Discusses papers presented at the 18th Nordic Conference on Mathematical Statistics in Grimstad, Norway, entitled 'Large structured models in applied sciences; challenges for statistics'. Statistical issues associated with large structured models in fields of meteorology, economics and fisheries; Developments that stimulate the use of large structured models.