Monetary Economics 2 (advanced)
(Lauree magistrali in Economics e in Finance and Insurance)
2011-2012   Fabio C. Bagliano



The course deals with some key themes of modern monetary and financial economics, exploring both the relevant theory and the econometric techniques used in applied research. The course is not based on a textbook. For each topic, some papers, marked with (*) below,  will be directly referred to in the lectures; additional papers  are suggested as complementary readings. Finally, a list of  further readings is provided  for those who are interested in pursuing the topics further. For each topic, lecture notes will be circulated. The formal analysis of economic and financial models requires familiarity with the mathematical and statistical tools acquired in a suitable three-year undergraduate program. Moreover, a good knowledge of the contents of the Econometrics I and Econometrics II is an essential requirement for this course.


Sample exams (2010/2011) available here -




1.   Monetary policy analysis and VAR models

Lecture notes:

first part      VAR_notes_1 
second part VAR_notes_2 -    
third part     VAR_notes_3 -      (to be used together with J. Cochrane (1994) -  )

Nobel prize for Economics 2011 awarded to T.J. Sargent and C.A. Sims for their contributions to empirical macroeconomics (for the latter economist, particularly for the development of Vector Autoregression techniques and their application to policy): motivation and scientific background

Vector autoregressive (VAR) models  are one of the main tools of applied econometric analysis in macroeconomics. A general (non technical) introduction to the use of VAR models (with some reference to monetary policy):

 (*) Stock J. and M. Watson (2001) "Vector Autoregressions", Journal of Economic Perspectives, 15, 4, 101-115 - 

One of the main application of VAR techniques to monetary policy concerns the empirical analysis of the monetary policy transmission mechanism. The problem of "measuring" monetary policy actions a the associated empirical strategies fot identifying monetary policy impulses are extensively analyzed (with US applications) by:

(*) Christiano L.J., M. Eichenbaum and C.L. Evans (2000) "Monetary policy shocks: what have we learned and to what end?'', in J. Taylor and W. Woodford (eds.), Handbook of Macroeconomics, North-Holland, Volume 1A, 65-148 - working paper version 

(*) Bernanke B.S. and I. Mihov (1998) "Measuring monetary policy'', Quarterly Journal of Economics, 113, 3, 869-902 - 

A general identification strategy based on long-run restrictions (that can be applied to monetary policy anaysis) is provided by:

(*) Blanchard O. and Quah D. (1989) "The dynamic effects of aggregate supply and aggregate demand disturbances", American Economic Review, 79, 655-673 - 

An insightful application of VAR modelling (with cointegration) to the estimation of permanent and transitory component in GDP and stock prices fluctuations is given by:

(*) Cochrane J. (1994) "Permanent and transitory components of GNP and stock prices", Quarterly Journal of Economics, 109, 1, 241-265 - 

Further readings:  (Note: papers in bold are suggested for presentation in class) 

Bagliano F.-C. and C.A. Favero (1998) "Measuring monetary policy with VAR models: an evaluation'', European Economic Review, 42, 6, 1069-1112 - 

Bagliano F.-C. and C.A. Favero (1999) "Information from financial markets and VAR measures of monetary policy'', European Economic Review, 43, 6, 825-838 - 

Blanchard O.J. (1989) "A traditional interpretation of macroeconomic fluctuations", American Economic Review, 79, 5, 1146-1164 - 

Lettau M. and S. Ludvigson (2004) "Understanding trend and cycle in asset values: reevaluating the wealth effect on consumption", American Economic Review, 94, 1, 276-299 - 

Stock J. and M. Watson (1988) "Variable trends in economic time series", Journal of Economic Perspectives, 2, 3, 147-174 - 

King R., R. Plosser, J. Stock and M. Watson (1991) "Stochastic trends and economic fluctuations", American Economic Review, September - 


2.   Empirical analysis of the term structure of interest rates

Lecture notes:
first part       Term_notes_1 -   (to be used together with R. King e A. Kurmann (2002) -  )
second part  Term_notes_2 -   (to be used together with F. Diebold F.X. e C. Li (2006) -  )

The study of the links between interest rates on bonds with different maturities is crucial for monetary policy and the analysis of financial markets. In this course, the main modelling techniques and empirical estimation and forecasting of the term structure of interest rates will be presented in the perspective of the “expectations theory” of the term structure. Several empirical testing strategies of this theory have been implemented in the existing literature,  leading in many cases to statistical rejections but uncovering in the data several empirical regularities predicted by theory.

A survey of results is provided by:

(*) King R. G. and A. Kurmann (2002) "Expectations and the term structure of interest rates: evidence and implications", Federal Reserve Bank of Richmond Economic Quarterly, 88, 4, 49-95 - 

On the empirical modelling and forecasting of the yield curve:

(*) Diebold F.X. and C. Li (2006) "Forecasting the term structure of government bond yields", Journal of Econometrics, 130, 337-364 - 

Further readings:

Campbell J.Y. and R.J. Shiller (1991) "Yield spreads and interest rate movements: a bird's eye view", Review of Economic Studies, 58, 495-514 - 

Nelson C.R. and A.F. Siegel (1987) "Parsimonious modelling of yield curves", Journal of Business, 60, 4, 473-489 - 


3.   Financial returns, risk and consumption choices in a macroeconomic perspective

Lecture notes:
ccapm_notes (to be used together with Campbell (2003) -     and Mehra R. (2003) -  )

The analysis of financial returns, risk factors and the determinants of return differentials among financial assets are key themes of the literature developed from the Consumption Capital Asset Pricing Model (CCAPM). Recent empirical studies provided evidence in contrast with the implications of the basic theory, motivating several extensions. In this course, both the basic models and more recent extensions will be presented, with a focus on empirical methodologies and results.

A thorough survey of theoretical models and empirical evidence is found in:

(*) Campbell J.Y. (2003) "Consumption-based asset pricing", in G. Costantinides, M. Harris and R. Stulz (editors), Handbook of the Economics of Finance, Elsevier, Volume IB, chapter 13, 803-886 - 

A multifactor model of return premia (with empirical application) is provided by:

(*) Campbell J.Y. (1996) "Understanding risk and return", Journal of Political Economy, 104, 2, 298-345 - 

Further readings:

Campbell J.H., A.W. Lo and A.C. MacKinley (1997) The econometrics of financial markets, Princeton University Press, chapter 8

Cochrane J.H. (2005) Asset Pricing, Princeton University Press, 2nd edition, chapters 9 and 21

Campbell J.H. (2000) "Asset pricing at the millennium", Journal of Finance, 55, 4, 1515-1567 - 

Fama E.F. and K.R. French (2002) "The equity premium", Journal of Finance, 57, 2, 637-659 - 

Mehra R. (2003) "The equity premium: why is it a puzzle?", Financial Analyst Journal, January/February, 54-69 - 

Mehra R. and E.C. Prescott (2003) "The equity premium in retrospect", in G. Costantinides, M. Harris and R. Stulz (editors), Handbook of the Economics of Finance, Elsevier, Volume IB, chapter 14, 887-936 - 

Campbell J.Y. and J.H. Cochrane (1999) "By force of habit: a consumption-based explanation of aggregate stock market behavior", Journal of Political Economy, 107, 2, 205-251 - 


Additional readings (for personal use):

(1)  VAR models  (Note: papers in bold are suggested for presentation in class)

Bernanke B.S. and I. Mihov (1998) "The liquidity effect and long-run neutrality", Carnegie-Rochester Conference Series on Public Policy (Journal of Monetary Economics)'', 49, 149-194 -

Giordani P. (2004) "An alternative explanation of the price puzzle", Journal of Monetary Economics, 51, 1271-1296 - 

Souza J. and A. Zaghini (2008) "Monetary policy shocks in the Euro area and global liquidity spillovers", International Journal of Finance and Economics, 13, 205-218  - 

Faust J., E. Swanson and J. Wright (2004) "Identifying VARs based on high frequency futures data", Journal of Monetary Economics, 51, 1107-1131 - 

Bernanke B.S. and K.N. Kuttner (2005) "What explains the stock market reaction to Federal Reserve policy?", Journal of Finance, 60, 2, 1221-1257 - 

Bagliano F.-C. and C. Morana (2003) "Measuring US core inflation: a common trends approach", Journal of Macroeconomics, 25, 197-212 - 

Boivin J. and M. Giannoni (2002) "Assessing changes in the monetary transmission mechanism: a VAR approach", Federal Reserve Bank of New York Economic Policy Review, May, 97-111 - 

Ludvigson S., C. Steindel and M. Lettau (2002) "Monetary policy transmission through the consumption-wealth channel", Federal Reserve Bank of New York Economic Policy Review, May, 117-133 - 

D'Amico S. and M. Farka (2011) "The Fed and the stock market: an identification based on intraday futures data", Journal of Business and Economics Statistics, 29(1),  126-137


(2) Term structure of interest rates  (Note: papers in bold are suggested for presentation in class) 

Ellingsen T. and U. Soderstrom (2001) "Monetary policy and market interest rates", American Economic Review, 91, 6, 1594-1607 -   (companion paper: "Monetary policy and the bond market", working paper, 2003 -  )

Diebold F.X., G.D. Rudebusch and S.B. Aruoba (2006) "The macroeconomy and the yield curve: a dynamic latent factor approach", Journal of Econometrics, 131, 309-338 - 

Carriero A., C.A. Favero and I. Kaminska (2006) "Financial factors, macroeconomic information and the expectations theory of the term structure of interest rates", Journal of Econometrics, 131, 339-358 - 

Diebold F.X., C. Li and V.Z. Yue (2008) "Global yield curve dynamics and interactions: a dynamic Nelson-Siegel approach", Journal of Econometrics, 146, 351-363 - 


(3) Returns, risk and consumption choices 

Campbell J.Y. and J.H. Cochrane (2000) "Explaining the poor performance of consumption-based asset pricing models", Journal of Finance, 55, 6, 2863-2878 - 

Lettau M. and S. Ludvigson (2001) "Consumption, aggregate wealth and expected growth returns", Journal of Finance, 56, 3, 815-849 - 

Bansal R. and A. Yaron (2004) "Risks for the long-run: a potential resolution of asset pricing puzzles", Journal of Finance, 59, 4, 1481-1509 - 

Bansal R. , R.F. Dittmar and C.T. Lundblad (2005) "Consumption, dividends and the cross-section of equity returns", Journal of Finance, 60, 4, 1639-1672 - 

Duffee G.R. (2005) "Time variation in the covariance between stock returns and consumption growth", Journal of Finance, 60, 4, 1673-1712 - 

Back to top