1. Develop the ability to use critical, analytical, and reflective thinking and reasoning 5

2. Reflect on social and ethical responsibilities in his/her professional life. 2

3. Gain experience and confidence in the dissemination of project/research outputs 1

4. Work responsibly and creatively as an individual or as a member or leader of a team and in multidisciplinary environments. 1

5. Communicate effectively by oral, written, graphical and technological means and have competency in English. 5

6. Independently reach and acquire information, and develop appreciation of the need for continuously learning and updating. 5

1. Develop, interpret and use statistical analyses in decision making. 5

1. Demonstrated understanding of data-driven decision modeling and analysis concepts/frameworks. 5

2. Knowledge of and hands-on experience with fundamentals of business analytics, management information systems, statistical and prediction models. 5

3. Ability to transform complex data into valuable insight and resulting value-adding actions. 5

4. Skills in hands-on data-mining tools and techniques. 5

5. Exposure to the analytical methods in basic business disciplines such as marketing, operations, and finance 5