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Pepperdine | Graziadio Business School

Master of Science in Business Analytics Curriculum

Turn Data Into Decisions, and Insight Into Impact.

The Pepperdine Graziadio Master of Science in Business Analytics (MSBA) is designed for professionals who want to harness the power of data to drive strategic decision-making. In today’s data-driven economy, organizations need leaders who can translate complex analytics into actionable business insights.

Our STEM-designated, AI-infused curriculum integrates analytics, technology, and business strategy, equipping you with the tools to solve real-world challenges. Through a structured, accelerated format, you’ll build technical expertise while developing the critical thinking and communication skills needed to influence business outcomes.

From day one, coursework emphasizes hands-on application, ensuring that what you learn can be immediately applied in professional settings.

 


Core Curriculum

The MS in Business Analytics program consists of a rigorous sequence of courses focused on decision sciences, data analytics, and technology management, along with a required applied analytics internship or elective experience.

First Term

  Personal and Leadership Development Workshop


BSCI 650 (1 unit)

Engage in experiential learning focused on communication, leadership, and team effectiveness.

  Statistical Thinking for Decision Intelligence


DESC 602 (4 units)

Develop statistical reasoning skills to analyze data and support business decision-making.

  Managing Data for Analytics


ISTM 634 (4 units)

Learn how to collect, manage, and structure data for effective analysis.

  Python Programming


ISTM 635 (4 units)

Build a foundation in programming for data analysis using Python, a critical tool for modern analytics.

  Practicum I: Chaos to Archetype


PGBS 612 (1 unit)

Begin translating complex data into structured analytical frameworks.

  Career Seminar


PGBS 560 (0 units)

Gain professional development support to prepare for analytics-focused careers.

 

Second Term

  Prescriptive Analytics


DESC 605 (4 units)

Explore optimization techniques and decision models to recommend business actions.

  Predictive Modeling


DESC 608 (4 units)

Use statistical and machine learning methods to forecast outcomes and trends.

  Analyzing, Modeling, and Optimizing Business Processes


ISTM 636 (2 units)

Examine business systems and processes to identify opportunities for improvement.

  Practicum II: Archetype to Understanding


PGBS 613 (1 unit)

Deepen your ability to interpret data and generate meaningful insights.

 

Third Term

  An Introduction to Pattern Recognition and Machine Learning

DESC 604 (4 units)

Apply machine learning techniques to uncover patterns and drive predictive insights.

  Practicum III: Understanding to Influence 

PGBS 614 (2 units)

Translate analytics into compelling business recommendations that influence stakeholders.

  Internship or Electives

Internship (4 units) or Electives (4 units)

Gain hands-on experience through a real-world internship or expand your expertise with electives.

 


 

Take the Next Step

Learn more about how to achieve your career goals with the Pepperdine Graziadio Master of Science in Business Analytics Program.


 


 

What Can Students Expect?

 

 

AI-Driven, Industry-Relevant Curriculum

Develop expertise in artificial intelligence, machine learning, and advanced analytics tools that are embedded throughout the program.

 

Engaging Learning Environment

Benefit from small class sizes and continuous engagement with our faculty. Our collaborative culture ensures you're known, challenged, and fully supported throughout your academic journey.

 

Accelerated MBA Pathway

Fast-track your MBA by transferring 20 units toward your core MBA courses.

 

Hands-On Learning Experience

Apply your skills through practicum courses and a required internship, working with real data and business challenges.

 

Career-Focused Development

Benefit from dedicated career seminars and practical training that prepare you for roles in data analytics, consulting, and technology-driven organizations.

 

Collaborative Learning Environment

Work closely with peers and faculty in small classes that foster engagement, teamwork, and meaningful connections.


 

Balancing Theory and Hands-On Experience

Our MSBA curriculum bridges the gap between data science and business leadership by combining technical training with strategic application. This is reinforced through:

 

  • Practicum Series: A three-part progression where you transform raw data into insights and ultimately into strategic influence.
  • Real-World Application: Coursework centered on solving business problems using actual datasets.
  • Machine Learning & AI Integration: Build advanced capabilities that reflect current industry demands.
  • Business Context: Learn to communicate findings effectively to non-technical stakeholders and decision-makers.

PTMBA teacher with small class


 

PTMBA students in South Korea

 

Learn in a Global Destination

Our MSBA program includes opportunities to broaden your perspective through immersive international learning experiences.

One of the program’s most popular electives features a week-long Global Business Intensive (GBI), where students travel abroad to engage directly with international businesses, policy leaders, and diverse economic systems. You'll explore how cultural, regulatory, and economic factors shape global markets while building relationships with peers and professionals from around the world.

Whether you're visiting financial institutions in London, startups in Berlin, or supply chains in Singapore, these experiences equip you with a sharper, more nuanced understanding of global business strategy, giving you the insight to lead confidently across borders.


 

Frequently Asked Questions

  What makes the MSBA program unique?

The program combines AI-infused coursework, a STEM designation, and hands-on learning through practicums and internships to deliver real-world, career-ready skills.

  Is the MSBA program STEM-designated?

Yes. The program qualifies for STEM designation, allowing eligible international students to apply for a 24-month OPT extension.

  Will I get hands-on experience?

Yes. You’ll complete a three-part practicum sequence and an applied analytics internship or elective experience.

  Do I need test scores to apply?

No. GMAT and GRE scores are not required for admission.

  Can this program lead to an MBA?

Yes. MSBA graduates may transfer up to 20 units toward a Pepperdine Graziadio MBA, accelerating their path to a second graduate degree.