Francisco Rodríguez has a skeptic’s brief on growth regressions, noting that endogeneity, proxy/measurement, and robustness problems abound. He’s also critical of linearity assumption.
Rodríguez suggests two avenues for potentially more fruitful investigation: growth diagnostics and non-parametric regression.