Training Course Modules
Move beyond buzzwords — gain clarity on what data science actually means for your business.
Learn how to spot, support, and translate data science initiatives for real impact.
Become the bridge between technical teams and strategic business goals — no coding required.
Course Overview
Modern businesses are overwhelmed with data — but only a few can transform it into meaningful decisions. For leaders, project managers, and decision-makers, the challenge is understanding how data science works without needing to code.
This 1-day instructor-led course gives business professionals a comprehensive introduction to data science concepts, tools, roles, and business use cases. Learners will explore the data science lifecycle, understand types of data, learn how to prepare and model datasets, and examine how organizations extract real value through analytics.
The course is aligned with the CertNexus DSZ‑210 certification, making it ideal for business professionals who work alongside data teams and want to lead confidently in data-driven environments.
Learning Objectives
Understanding the fundamentals of data science
Recognizing structured vs. unstructured data types
Exploring the data science lifecycle
Learning how data is acquired, cleaned, and prepared
Understanding modeling, visualization, and storytelling techniques
Identifying key roles in a data science project
Connecting business value to data science use cases
Preparing for the CertNexus DSZ‑210 exam
Who Should Attend
Business leaders and department heads working with data teams
HR, finance, operations, and marketing professionals using reports and dashboards
Project managers and consultants involved in analytics projects
Professionals preparing for the CertNexus DSBIZ certification
Prerequisites
Basic understanding of business workflows
Familiarity with digital tools, spreadsheets, or IT systems is helpful
No coding or statistical knowledge required
Course Modules
Module 1: Data Science Fundamentals
Define data science, explore data types, and understand the data science lifecycle.
Module 2: Data Science Implementation
Learn how data is acquired, prepared, modeled, and visualized. Understand roles like data analyst, data engineer, and scientist.
Module 3: The Impact of Data Science
Discover benefits and challenges of data science, and analyze real-world business use cases.
Professional Outcomes
This course positions learners as Data-Literate Business Leaders, Analytics-Ready Managers, or AI Project Stakeholders — professionals who confidently collaborate with data science teams to unlock business value.
Certification Details
Overview
As a candidate for this certification, you:
Understand what data science is and how it impacts business
Recognize key concepts, data types, and project workflows
Explore how data is acquired, modeled, visualized, and acted upon
Identify how data science teams function and how to collaborate with them
Connect business use cases to data science outcomes
You are expected to be proficient in:
Communicating with technical teams and translating business needs
Applying a data-literate mindset to everyday decisions
Recognizing risks and limitations of data-driven projects
Skills Measured
Define Data Science and Core Terminology
Identify Types of Data Used in Analytics
Understand the Data Science Lifecycle
Describe How Data is Acquired, Modeled, and Visualized
Explain the Roles and Functions in Data Science Teams
Analyze Real-World Use Cases and Benefits
Recognize Ethical and Operational Challenges
Certification Logistics
Exam Code: DSZ‑210
Format: 25 Multiple-choice questions
Duration: 20-45 minutes
Passing Score: 20 out of 25 (80%)
Delivery: Online via CertNexus CHOICE
Credential: CertNexus DSBIZ™ — Data Science for Business Professionals
Frequently Asked Questions
Do I need a technical background to attend this course?
No. It’s designed specifically for business users with no coding experience.
Is this course about data analytics tools like Power BI or Python?
No. The focus is on data science principles and business impact — not software training.
Will I be tested at the end?
Yes. You will be eligible to take the DSZ‑210 certification exam after the course.
Are real-world examples included?
Yes. The course includes business use cases from marketing, HR, operations, and finance.
Does this course overlap with AIBIZ?
They complement each other. AIBIZ covers AI/ML broadly, while DSBIZ focuses on the data science discipline.
Is this HRDC claimable?
Yes. Fully claimable under HRD Corp for eligible Malaysian employers.
Can I run this course for my leadership team?
Yes. GemRain offers private and virtual sessions for C-level teams and departments.
Do I receive a certificate and digital badge?
Yes. You’ll receive a GemRain certificate and a CertNexus digital badge upon passing the DSZ‑210 exam.