What approach do experts recommend for how skills shortages and skill signals vary regionally?

For regional differences in skills shortages and skill signals, the combination of BA shortage analysis, BA labour market statistics, and cautious forecast contextualisation provides the most robust foundation. Decision criterion: regional statements must connect to real occupational and demand signals and must not be formulated as blanket Germany-wide trends. Specifically: clearly define the target region and target occupation; read shortage, vacancy, and skill signals together. (Sources: BA Statistics Navigation, Cedefop Skills Forecast)