Lachlan's project showcases the use of machine learning to support smarter lending decisions through an intelligent loan approval prediction system. Combining cleaned spreadsheet data, interactive Power BI dashboards and a KNIME predictive workflow, AURELIA assesses applicant risk, uncovers key insights and enables more informed, data driven lending outcomes.