However, spending indicators should be interpreted with caution, as they tend to overestimate the level of decentralisation (OECD, 2016b). Subnational governments, for example, may be responsible for a certain economic function but not have full autonomy in exercising it. These are all federal countries, where states have a high level of autonomy in educational matters, including vocational teaching and higher education (universities).