAMS, CGE in GAMS, advanced GTAP/CGE with R, DSGE, advanced DSGE methods, and AI applications in forecasting and economic modeling.

0Complete program
0CGE • DSGE • AI
Live onlineInteractive training
CertificateUpon completion
HOUSEHOLDSwelfare • labor FIRMSoutput • prices GOVERNMENTtax • spending TRADEexports • imports CGEPOLICY MODEL SHOCK
GEM Introduction

Discover the GEM Executive Diploma.

Watch the introductory video to learn about the program, its modeling pathway and how the training connects CGE, DSGE and applied economic research.

Why GEM?

One integrated pathway from economic theory to policy simulation.

The GEM program combines CGE and DSGE training with practical software work and, in the latest version, AI applications for forecasting, CGE and DSGE modeling. The program is designed for economists, policymakers, researchers and analysts.

THEORY markets • agents DATA SAM • GTAP • calibration CGE economy-wide model SCENARIOS policy • shocks • closures POLICY results • welfare • advice THEORY → DATA → MODEL → SCENARIOS → POLICY EVIDENCE
01

Master CGE Modeling

Build a strong foundation in CGE theory, GTAP/GEMPACK, GAMS, calibration, closures, aggregation and policy simulations.

02

Navigate DSGE Dynamics

Move from New Keynesian and small-open-economy models to estimation, Bayesian methods, Kalman filtering and MCMC.

03

Apply AI to Economic Modeling

Use generative AI, Python, GAMS, Dynare and MATLAB to improve research, forecasting, coding and policy-analysis workflows.

CGE in one picture

See how an economy becomes a connected model.

HOUSEHOLDSlabor • demand • welfare FIRMSoutput • inputs • prices GOVERNMENTtax • spending • transfers TRADEexports • imports • ROW SHOCKpolicy / external CGEGENERAL EQUILIBRIUM RESULTSGDP • welfare • policy
Training architecture

Seven modules. One complete modeling pathway.

The current program page lists seven modules, with individual modules also available separately.

Live training snapshots

See how the training works before you join.

Live-training examples, including GTAP shocks, GAMS/CGE simulation, dynamic GTAP and DSGE methods.

Understanding the Power of a Shock in GTAP

How to design and implement a shock in GTAP.

Watch video sample ↗

Intro. Linear Programming / CGE Modeling

Sample from the optimization and GAMS training stream.

Watch video sample ↗

Extending a CGE Model with Government

Live GAMS/CGE example adding government behavior.

Watch video sample ↗

Closure Setting & Running Simulations

Practical closure selection and simulation workflow.

Watch video sample ↗

Working with FlexAgg for GTAP

GTAP database aggregation using FlexAgg.

Watch video sample ↗

Introduction to Dynamic GTAP

Sample introduction to dynamic GTAP modeling.

Watch video sample ↗

Modeling COVID-19 Using Dynamic Equations

DSGE live-training example featured on the original page.

Watch video sample ↗

Kalman Filter & Monte Carlo Simulations

Advanced DSGE estimation and simulation example.

Watch video sample ↗
Expert instruction

Meet the moderators & instructors.

A

Government & Trade Policy Advisor

Indian ministry lead advisor and head of trade strategic economic dialogue; head of the 2047 Indian Vision Unit; associate professor and advisory board member at Boston College, USA.

S

Academic Director & Lead Economist

Academic Director at M&S Research Hub; consultant and lead economist at UN-Habitat; former research fellow at CNMS-Marburg and Leiden Universities; associate professor of applied econometrics.

U

USDA Research Associate

Experienced research associate at the U.S. Department of Agriculture Forest Products Laboratory, working across statistics, life-cycle analysis and economics research.

C

CGE & Fiscal Policy Expert

IMF and World Bank CGE modeler/macroeconomic consultant and fiscal policy expert at International Economics/Caucasus Ltd. in Denmark.

G

GTAP Fellow & Senior Agricultural Economist

GTAP Fellow and Senior Agricultural Economist with experience in national government and international institutions including IFC and the World Bank Group.

E

Economics & Statistics Specialist

PhD in Statistics from the University of Rome “La Sapienza,” with experience across public institutions, research centers and consulting organizations including KPMG and Deloitte.

W

Economic Research & Data Science

Economic Researcher and Program Officer with GRIPS’ Social Accelerator Program in Tokyo and data-analysis consultant at the Center for Data Science at GRIPS.

F

International Political Economy

Senior Lecturer in Economics and Director of the International Political Economy Program at Fordham University; term professor at Seton Hall University.

K

Government Economic Advisor

Economic advisor in the Colombian government, Senior Trainer at M&S Research Hub Institute and postgraduate of Munich Graduate School of Economics.

Participant experience

Why participants choose the training.

View All GEM & Training Reviews ↗

Feedback from government economists, international organizations, universities and research institutions.

“The instructor was superb and the course struck the right balance between theory and practice.”

Valeria Escliar
Economic Unit, Saudi Arabian Government

“I was able to learn a lot of things... the module leaders displayed expertise in the subject, were approachable and more willing to help.”

Felix Nakhoma
PhD Candidate, Leeds University UK

“The training met my expectations and was a valuable introduction to using GTAP. Dr. Hassan’s support was very helpful.”

Hend Adel
Ministry of Manpower, Egypt

“Dr. William is experienced in DSGE models and was very responsive and helpful... I liked his pace and the level of detail.”

Samer Barakat
Analyst and Researcher, UAE

“I am really happy about your service, specially teaching, explanation and providing materials are excellent.”

Fernando
Graduate Student, Aberdeen UK

“I am very happy to be enrolled in CGE and DSGE courses.”

Mazen Diwani
University of Nottingham, Ningbo, China
Start your learning journey

Build the modeling skills behind serious economic policy analysis.

Move from economic theory to calibrated models, simulations, forecasting, estimation and AI-assisted research workflows.

Register Now
GEM Learning Paths

Choose your pathway — or take the complete GEM journey.

GEM is the integrated program, while the core learning paths can also be explored and registered for separately. Start with CGE, DSGE or AI for Policy Modeling and continue into the complete GEM pathway.

Modules 1–4 · CGE

CGE Modeling Pathway

Build economy-wide policy modeling skills from GTAP/GEMPACK and optimization through GAMS, advanced CGE and policy simulation.

GTAP & GEMPACK
Linear Programming & GAMS
CGE in GAMS
Advanced CGE, GTAP & R
Explore CGE Pathway ↗
Modules 5–6 · DSGE

DSGE Modeling Pathway

Move into dynamic macroeconomic modeling with Dynare, New Keynesian and open-economy models, estimation and advanced methods.

DSGE & Dynare
New Keynesian models
Open-economy DSGE
Estimation, Kalman & Bayesian methods
Explore DSGE Pathway ↗
AI for Policy Modeling

AI Policy Modeling Pathway

Learn how AI can accelerate economic research, forecasting, coding, CGE/DSGE workflows and policy analysis while keeping human judgment central.

AI + Economic Research
ChatGPT & Python
AI-assisted CGE & DSGE
Forecasting & policy analysis
Explore AI Pathway ↗
Registration

Choose the registration route that suits you.

The official GEM registration form is hosted on Jotform. For private government, bank, university or research-team packages, you can also contact the training team directly.

01

Official GEM Registration Form

Complete the official GEM registration form with your personal, institutional, professional and module preferences. You can select the Complete GEM Program or indicate your preferred learning path: CGE Modules 1–4, DSGE Modules 5–6, or AI for Policy Modeling.

Open GEM Jotform ↗
02

Government / Institutional Enquiry

For private training, team packages, ministries, banks, public institutes and research centers seeking focused pathways or complete GEM training.

Email info@ms-researchhub.com

Three learning paths. One GEM ecosystem.

CGE Modules 1–4 · DSGE Modules 5–6 · AI for Policy Modeling
Choose one focused pathway or combine them through the complete GEM Executive Diploma.

Explore Learning Paths ↗
FAQ

Frequently asked questions.

Can I register for the complete GEM program?

Yes. The program is designed as an integrated pathway, while individual modules can also be selected separately.

Is the training live and online?

Yes. The current program page describes live online delivery, primarily through Zoom, with normal and small-group options and private delivery for selected modules.

What software is covered?

Depending on the module: GTAP, GEMPACK, GAMS, R, Dynare, MATLAB, Python, Jupyter Notebook and generative AI tools.

Do I need prior CGE or DSGE experience?

The introductory modules are designed to establish the foundations. Advanced modules require prior knowledge or completion of the corresponding introductory module.

Do participants receive a certificate?

Yes. The original program page states that trainees receive a certified certificate after completing the training.

Are institutional/private programs available?

Yes. The original page identifies special packages for banks, governments, public institutes and research centers.

Ready to join GEM? Register