If the fresh graduates are from party member, will it be taken seriously to go to the enterprise for an interview or will it be easier to find a good job?

Whether the fresh graduates will be valued or easier to find this good job when they go to party member for an interview depends on whether there are requirements for this party member in their recruitment conditions. If your woman has requirements, she will have certain advantages. If there is no requirement for party member, this mainly depends on personal ability.