IIMB BSc Data Science Syllabus 2026 [Semester Wise]

Overview: The IIMB BSc Data Science syllabus 2026 provides students with a combination of data science, business, and economics. The four-year course is concentrated on theory and practice through coding, maths, AI, projects, internships, and international exposure. It aims to enable students to acquire the proper skills to pursue careers in technology, business, and research.

The IIMB BSc Data Science program is one of the most unique undergraduate programs in India.

Offered by the Indian Institute of Management Bangalore (IIMB), it combines technical training in Data Science, AI, and Mathematics with a strong foundation in Economics, Management, and Psychology.

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The program leads to the award of Bachelor of Science (Honours) in Data Science.

This guide will help you understand the IIMB BSc Data Science syllabus, semester-wise subjects, electives, skill development opportunities, career prospects, and more.

If you're planning to apply to this program, keep reading to learn everything about the IIM Bangalore BSc Data Science curriculum.

Semester-Wise IIMB BSc Data Science Program 2026

The syllabus of IIMB BSc Data Science is spread across eight semesters, with each semester blending technical and non-technical subjects.

Every semester of the IIMB BSc Data Science syllabus is carefully structured to ensure progressive learning from basics like programming to advanced AI and deep learning.

Semester I

• Programming 1
• Probability
• Linear Algebra
• Calculus
• Professional Communication 1
• Environmental Science
• Sports / Yoga

Semester II

• Statistical Inference
• Programming 2
• Linear & Integer Programming
• Differential Equations
• Technical Writing 1
• Macroeconomics 1
• Critical Thinking & Logic

Check: IIMB UG Eligibility Criteria 2026

Semester III

• Stochastic Processes
• Data Structures & Algorithms
• Data Mining & Decision Trees
• Econometrics 1
• Professional Communication 2
• Digital Literacy
• Foundations of Management 1

Semester IV

• Machine Learning
• Data Dashboards & Storytelling
• Econometrics 2
• Microeconomics 1
• Technical Writing 2
• Elective
• Understanding India & Economy

Semester V

• Time Series & Forecasting
• Corporate Finance
• Operations Management
• Game Theory
• Human Behaviour & Psychology
• Indian Constitution & Law
• Elective

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Semester VI

• Foundations of AI
• Behavioral Economics
• Managerial Decision Making
• Personal Finance
• International Religion
• Elective
• Foundations of Management 2

Semester VII

• Reinforcement Learning & Deep Learning
• Generative AI and Agentic AI
• Building the New Venture
• Investments
• Ethics & Values
• Elective

Semester VIII

• Sampling Design & Design of Experiments / Capstone
• Nonlinear & Dynamic Programming / Capstone
• Valuation
• Elective

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What are the Core Subjects in IIMB BSc Data Science Syllabus 2026

At its core, the syllabus is anchored in a robust quantitative and computational foundation, ensuring learners gain mastery in the principles that underpin modern data science. Key domains include:

• Mathematics and Statistics, including probability, linear algebra, Calculus, and Statistical Inference, form the analytical backbone.

• Programming and Algorithms: A sequence of programming and computational courses strengthens coding proficiency, algorithmic design, and data handling.

• Machine Learning and AI: From supervised learning to generative and reinforcement models, the curriculum scales toward advanced artificial intelligence.

• Econometrics and Optimization: Students learn to translate data into insights through econometric modelling, stochastic processes, and optimization techniques.

Economics and Management Components in IIMB BSc Data Science Syllabus 2026

Complementing the technical curriculum, the programme integrates a Minor in Economics and essential management coursework that bridges analytical skills with contextual business understanding.

Representative courses include:

• Microeconomics and Macroeconomics for market and policy analysis

• Corporate Finance and Operations Management for financial and operational acumen

• Behavioural Economics and Game Theory for strategic and psychological insights

• Foundations of Management and Decision Making for Managerial Preparedness

This multidisciplinary approach cultivates data scientists who are not only technically adept but also economically and managerially literate.

Electives in IIMB BSc Data Science Syllabus 2026

From the fifth semester onward, students can personalize their learning trajectory through advanced data science electives that enable them to develop domain-specific expertise. Indicative electives include:

• Quantitative Risk Management

• Supply Chain Optimization

• Combinatorial Optimization

• Big Data Computing

• Stochastic Differential Equations

• Nonlinear and Non-parametric Regression

The inclusion of electives in the IIMB BSc Data Science syllabus ensures flexibility for students to explore specialized areas such as Quantitative Risk Management and Big Data.

These electives facilitate exploration of emerging subfields, equipping students to address complex industry and research challenges. 

Skill Development and Life-Learning Courses in IIMB BSc Data Science Syllabus 2026

IIMB's curriculum philosophy extends beyond disciplinary mastery to encompass holistic learner development. The syllabus comprises a range of courses and modules designed to cultivate communication competence, ethical reasoning, and socio-civic awareness.

Key components include:

• Professional Communication & Technical Writing for academic and corporate fluency

• Critical Thinking, Logic, and Ethics for sound analytical judgment

• Digital Literacy, Personal Finance, and Environmental Studies for 21st-century life skills

• Sports, Yoga, and Psychology for wellness and self-awareness

Such courses prepare learners to thrive in dynamic, multicultural professional environments.

Capstone Project and Practical Components in IIMB BSc Data Science Syllabus 2026

The final-year Capstone Project serves as an integrative experience where students synthesize their technical and contextual knowledge to solve real-world problems.

Projects may involve:

• Applied data analysis with industry or research partners

• Development of AI/ML-based solutions

• Economic modelling and policy simulations

The curriculum also includes internships, industry workshops, and experiential learning modules that simulate professional settings, promoting job readiness.

Emerging Technologies Focus in IIMB BSc Data Science Syllabus 2026

To remain aligned with technological evolution, the IIMB Data Science syllabus integrates advanced modules on AI-driven innovation. Students engage with the frontier of computational intelligence through courses such as:

• Foundations of AI

• Reinforcement Learning and Deep Learning

• Generative and Agentic AI

This forward-focused component ensures learners develop fluency in next-generation AI architectures, algorithmic reasoning, and ethical implementation frameworks.

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Curriculum and Learning Experience at IIMB

The B.Sc. (Hons) in Data Science program at IIM Bangalore is designed to provide a strong academic foundation, complemented by real-world exposure.

The curriculum will be delivered by IIM Bangalore's core faculty, along with visiting and adjunct professors, renowned academicians, and experienced industry practitioners.

This blend of academic and professional expertise ensures a rich, rigorous, and practice-oriented learning experience.

IIMB BSc Data Science Program Career Development and Student Support

The program not only emphasizes academic excellence but also focuses on preparing students for top-tier careers and advanced studies in India and abroad.

Students will receive comprehensive support through:

• Career counselling and guidance to help identify suitable career paths and higher education opportunities.
• Resume-building and interview preparation workshops to enhance professional readiness.
• Placement and internship support to connect students with leading organizations.
• Industry networking and mentorship through IIM Bangalore's extensive alum network and professional partnerships.

This holistic approach equips graduates with both technical competence and career confidence, enabling them to excel in dynamic global environments.

Also read: IIM Bangalore BBA/DBE Seats 2026

What are the Career Opportunities After B.Sc. Data Science from IIMB

Graduates can pursue diverse career paths such as:

• Data Scientist / Data Analyst
• AI / ML Engineer
• Business Analyst
• Financial Analyst
• Product Manager
• Entrepreneur

They can also opt for higher studies like MSc, MBA, or PhD in India or abroad.

The IIMB BSc Data Science syllabus is also designed to provide a strong foundation for higher studies in data science, economics, and management.

What are the Fee Structure & Scholarships of IIMB BSc Data Science Program 2026

The annual programme fee for the first two years is ₹8.5 lakhs per annum.

The fee covers tuition, hostel accommodation, and examination charges.

A limited increase, as approved by the IIMB Board, may apply in the third year.

Item	Details
Annual Programme Fee (Years 1 & 2)	₹8.5 lakhs per annum
Annual Programme Fee (Year 3)	Subject to a limited increase as approved by the IIMB Board
Fee Includes	Tuition, hostel accommodation, and examination fees
Not Included	Mess charges (managed on a cost-sharing basis)
Estimated Additional Monthly Expense	₹8,000 - ₹10,000
Note	Refer to the official IIMB website for the most current fee and cost details

The overall cost of study is designed to remain competitive while ensuring high-quality academic and residential facilities for students.

IIMB UG Admissions Test Fee

The examination fee for the IIMB Undergraduate Admissions Test varies based on the candidate's category, as detailed below.

Category	Examination Fee
General / EWS / NC-OBC	₹3,000
SC / ST / PwD	₹1,500

Candidates are advised to verify the latest fee details and payment instructions on the official IIMB admissions website before applying.

Scholarships

IIM Bangalore offers need-based scholarships to support deserving students.

The detailed scholarship policy, along with eligibility criteria and the application process, will be made available on the programme's official website.

Students are encouraged to review these details carefully and apply them within the specified timelines to take advantage of the benefits.

Read more: IIMB BSC Data Science Application Form 2026

The IIMB BSc Data Science syllabus is designed to go beyond traditional data science courses.

With a mix of maths, programming, AI, economics, and psychology, plus global exposure and skill development, it prepares students for top careers in data-driven industries.

If you want a degree that blends technical knowledge with business and real-world problem-solving, the IIM Bangalore BSc Data Science curriculum is one of the best choices in India, and aspirants can strengthen their preparation through the IIM Bangalore Entrance Mock Test by SuperGrads.

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Key Takeaways

• The IIMB BSc Data Science is a four-year full-time residential programme delivered at the new Jigani campus.
• Interdisciplinary focus: Data Science + Economics + Management.
• Hands-on learning through capstone projects and internships.
• Future-ready skills in AI, Machine Learning.
• The IIM Bangalore BSc Data Science Syllabus covers core subjects like probability, statistics, algorithms, AI, and machine learning, alongside economics, management, and psychology.
• Admissions are based on a national-level entrance exam followed by a personal interview, with Mathematics in Class XII (minimum 60%) as a requirement.
• The programme fee is ₹8.5 lakh per annum, with 20% aggregate financial aid and additional scholarships for deserving students.
• Students benefit from global exchange terms, internships, and placement support, making the syllabus of IIMB BSc Data Science highly career-oriented.
• Graduates are well-prepared for careers in analytics, consulting, finance, technology, or advanced academic research.

Check: IIMB UG Entrance Exam Preparation 2026