Susan J. Thomas is Managing Consultant with IBM Business Consulting Services, Human Capital Solutions. She works with a variety of clients and companies to provide consulting services in the areas of skills competency analysis (which includes different types of questionnaires), certification test development and skills assessment, questionnaire development (both paper-based and Web-based), and training evaluation. She also assists clients with data-based decision making by helping them design question-naires and by performing statistical analysis and data mining to help them make recommendatio...