For Singapore, Data Analyst, Data Scientist, AI and Machine Learning Specialist are top emerging tech-enabled roles beneficiary need for job opportunity/better living.

Across industries ranking

Source: World Economic Forum (WEF)

Across industries ranking

Source: LinkedIn

Source: e-Interview

1. Data Analysts and Scientists

1. AI Specialist

1. Data Analyst, data scientist, data analytics

2. AI and Machine Learning Specialists

2. Robotics Engineer (Software)

2. Digital marketer, digital servicer

3. Big Data Specialists

3. Full Stack Engineer

3. Microsoft Office

4. Digital Marketing and Strategy Specialists

4. Backend Developers

4. Cyber Security

5. Process Automation Specialist

5. Data Scientist

5. Programming or Coding