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Mikhail Pranovich

This online course, presented by the IMF's Institute for Capacity Development, introduces participants to quarterly projection macroeconomic models developed as a core of FPAS (Forecasting and Policy Analysis Systems) and how to implement the key canonical quarterly projection model (QPM) equations in a macroeconomic modeling software. This course uses detailed country data highlighting an inflation targeting central bank, for hands-on filtration and calibration exercises.

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This online course, presented by the IMF's Institute for Capacity Development, introduces participants to quarterly projection macroeconomic models developed as a core of FPAS (Forecasting and Policy Analysis Systems) and how to implement the key canonical quarterly projection model (QPM) equations in a macroeconomic modeling software. This course uses detailed country data highlighting an inflation targeting central bank, for hands-on filtration and calibration exercises.

The course covers two main technical aspects:

  • introduction to a canonical New Keynesian model structure and its key properties; and
  • implementation of the QPM in Matlab/Octave and the application of IRIS toolbox for solving and maintaining the QPM.

In partnership with MathWorks, enrolled students have access to MATLAB for the duration of the course.

Monetary Policy Analysis and Forecasting is offered by the IMF with financial support from the Government of Japan.

What you'll learn

Upon completion of this course, participants should be able to:

  • Explain the key building blocks of a canonical semi-structural QPM.
  • Interpret the key model equations from a macroeconomic point of view.
  • Implement a simple QPM using a specialized software for macroeconomic modelling.
  • Distinguish the key elements of a QPM in a state-space form (i.e. shocks, observable and unobservable variables, measurement and transition equations, steady-state parameters, equation coefficients).
  • Identify necessary codes for data transformation, filtration and evaluation of the QPM properties.
  • Apply the basic IRIS Toolbox functions for solving the model.
  • Create output reports using model codes.
  • Develop a basic calibration of the QPM.

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What's inside

Learning objectives

  • Explain the key building blocks of a canonical semi-structural qpm.
  • Interpret the key model equations from a macroeconomic point of view.
  • Implement a simple qpm using a specialized software for macroeconomic modelling.
  • Distinguish the key elements of a qpm in a state-space form (i.e. shocks, observable and unobservable variables, measurement and transition equations, steady-state parameters, equation coefficients).
  • Identify necessary codes for data transformation, filtration and evaluation of the qpm properties.
  • Apply the basic iris toolbox functions for solving the model.
  • Create output reports using model codes.
  • Develop a basic calibration of the qpm.

Good to know

Know what's good
, what to watch for
, and possible dealbreakers
Explains the basic building blocks of a canonical semi-structural quarterly projection macroeconomic model (QPM)
Provides hands-on experience in implementing a QPM using specialized software for macroeconomic modeling
Develops skills in distinguishing the key elements of a QPM in a state-space form
Teaches how to create output reports using model codes
Requires prior knowledge of macroeconomic modeling concepts and techniques
May not be suitable for beginners or those with limited experience in macroeconomic modeling

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Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Monetary Policy Analysis and Forecasting with these activities:
MATLAB Tutorial
Master the basics of MATLAB, the software used for implementing QPM.
Browse courses on MATLAB
Show steps
  • Complete MATLAB tutorials
  • Practice with sample datasets
Review key macroeconomic concepts
Reviewing macroeconomic concepts can help strengthen understanding of the theoretical framework used in the QPM.
Browse courses on Keynesian Economics
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Seek mentorship
Connect with experts to gain guidance, support, and insights into the field.
Browse courses on Mentorship
Show steps
  • Identify potential mentors
  • Reach out to mentors
Four other activities
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Show all seven activities
Review 'Monetary Policy Analysis and Forecasting'
Study IMF's official textbook to grasp key concepts and gain insights from the course instructors.
Show steps
  • Read assigned chapters
  • Summarize and reflect on key points
Discuss and troubleshoot
Connect with peers to resolve questions, share insights, and enhance understanding.
Browse courses on Peer Support
Show steps
  • Join discussion forums
  • Ask questions and share knowledge
Simulate and analyze QPM
Simulate and analyze QPM to develop practical knowledge in macroeconomic modeling.
Browse courses on Policy Analysis
Show steps
  • Analyze results
  • Run simulations
  • Set up parameters and initial conditions
Create a policy brief
Synthesize knowledge and apply QPM to real-world policy recommendations.
Browse courses on Policy Brief
Show steps
  • Identify a policy issue
  • Use QPM to analyze the issue
  • Develop policy recommendations
  • Write and format the policy brief

Career center

Learners who complete Monetary Policy Analysis and Forecasting will develop knowledge and skills that may be useful to these careers:
Central Banker
Central Bankers are responsible for setting and implementing monetary policy, which has a significant impact on the economy. The Monetary Policy Analysis and Forecasting course provides a deep understanding of monetary policy and its effects on the economy. The course also provides hands-on experience with specialized software for macroeconomic modeling, which is a valuable skill for Central Bankers.
Academic Researcher
Academic Researchers conduct research in various fields, including economics and finance. The Monetary Policy Analysis and Forecasting course provides a strong foundation in macroeconomic modeling and data analysis, which are essential skills for Academic Researchers. The course also introduces students to specialized software for macroeconomic modeling, which is useful for Academic Researchers in conducting their research.
Economist
Economists study and analyze economic data and trends to provide insights into economic issues and policies. The Monetary Policy Analysis and Forecasting course provides a strong foundation in macroeconomic modeling, which is essential for understanding the complex interactions within an economy. The course also provides hands-on experience with specialized software for macroeconomic modeling, which is a valuable skill for Economists.
Financial Analyst
Financial Analysts assess the performance of stocks, bonds, and other investments to help individuals and organizations make informed investment decisions. The Monetary Policy Analysis and Forecasting course provides a foundation in macroeconomic modeling, which is essential for understanding the factors that drive financial markets. The course also provides hands-on experience with specialized software for macroeconomic modeling, which is a valuable skill for Financial Analysts.
Quantitative Analyst
Quantitative Analysts use mathematical and statistical techniques to analyze financial data and make investment decisions. The Monetary Policy Analysis and Forecasting course provides a strong foundation in macroeconomic modeling and data analysis, which are essential skills for Quantitative Analysts. The course also introduces students to specialized software for macroeconomic modeling, which is a valuable tool for Quantitative Analysts.
Risk Analyst
Risk Analysts assess and manage financial risks for individuals and organizations. The Monetary Policy Analysis and Forecasting course provides a solid understanding of macroeconomic modeling and risk analysis, which are valuable skills for Risk Analysts. The course also provides hands-on experience with specialized software for macroeconomic modeling, which is useful for Risk Analysts in understanding and managing macroeconomic risks.
Statistician
Statisticians collect, analyze, and interpret data to provide insights for various purposes. The Monetary Policy Analysis and Forecasting course provides a strong foundation in data analysis and macroeconomic modeling, which can be beneficial for Statisticians working in the financial or economic sectors. The course also introduces students to specialized software for macroeconomic modeling, which can be useful for Statisticians in building and analyzing economic and financial models.
Investment Banker
Investment Bankers provide financial advice and services to corporations and governments. The Monetary Policy Analysis and Forecasting course provides a comprehensive understanding of macroeconomic modeling and financial markets, which is essential for Investment Bankers. The course also provides hands-on experience with specialized software for macroeconomic modeling, which is valuable for Investment Bankers in analyzing and advising clients on investment decisions.
Data Scientist
Data Scientists use data and statistical techniques to solve business problems. The Monetary Policy Analysis and Forecasting course provides a foundation in data analysis and macroeconomic modeling, which can be useful for Data Scientists working in the financial or economic sectors. The course also introduces students to specialized software for macroeconomic modeling, which can be valuable for Data Scientists in building and analyzing economic and financial models.
Financial Advisor
Financial Advisors provide financial advice and services to individuals and organizations. The Monetary Policy Analysis and Forecasting course may be useful for Financial Advisors who want to gain a deeper understanding of macroeconomic factors that affect financial markets and investment decisions. The course provides a foundation in macroeconomic modeling and data analysis, which can help Financial Advisors in making informed recommendations to their clients.
Software Engineer
Software Engineers design, develop, and maintain software applications. The Monetary Policy Analysis and Forecasting course may be useful for Software Engineers working on projects related to macroeconomic modeling or financial analysis. The course provides a foundation in macroeconomic modeling and data analysis, which can help Software Engineers in understanding and implementing the relevant algorithms and models in their software applications.
Consultant
Consultants provide professional advice and services to clients in various industries. The Monetary Policy Analysis and Forecasting course can be useful for Consultants, especially those working in the financial or economic sectors. The course provides a strong foundation in macroeconomic modeling and data analysis, which can help Consultants in understanding and advising clients on economic and financial issues.
Product Manager
Product Managers are responsible for the development and launch of new products or services. The Monetary Policy Analysis and Forecasting course may be useful for Product Managers working on financial or economic products or services. The course provides a foundation in macroeconomic modeling and data analysis, which can help Product Managers in understanding the market and developing products that meet the needs of customers.
Business Analyst
Business Analysts identify and solve business problems using data analysis and technology. The Monetary Policy Analysis and Forecasting course may be useful for Business Analysts working on projects related to macroeconomic modeling or financial analysis. The course provides a foundation in macroeconomic modeling and data analysis, which can help Business Analysts in understanding the business context and developing solutions to business problems.
Project Manager
Project Managers plan, execute, and deliver projects. The Monetary Policy Analysis and Forecasting course may be useful for Project Managers working on projects related to macroeconomic modeling or financial analysis. The course provides a foundation in macroeconomic modeling and data analysis, which can help Project Managers in understanding the project scope and managing project risks.

Reading list

We've selected 11 books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Monetary Policy Analysis and Forecasting.
Provides a comprehensive and up-to-date overview of monetary policy in the United States. The book covers a wide range of topics, including the history of monetary policy, the Federal Reserve System, and the conduct of monetary policy.
Provides a comprehensive and up-to-date overview of macroeconomics. The book covers a wide range of topics, including growth theory, business cycles, and monetary policy.
Provides a modern treatment of monetary policy and its effects on economic growth. The book begins with a discussion of the basic concepts of monetary policy, such as the money supply, interest rates, and inflation. It then examines the effects of monetary policy on economic growth, both in the short run and the long run.
Provides a comprehensive and up-to-date overview of applied macroeconometrics. The book covers a wide range of topics, including time series models, forecasting, and structural breaks.
Provides a comprehensive and up-to-date overview of the econometrics of financial markets. The book covers a wide range of topics, including financial time series, risk management, and asset pricing.
Provides a comprehensive and up-to-date overview of econometrics. The book covers a wide range of topics, including econometric models, estimation, and hypothesis testing.
Provides an excellent introduction to the econometric analysis of time series. The book covers a wide range of topics, including time series models, forecasting, and structural breaks.
Provides a comprehensive and up-to-date overview of dynamic equilibrium econometrics. The book covers a wide range of topics, including dynamic equilibrium models, estimation, and forecasting.
Provides a comprehensive and up-to-date overview of time series analysis. The book covers a wide range of topics, including time series models, forecasting, and control.
Provides a comprehensive and up-to-date overview of Bayesian econometrics. The book covers a wide range of topics, including Bayesian inference, MCMC simulation, and forecasting.
Provides a comprehensive and up-to-date overview of financial econometrics. The book covers a wide range of topics, including financial time series, risk management, and asset pricing.

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