Stackable Graduate Certificate Programme in Data Science

The NUS-ISS Stackable Certificate Programme in Data Science, leading to the NUS Master of Technology in Enterprise Business Analytics is designed to meet the industry demand for data scientists who can help organisations achieve improved business outcomes through data insights. It is best suited for professionals who wish to enhance their existing skill sets to progress from the entry level to specialist or expert level positions in the data science and business analytics domain.

Learning Journey

Fundamental
(Complete 2 Graduate Certificates)

Specialist
(Complete 2 of 5 Graduate Certificates)

Analytics Project Management

Statistics for Business II

3 Days

Data Storytelling

3 Days

Data Management for Analytics

3 Days

Managing Business Analytics Projects

3 Days

Practice Module
(10 man days)

Graduate Certificate in Analytics Project Management

Business Analytics Practice

Statistics Bootcamp II

5 Days

Data Analytics Process and Best Practice II

3 Days

Predictive Analytics – Insights of Trends and Irregularities

5 Days

Text Analytics

3 Days

Practice Module
(10 man days)

Graduate Certificate in Business Analytics Practice

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Customer Analytics

3 Days

Advanced Customer Analytics

3 Days

Campaign Analytics

3 Days

Practice Module
(10 man days)

Graduate Certificate in Customer Analytics

Big Data Analytics

Big Data Engineering for Analytics

5 Days

Processing Big Data for Analytics

3 Days

Recommender Systems

3 Days

Practice Module
(10 man days)

Graduate Certificate in Big Data Analytics

Practical Language Processing

Text Processing using Machine Learning

4 Days

New Media and Sentiment Mining

3 Days

Conversational UIs

4 Days

Text Analytics

3 Days

Practice Module
(10 man days)

Graduate Certificate in Practical Language Processing

Specialised Predictive Modelling & Forecasting

Complex Predictive Modelling & Forecasting

5 Days

Product & Pricing Analytics

4 Days

Analytics for Commercial Excellence

4 Days

Practice Module
(10 man days)

Graduate Certificate in Specialised Predictive Modelling & Forecasting

Intelligent Financial Risk Management

Advanced Machine Learning for Financial Services

4 Days

Explainable & Responsible AI for Finance

3 Days

Credit Risk Modelling and Analytics

4 Days

Alternative Data for Fintech Innovation

3 Days

Practice Module
(10 man days)

Graduate Certificate in Intelligent Financial Risk Management

Stack Up to a Master of Technology in Enterprise Business Analytics

Participants who wish to continue their learning journey towards the Master of Technology in Enterprise Business Analytics degree will have to complete 2 certificates in the fundamental areas, any 2 of 5 certificates in the specialist areas as well as Capstone Project in Data Analytics.

Capstone Project in Data Analytics (6 – 12 months)

Students are required to demonstrate the ability to apply business analytics concepts and solve problems using suitable analytics software in a real-life project using extensive usage of data.

Potential Job Roles

Graduate Certificates	Analytics Project Management	Business Analytics Practice	Customer Analytics	Big Data Analytics	Practical Language Processing	Specialised Predictive Modelling & Forecasting	Intelligent Financial Risk Management
Job Roles	Manager, Project Manager, Analyst (Business Intelligene or Data Analytics)	Data Scientist	Marketing Science Analyst	Big Data Analytics Specialist	Chatbot Developer	Customer Experience Analyst / Business Operations / Process Improvement Analyst	Data Analyst / Scientist
	Manager (Marketing Experiementation and Data Intelligence)	Data Analyst / Data Analytics Specialist	Manager (Customer Analytics / Consumer Insight)	Big Data Analyst	NLP Engineer / Scientist / Specialist	Data Scientist / Data Analyst	AI Scientist / Specialist
	Consultant (Data Governance and Transformation)		Activation Specialist	Associate Big Data Scientist	AI Solution Engineer; Machine Learning Engineer; Data Scientist	Health Data Science Analyst, Health Research Associate, Epidemiologist	Financial Analyst / Investment Analyst / Risk Analyst

You may refer to the Frequently Asked Questions page, and for further enquiry please email to ask-iss@nus.edu.sg