Barium vacancy existing in grain boundary is responsible for the PTCR effect observed in donor doped barium titanate ceramics. Over 8 orders of magnitude of PTCR effect were observed in Bi2O3 vapor doped samples. In Bi2O3 vapor doping procedure, high concentration of barium vacancy can be produced under high oxygen partial pressure during sintering, so the sample obtained has higher PTCR effect.