MS in Business Analytics and Data Science

2 Years On Campus Bachelors Program

Oklahoma State University

Program Overview

The Master of Science in Business Analytics and Data Science at Oklahoma State University is a STEM-designated program designed to develop professionals who can transform complex data into meaningful business insights and strategic decisions. Through a combination of statistical analysis, programming, predictive modelling and business applications, students gain the technical and analytical skills needed to pursue careers in data science, business analytics and consulting.

Curriculum Structure

The program is designed around core analytical subjects and specialist electives. The university's published curriculum is organised by credit requirements rather than a fixed year-wise module sequence, so the following structure presents the typical progression without inventing course allocations.

First Year: Students build their foundations in business analytics, statistics and data programming. Courses such as Descriptive Business Analytics, Statistics for Data Science and Programming for Data Science and Analytics I develop their ability to organise, interpret and analyse business data.

Second Year: Students advance into predictive and advanced analytical techniques, data preparation and applied business research. Subjects such as Predictive Business Analytics, Advanced Business Analytics and Advanced Data Wrangling strengthen their ability to develop analytical models, manage complex datasets and support evidence-based business decisions. Students can further customise their studies through specialist electives and practicum opportunities.

Focus Areas

Business analytics, predictive modelling, statistical analysis, data science programming, marketing analytics, healthcare analytics, cybersecurity analytics, advanced data science and data visualisation.

Learning Outcomes

Develop and interpret predictive models, analyse complex datasets, apply statistical and programming techniques, communicate data-driven insights, solve real-world business problems and support strategic decision-making.

Professional Alignment (Accreditation)

The program is STEM-designated, supporting its relevance to technical and analytical careers. The Spears School of Business holds accreditation from the AACSB (Association to Advance Collegiate Schools of Business), an internationally recognised standard for business education.

Reputation (Employability Rankings):

Fortune 2025: Ranked No. 2 nationally among Best Master's in Data Science programs for the in-person MS BAnDS.
TFE Times: The university's program page also reports a No. 19 ranking among Master's in Business Analytics programs.
Graduate employment: The university reports that nearly 100% of MS BAnDS graduates received full-time job offers within six months of graduation over the four years highlighted in its 2024 ranking announcement.

Experiential Learning (Research, Projects, Internships etc.)

Oklahoma State University combines analytical theory with practical exposure to enterprise-level technologies and real-world business challenges. Students receive hands-on training using industry-relevant analytics platforms, while practicum work, internships and case competitions help them develop professional problem-solving, research and presentation skills. The program also encourages participation in specialist analytics conferences, where students can present their research and compete for recognition.

Practical learning opportunities and resources include:

Industry Software and Digital Tools: Alteryx, Microsoft Azure, Databricks, Google Cloud Platform (GCP), Power BI, Python, R, SAS, SQL, Snowflake, Tableau and TensorFlow.
Practicum and Internships: The Business Analytics Practicum (BAN 5400) provides applied learning, with the on-campus program offering opportunities for internships or externships lasting approximately 3–11 months during the final year.
Specialist Training: On-campus students are expected to participate in specialised training sessions and additional academic events alongside their regular coursework.
Real-World Case Competitions: Students participate in competitions such as the Humana-Mays Healthcare Analytics Case Competition, applying analytical methods to healthcare datasets and business challenges. In 2024, an OSU team secured third place and a $10,000 prize.
Industry-Based Projects: The program's annual case competition has included real-world analytics challenges provided by Love's Travel Stops, with students presenting their findings to industry professionals.
Research and Conferences: Students have opportunities to present research at analytics conferences, including SAS Users Group events and INFORMS conferences.
Industry Exposure: Students have access to employer engagement and company visits through Spears Business graduate activities.

Progression & Future Opportunities

Graduates of the MS in Business Analytics and Data Science are prepared for careers that combine technical expertise, statistical reasoning and business decision-making. The program develops skills applicable across technology, finance, healthcare, consulting, retail and other data-intensive industries. Typical career opportunities include:

Data Scientist
Business Intelligence Analyst
Business Analytics Consultant
Statistical Analyst

Career development and graduate opportunities at Oklahoma State University include:

Graduate Career Services: Spears Business provides personalised career support, including resume reviews, mock interviews, career fair preparation, employer connections, mentoring opportunities and career competency development.
Employer Connections: Companies recruiting MS BAnDS students include Amazon, Capital One, Apple, FedEx, General Motors, Humana, JPMorgan Chase and Walmart.
Employment Outcomes: The university's MS BAnDS FAQ reports that 100% of students received paid internships and 100% received full-time offers within six months of graduation over the five-year period highlighted in its published figures.
Graduate Employment Statistics: Spears School of Business reported a 93% employment, job-offer or further-study outcome for its MS Business Analytics graduates in 2023, based on the graduates it successfully tracked. This is a separate reporting cohort from the program's five-year placement figures.
Industry Engagement: Students gain opportunities to interact with employers through networking, company visits, competitions and industry-supported analytical projects.
Professional Recognition: The AACSB accreditation of Spears School of Business provides an internationally recognised quality assurance framework for business education.
Further Academic Progression: Graduates can pursue doctoral studies in Business Administration or related fields such as Management Information Systems, Statistics and Data Science. Students interested in combining advanced analytics with broader management expertise can also explore Oklahoma State University's MBA and MS BAnDS dual-degree pathway, subject to admission requirements.