Doubled haploid(DH)technology is important in modern maize breeding.Haploid inducers determine the efficiency of both haploid induction and identification.It has taken decades to improve the efficiency,haploid induction rate(HIR),from the~2%of the ancestor haploid inducer,stock6,to the~10%of modern haploid inducers.Improvement of kernel oil content(KOC)would further enhance haploid identification efficiency.Using molecular marker-assisted selection,in combine with the number of haploids per ear as phenotypic criterion,we developed a new high-oil haploid inducer line,CHOI4,with a mean HIR of 15.8%and mean KOC of 11%.High KOC of CHOI4 can achieve a mean accuracy greater than 90%in identification of haploids of different backgrounds,with reduced false discovery rates and false negative rates in com-parison with the previous high-oil haploid inducer line,CHOI3.Comparison of phenotypic selection strategies suggested that the number of haploids per ear can be used as a phenotyping criterion during haploid inducer line development.CHOI4 could further increase the efficiency of large-scale DH breeding programs with lower cost.