This paper assess the existence of club convergence across OECD over the period 1965-2004 by developing a two stage strategy, which employs information on clustering schemes -identified by a mapping analysis -and estimates a multiple equation dynamic panel model with non linearities and spatial dependence. Because of identification and collinearity problems, we introduce an entropy-based
... [Show full abstract] estimation procedure which simultaneously takes account of ill-posed and ill-conditioned inference problems. At the first stage, unobserved total factor productivity differentials across OECD countries are identified by specifying a mapping structure in a convergence model with non linearities and spatial dependence. At the second step of the analysis, we estimate a two-club spatial convergence model, where clubs correspond to subsets of total observations, as identified at the first stage of the analysis.