33Studies have described the presence of different population units of blue jack mackerel, 34Trachurus picturatus, in the NE Atlantic region. However, the hypothesis of several 35 populations has been subtly questioned due to the high similarity in the otolith shape among 36 some regions. It suggests the possibility of migrations processes connecting them, especially 37 between Madeira, the Canary Islands and the African coast, being the Canary Islands the region 38 with higher potential of mixing due to the oceanographic conditions. In order to explore this 39 hypothesis, we quantified the phenotypic variability in the otolith contour of the blue jack 40 mackerel from Canary Islands using wavelets as mathematical descriptor. Our findings revealed 41 the presence of three otolith phenotypes (M1, M2 and M3) in similar proportions. They were 42 not linked to sex, age and size, but showed temporal variations associated with spawning, 43 recruitment and feeding seasons. The best model to explain the population structure of T. 44 picturatus in the Canary waters was based on local migration triangles and the 'contingent 45 theory', where migrants and residents compose the population. In addition, we estimated 46 different somatic growth parameters linked to these phenotypes. These results suggest a 47 complex population structure in the region with possibility of connectivity with the closest 48 populations inhabiting the Madeira archipelago and the African coast. However, future studies 49 are necessary including the whole Atlantic distribution of the species, with special attention to 50 the seasonal variations in the frequency of these phenotypes to clarify the intraspecific 51 polymorphism and the migratory processes. 52 53 54 55 56 57 58 59 60 61 62