Determine location of structural break in cross-section data

Join the discussion
Ask a follow-up here, or get your own question answered by working scientists, mathematicians and engineers — people, not an autocomplete.
Real named experts · corrections over time · the nuance an AI answer skips
2 replies · 3K views
phantomcow2
Messages
52
Reaction score
0
I'm trying to run a simple regression for a data set (n=165). I've determined via a Chow Test that there exists a structural break somewhere; the same least squares estimate cannot be accurately used to represent the entire range of values the explanatory variable takes on. I've found two very different (.08 and .2) estimates if I break the data down into two catagories: whenexplanatory variable takes values of less than 70000, and where it takes values above 70,000.

However I only took an educated guess to arrive at the 70,000 figure. Is there a more precise, mathematical method available that allows me to determine where the structural break begins to occur?
 
Physics news on Phys.org
phantomcow2 said:
However I only took an educated guess to arrive at the 70,000 figure. Is there a more precise, mathematical method available that allows me to determine where the structural break begins to occur?

Cluster analysis or discriminant analysis may be useful here. The latter is primarily for anticipated or predetermined subsets in the data.http://faculty.chass.ncsu.edu/garson/PA765/cluster.htm
 
Last edited by a moderator: