Introduction: Sources and Types of Big Data for Macroeconomic Forecasting -- Capturing Dynamic Relationships: Dynamic Factor Models -- Factor Augmented Vector Autoregressions, Panel VARs, and Global VARs -- Large Bayesian Vector Autoregressions -- Volatility Forecasting in a Data Rich...

Linear Econometric Models with Machine Learning -- Nonlinear Econometric Models with Machine Learning -- The Use of Machine Learning in Treatment Effect Estimation.-Forecasting with Machine Learning Methods.-Causal Estimation of Treatment Effects From Observational Health Care Data Using Machine...

This book gives a comprehensive description of macroeconometric modeling and its development over time. The first part depicts the history of macroeconometric model building, starting with Jan Tinbergen's and Lawrence R. Klein's contributions. It is unique in summarizing the development and...

Preface -- 1 An Introduction to the Econometrics of Program Evaluation -- 2 Methods Based on Selection on Observables -- 3 Methods Based on Selection on Unobservables -- 4 Local Average Treatment Effect and Regression-Discontinuity-Design.

This volume is in honour of the remarkable career of the Father of Spatial Econometrics, Professor Jean Paelinck, presently of the Tinbergen Institute, Rotterdam. Jean Paelinck, arguably, is the founder of modern spatial econometrics. The impact on the profession through his work in spatial...

Studies in Global Econometrics is a collection of essays on the use of cross-country data based on purchasing power parities. The two major applications are the development over time of per capital gross domestic products, (including that of their inequalities among countries and regions) and...

This book presents an applied econometric analysis of the demand for food in the Nordic countries. A system of demand equations, based on the neoclassical theory of consumer demand, is analyzed using modern econometric techniques for estimation and evaluation. The models investigated are mainly...

I: Methodology -- The Scientific Work of Gerhard Tintner -- Econometrics Needs a History: Two Cases of Conspicuous Neglect -- II: Planning Models -- Energy Pricing in a Welfare Framework: Issues in Equity, Efficiency and Exhaustibility -- Foreign Aid, Economic Development and Income...

I: Reflecting on Methodology -- 1. Tribute to Luigi Solari -- 2. The scientific work of Luigi Solari -- II: Modelling -- 3. Econometric model building for the Common Market -- 4. A nonlinear expenditure system: Qualitative Analysis and Experiments with Canadian Data -- III: Estimating -- 5. A...