This paper develops tests for inequality constraints of nonparametric regression functions. The test statistics involve a one-sided version of Lp-type functionals of kernel estimators (1≤p∞). Drawing on the approach of Poissonization, this paper establishes that the tests are asymptotically distribution free, admitting asymptotic normal approximation. In particular, the tests using the standard normal critical values have asymptotically correct size and are consistent against general fixed alternatives. Furthermore, we establish conditions under which the tests have nontrivial local power against Pitman local alternatives. Some results from Monte Carlo simulations are presented.
Authors
Research Fellow Columbia University
Sokbae is an IFS Research Fellow and a Professor at Columbia University, with an interest in Econometrics, Applied Microeconomics and Statistics.
SNU
Song, Kyungchul
Journal article details
- DOI
- 10.1016/j.jeconom.2012.08.006
- Publisher
- Elsevier
- Issue
- Volume 172, Issue 1, January 2013
Suggested citation
S, Kyungchul and S, Lee and Y, Whang. (2013). 'Testing functional inequalities' 172(1/2013)
More from IFS
Understand this issue
Social care is the nightmare that won’t go away
A government with a big majority should have had the political will to do more than just set up another review.
6 January 2025
How is tax damaging the housing market?
We discuss how taxes like capital gains, stamp duty, and council tax impact the housing market, affecting affordability, renting, and homeownership.
18 December 2024
Why did the French Budget fail to pass?
France’s failed budget highlights fundamental challenges with public debt, slow growth, and the need for significant reforms.
12 December 2024
Policy analysis
Funding per student in further education colleges, sixth-form colleges and school sixth forms
Rising student numbers and inflationary pressures mean that funding per student has not increased significantly beyond 2019–20 levels.
13 January 2025
Spending per student in 16–18 colleges and sixth forms (actual and projected for 2025–26)
Increased funding from the last government only partially offsets the cuts to 16–18 education of the previous decade.
13 January 2025
Share of 25- to 34-year-olds living with parents up by over a third since the mid 2000s
The rise in people living with their parents has been concentrated among those in their late 20s and varies substantially by ethnicity.
11 January 2025
Academic research
Education and inequality: an international perspective
We study whether educational expansion is effective for reducing inequality and why some educational systems are associated more with lower inequality
2 October 2024
Fiscal Studies: Volume 45, Issue 3
Fiscal Studies: Volume 45, Issue 3
2 October 2024
Changing inequalities in Europe and North America: part two
This special issue is the second in a two-part series on the evolution of labour market and disposable income inequalities over recent decades.
2 October 2024