The Nobel Memorial Prize for

Engle’s footsteps range widely. His major contributions include early work on band-spectral regression, development and unification of the theory of model specification tests (particularly Lagrange multiplier tests), clarification of the meaning of econometric exogeneity and its relationship to causality, and his later stunningly influential work on common trend modeling (cointegration) and volatility modeling (ARCH, short for AutoRegressive Conditional Heteroskedasticity). More generally, Engle’s cumulative work is a fine example of best-practice applied time-series econometrics: he identifies important dynamic economic phenomena, formulates precise and interesting questions about those phenomena, constructs sophisticated yet simple econometric models for measurement and testing, and consistently obtains results of widespread substantive interest in the scientific, policy and financial communities. Although many of Engle’s contributions are fundamental, I focus largely on the two most important: the theory and application of cointegration, and the theory and application of dynamic volatility models. Moreover, I discuss much more extensively Engle’s volatility models and their role in financial econometrics, for several reasons. First, Engle’s Nobel citation was explicitly ‘‘for methods of analyzing economic time series with time-varying volatility (ARCH)’’, whereas Granger’s was for ‘‘for methods of analyzing economic time series with common trends (cointegration)’’. Second, the credit for creating the ARCH model goes exclusively to Engle, whereas the original cointegration idea was Granger’s, notwithstanding Engle’s powerful and well-known contributions to the development. Third, volatility models are a key part of the financial econometrics theme that defines

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[4]  F. Diebold The Nobel Memorial Prize for Robert F. Engle , 2004 .

[5]  Neil R. Ericsson,et al.  THE ET INTERVIEW : PROFESSOR , 2004 .

[6]  F. Diebold THE ET INTERVIEW: PROFESSOR ROBERT F. ENGLE, JANUARY 2003 , 2003, Econometric Theory.

[7]  R. Engle New Frontiers for Arch Models , 2002 .

[8]  R. Engle,et al.  Predicting VNET: A model of the dynamics of market depth , 2001 .

[9]  N. Shephard,et al.  Non‐Gaussian Ornstein–Uhlenbeck‐based models and some of their uses in financial economics , 2001 .

[10]  Stephen Gray,et al.  Semiparametric ARCH models , 2001 .

[11]  Robert F. Engle,et al.  Impacts of Trades in an Error-Correction Model of Quote Prices , 2000 .

[12]  Robert F. Engle,et al.  The Reviewof Economicsand Statistics , 1999 .

[13]  R. Engle,et al.  Time and the Price Impact of a Trade , 1999 .

[14]  R. Engle,et al.  Empirical Pricing Kernels , 1999 .

[15]  Jeffrey R. Russell,et al.  Autoregressive Conditional Duration: A New Model for Irregularly Spaced Transaction Data , 1998 .

[16]  R. Engle,et al.  Trades and Quotes: A Bivariate Point Process , 1998 .

[17]  Robert F. Engle,et al.  Forecasting the frequency of changes in quoted foreign exchange prices with the autoregressive conditional duration model , 1997 .

[18]  R. Engle,et al.  Testing the Volatility Term Structure Using Option Hedging Criteria , 1997 .

[19]  Robert F. Engle,et al.  The Econometrics of Ultra-High Frequency Data , 1996 .

[20]  Robert F. Engle,et al.  ARCH: Selected Readings , 1995 .

[21]  R. Engle,et al.  Multivariate Simultaneous Generalized ARCH , 1995, Econometric Theory.

[22]  F. Diebold,et al.  Modeling Volatility Dynamics , 1995 .

[23]  R. Engle,et al.  Forecasting Volatility and Option Prices of the S&P 500 Index , 1994 .

[24]  R. Engle,et al.  Do Bulls and Bears Move Across Borders? International Transmission of Stock Returns and Volatility , 1994 .

[25]  Robert F. Engle,et al.  Hourly volatility spillovers between international equity markets , 1994 .

[26]  Robert F. Engle,et al.  The Kalman Filter: Applications to Forecasting and Rational Expectations Models // Invited Paper to the World Congress of the Econometric Society, Cambridge, 1985, in Advances in Econometrics Fifth World Congress, Volume I, ed. Truman Bewley), pp. 245-283. , 1994 .

[27]  Daniel B. Nelson,et al.  ARCH MODELS a , 1994 .

[28]  Anil K. Bera,et al.  ARCH Models: Properties, Estimation and Testing , 1993 .

[29]  R. Engle,et al.  A Permanent and Transitory Component Model of Stock Return Volatility , 1993 .

[30]  C. Granger,et al.  A long memory property of stock market returns and a new model , 1993 .

[31]  Robert F. Engle,et al.  Common Volatility in International Equity Markets , 1993 .

[32]  Tim Bollerslev,et al.  COMMON PERSISTENCE IN CONDITIONAL VARIANCES , 1993 .

[33]  Farshid Vahid,et al.  Common Trends and Common Cycles , 1993 .

[34]  R. Engle,et al.  Implied ARCH models from options prices , 1992 .

[35]  Arnold Zellner,et al.  Statistics, Science and Public Policy , 1992 .

[36]  Clive W. J. Granger,et al.  Long-Run Economic Relationships: Readings in Cointegration , 1991 .

[37]  Robert F. Engle,et al.  Where Does the Meteor Shower Come from? the Role of Stochastic Policy Coordination , 1990 .

[38]  R. Engle,et al.  Testing for Common Features , 1990 .

[39]  M. Rothschild,et al.  Asset Pricing with a Factor Arch Covariance Structure: Empirical Estimates for Treasury Bills , 1988 .

[40]  Robert F. Engle,et al.  Meteor Showers or Heat Waves? Heteroskedastic Intra-Daily Volatility in the Foreign Exchange Market , 1988 .

[41]  J. Wooldridge,et al.  A Capital Asset Pricing Model with Time-Varying Covariances , 1988, Journal of Political Economy.

[42]  F. Diebold Empirical modeling of exchange rate dynamics , 1988 .

[43]  Robert F. Engle,et al.  Forecasting and testing in co-integrated systems , 1987 .

[44]  Russell P. Robins,et al.  Estimating Time Varying Risk Premia in the Term Structure: The Arch-M Model , 1987 .

[45]  C. Granger,et al.  Co-integration and error correction: representation, estimation and testing , 1987 .

[46]  T. Bollerslev,et al.  Generalized autoregressive conditional heteroskedasticity , 1986 .

[47]  H. Iemoto Modelling the persistence of conditional variances , 1986 .

[48]  J. Stock Unit roots, structural breaks and trends , 1986 .

[49]  M. Watson Vector autoregressions and cointegration , 1986 .

[50]  Robert F. Engle,et al.  A dymimic model of housing price determination , 1985 .

[51]  David F. Hendry,et al.  Small-Sample Properties of ARCH Estimators and Tests , 1985 .

[52]  R. Engle Wald, likelihood ratio, and Lagrange multiplier tests in econometrics , 1984 .

[53]  Robert F. Engle,et al.  Estimates of the Variance of U. S. Inflation Based upon the ARCH Model , 1983 .

[54]  R. Engle,et al.  A One-Factor Multivariate Time Series Model of Metropolitan Wage Rates , 1981 .

[55]  C. Granger Some properties of time series data and their use in econometric model specification , 1981 .

[56]  Robert F. Engle,et al.  Estimating Structural Models of Seasonality , 1978 .

[57]  R. Engle Band Spectrum Regression , 1974 .

[58]  Robert C. Blattberg,et al.  A Comparison of the Stable and Student Distributions as Statistical Models for Stock Prices: Reply , 1974 .

[59]  E. Fama The Behavior of Stock-Market Prices , 1965 .

[60]  Gail Eugene. Bachman Analysis of stationary time series , 1963 .

[61]  B. Mandlebrot The Variation of Certain Speculative Prices , 1963 .