Methodological shortcomings in prognostic modeling for patients with spinal disorders are highly common. This general commentary discusses methodological challenges related to the specific nature of this field. Five presented their potential solutions, as choice study participants, purpose studies, limitations measurements outcomes and predictors, complexity recovery predictions, confusion prog...