 Facts and figures about UK taxes, benefits and public spending.
Income distribution, poverty and inequality.
Analysing government fiscal forecasts and tax and spending.
Analysis of the fiscal choices an independent Scotland would face.
Case studies that give a flavour of the areas where IFS research has an impact on society.
Reforming the tax system for the 21st century.
A peer-reviewed quarterly journal publishing articles by academics and practitioners.
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Charles E. and Emma H. Morrison Professor of Economics, Northwestern University 
All available publications
Joel Horowitz and Jian Huang, July 2012,
Penalized estimation of high-dimensional models under a generalized sparsity condition
,
cemmap Working Papers
, CWP17/12
Joachim Freyberger and Joel Horowitz, June 2012,
Identification and shape restrictions in nonparametric instrumental variables estimation,
cemmap Working Papers
, CWP15/12
Peter Hall and Joel Horowitz, June 2012,
A simple bootstrap method for constructing nonparametric confidence bands for functions,
cemmap Working Papers
, CWP14/12
Richard Blundell, Joel Horowitz and Matthias Parey, March 2012,
Measuring the Price Responsiveness of Gasoline Demand. Economic Shape Restrictions and Nonparametric Demand Estimation,
Quantitative Economics,
Econometric Society,
Journal Articles
Richard Blundell, Joel Horowitz and Matthias Parey, June 2011,
Measuring the price responsiveness of gasoline demand: economic shape restrictions and nonparametric demand estimation,
cemmap Working Papers
, CWP24/11
Joel Horowitz and Sokbae 'Simon' Lee, July 2010,
Uniform confidence bands for functions estimated nonparametrically with instrumental variables,
cemmap Working Papers
, CWP19/10
Joel Horowitz and Sokbae 'Simon' Lee, October 2009,
Testing a parametric quantile-regression model with an endogenous explanatory variable against a nonparametric alternative,
Journal of Econometrics,
Vol. 152, No. 2, pp. 141-152,
Journal Articles
Previous versions:
Joel Horowitz and Sokbae 'Simon' Lee, February 2007,
Testing a parametric quantile-regression model with an endogenous explanatory variable against a nonparametric alternative,
cemmap Working Papers
, CWP02/07
Joel Horowitz and Sokbae 'Simon' Lee, July 2009,
Uniform confidence bands for functions estimated nonparametrically with instrumental variables,
cemmap Working Papers
, CWP18/09
Richard Blundell, Joel Horowitz and Matthias Parey, April 2009,
Measuring the price responsiveness of gasoline demand,
cemmap Working Papers
, CWP11/09
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