Abstract—In present condition Normal users in Panchayat can apply as much as yearly service they can apply. But they have no idea whether it is apt for them or it is possible to get them. So, the aim of this research is to develop a model that predict the percentage of chances to get the service for them. This model provides also the analysis of scores versus chance of prediction based on historical data so that user can understand whether their profile is suitable or not. The proposed model uses linear regression and random forest algorithms but cat boost algorithm is giving highest accuracy.