 Working on the AIG South Africa short term insurance campaign Overlaying sales data with claims data Identifying possible high loss ratio segments Continues identification in weaknesses of rater Data modelling and analysis Monitoring loss ratio cohorts Analysis of customer services data to improve efficiencies Establishing, analysing and continuous development of QA models Propensity to purchase and propensity to lapse modelling System development Working on the AIG South Africa short term insurance campaign Overlaying sales data with claims data Identifying possible high loss ratio segments Continues identification in weaknesses of rater Data modelling and analysis Monitoring loss ratio cohorts Analysis of customer services data to improve efficiencies Establishing, analysing and continuous development of QA models Propensity to purchase and propensity to lapse modelling System development

• Banking Analyst Processing of bank files Testing new banking processes  Assisting in development of new structures  Analysing banking problems in database/resolve banking issues  Overseeing debit and credit daily banking processes • Database administrator  Extracting and loading of data to and from database Building various SSIS packages for reports to run, emails to be send, execution of SQL statements, data cleansing etc.• MIS Analyst Creating reports in Oracle/Excel/Report Builder  Analysing and resolving queries arising from system problems Involved in warehouse project, converting current reports to run of warehouse Data testing/validity

 Consultant for Momentum and African Bank on IBM Unica (Campaign management software) Customer segmentation and data profiling through Unica