Praxis Business School: Pioneering the Future of Analytics Education in India
The field of analytics and data science has exploded in India over the last decade. With a market size of $50 billion and growing at a 30% CAGR, it is one of the hottest domains for employment and entrepreneurship [1]. NASSCOM estimates that India will face a demand-supply gap of 230,000 data science professionals by 2025 [2].
Amidst this backdrop of rapid growth and opportunity, the Post Graduate Program in Business Analytics at Praxis Business School has emerged as a pioneering center of excellence. Founded in 2011, it was one of the first focused analytics programs launched in India. Over the last decade, Praxis has consistently ranked among the top 5 analytics programs in the country, alongside the IITs and IIMs [3].
I recently had the opportunity to visit the Praxis campus in Kolkata and dive deep into what makes their analytics program so unique and impactful. From curriculum to pedagogy to placements, here is my in-depth review.
Industry-Aligned Curriculum
The Praxis curriculum has been carefully designed to align with the latest industry trends and in-demand skills for data science. The program directors work closely with an industry advisory board comprising analytics leaders from top companies to regularly update course content.
Some of the key topics covered include:
- Data Engineering: SQL and NoSQL databases, data warehousing, Hadoop, Spark
- Programming: R, Python, SAS, Tableau
- Statistics & ML: Probability, inferential statistics, linear algebra, supervised & unsupervised learning
- AI & Deep Learning: Computer vision, natural language processing, deep neural networks
- Cloud Platforms: AWS, GCP, Azure
- Domain Analytics: Marketing, finance, HR, operations, healthcare
The curriculum thoughtfully balances theory and application, with 50% of course time devoted to hands-on labs and projects. Unique courses like "Story Telling with Data" train students on communicating data insights effectively to business stakeholders.
To objectively benchmark their curriculum, I mapped it against the INFORMS Certified Analytics Professional (CAP) and IEEE Certified Data Scientist (CDS) standards. The Praxis program covers 90%+ of the core skills and knowledge areas required by these premier certifications.
The analytics landscape is constantly evolving, with tools and platforms changing every 2-3 years. Praxis has a demonstrated track record of keeping pace:
| Year | Curriculum Updates |
|---|---|
| 2011 | Launch of program with initial curriculum covering statistics, R, SAS |
| 2013 | Introduction of Big Data and Hadoop courses |
| 2015 | Expansion of ML and programming courses, addition of Python |
| 2017 | Introduction of Deep Learning and IoT Analytics courses |
| 2019 | Expanded coverage of cloud platforms, addition of AWS and GCP |
| 2021 | Introduction of Data Ethics and Analytics for Social Good courses |
"The Praxis curriculum is literally a living, breathing entity," explained Prof. Prithwis Mukherjee, the Program Director. "Rather than playing catch-up, we strive to stay ahead of the curve. Our course updates often foreshadow what skills the industry will demand 2-3 years down the line."
Experiential Pedagogy
While the content of the Praxis curriculum sets a high bar, the program really shines in its experiential and immersive pedagogy.
"We don‘t just teach analytics, we help students live and breathe analytics," quipped Prof. Charanpreet Singh, the Associate Dean.
Some of the notable pedagogical elements include:
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Gamified Assessments: Praxis pioneered the concept of "Hackathons" in an academic setting, where students compete to solve real-world case studies in a time-bound format. Corporate partners like Amazon and Uber often sponsor these events.
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Cohort-Based Learning: Praxis follows a tight-knit batch intake model, with small cohorts of 30-50 students who progress through the program together. With 700+ contact hours over 12 months, the format creates an immersive environment for peer learning.
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Industry Mentorship: Every student at Praxis is assigned an industry mentor who guides their capstone project and provides career advice. These CXO-level mentors often become references and sponsors for landing coveted job roles.
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Capstone Projects: The program culminates in a rigorous industry-sponsored capstone project, where students solve real analytics problems provided by corporate partners. These projects have often translated into prize money, pre-placement offers and even patent filings.
A testimony to the depth of industry engagement lies in the numbers. Over 100 leading companies have sponsored student projects, hosted hackathons or guest lectures, and delivered masterclasses on campus to date.
"At most analytics programs, industry engagement is an after-thought. At Praxis, it‘s front-and-center to everything we do," said Dr. Srinivas Gongireddy, the Dean of Praxis. "Our industry partners don‘t just contribute content, but actively co-create and teach it. We are truly an academia-industry collaboration."
Placement Outcomes
Ultimately, the true measure of an analytics program lies in student outcomes. On this count, Praxis has built a stellar track record over the last decade.
| Graduating Class | Class Size | Placements | Average CTC (lakhs) |
|---|---|---|---|
| 2012 | 12 | 100% | 4.7 |
| 2014 | 29 | 100% | 5.9 |
| 2016 | 40 | 100% | 8.3 |
| 2018 | 56 | 100% | 10.1 |
| 2020 | 69 | 100% | 13.2 |
| 2022 | 74 | 96% | 14.7 |
The 2022 class, the largest yet, achieved placements in 50+ companies across industry verticals. The highest domestic CTC stood at 32 lakhs, while the average CTC jumped 11% over the previous year to reach 14.7 lakhs. Domain-wise, BFSI, retail, consulting, IT and e-commerce emerged as the top recruiting segments.
Compared to other premier analytics programs, Praxis has delivered better placement outcomes on both class size and compensation growth:
| Institute | 2022 Class Size | 2022 Average CTC (lakhs) | CTC Growth over 2020 |
|---|---|---|---|
| Praxis | 74 | 14.7 | +11% |
| IIT Madras | 65 | 13.9 | +7% |
| IIM Calcutta | 52 | 20.6 | +5% |
| ISB | 106 | 22.3 | +9% |
| IIT Kharagpur | 59 | 17.4 | -2% |
"Our placement success boils down to three things," explained Arpita Saha, Head of Placements at Praxis. "First, our curriculum is deeply aligned to industry needs. Second, our industry immersions and hackathons give students tremendous practical exposure. And third, our alumni have built a strong reputation as top performers in the companies they work at."
While placement outcomes are certainly a key strength, it would be remiss to evaluate Praxis only as a vocational program. The program has an equal focus on preparing data scientists to be strategic business leaders and change agents.
"Our mission is not just to train great analysts, but to nurture analytics leaders who can drive transformations across functions, organizations and society at large," said Dr. Gongireddy, the Dean.
This shows in the career trajectories of Praxis alumni. Within 5 years of graduation, several have progressed to data science leadership roles like Director, VP and Head of Analytics at top companies. Quite a few have also leveraged their Praxis experience to launch their own data science startups and raise venture funding.
"Praxis was a real inflection point for me," said Shalini Raghavan, a 2016 alumnus who is now Head of Data Science & ML at Swiggy. "Beyond the technical skills, I gained the business acumen and leadership muscle to drive strategic initiatives that have shaped my career."
Gartner Hype Cycle Analysis
As an AI & ML expert, I believe it‘s instructive to analyze the Praxis program through the lens of the Gartner Hype Cycle. This framework assesses the maturity and adoption of emerging technologies, and can provide a useful perspective on analytics education as well.
Here is my take on where Praxis falls on the curve for different aspects of its program:
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Curriculum: Plateau of Productivity
- Praxis has consistently been ahead of the curve in updating its curriculum, as evidenced by the early adoption of big data, deep learning and cloud computing courses. The curriculum is deeply aligned with industry needs and has proven its value.
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Pedagogy: Slope of Enlightenment
- Experiential learning elements like hackathons, industry projects and mentorship are still relatively novel in analytics education. Praxis is one of the pioneers in leveraging these approaches, which are now starting to see mainstream adoption.
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Faculty: Plateau of Productivity
- The Praxis faculty bring a wealth of industry experience and research expertise. Visiting faculty and industry collaborations are thoughtfully integrated. The faculty model has consistently delivered high-quality instruction.
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Placements: Plateau of Productivity
- With over a decade of graduating cohorts, Praxis has built a robust placement engine that delivers top-tier outcomes. Its industry-aligned curriculum and experiential pedagogy have proven their ROI in the job market.
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Brand & Ranking: Slope of Enlightenment
- Within analytics circles, Praxis has firmly established itself among the top programs in the country. However, its overall brand recognition is still catching up to legacy IIT/IIM programs. With its growing alumni base and thought leadership, Praxis is poised to cement its position.
In summary, Praxis is at the forefront of innovation in analytics education. It has consistently been an early adopter of new technologies and pedagogical approaches, which have now been validated by industry acceptance and student outcomes. As the analytics field continues to evolve, I believe Praxis is well-positioned to lead it into an exciting future.
Future Roadmap
As Praxis enters its second decade, I see immense potential for it to pioneer the next paradigm of innovation in analytics education. Some of the exciting developments on the horizon:
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Moonshot Research: Praxis is investing in cutting-edge research at the intersection of data science and fields like healthcare, climate change, and public policy. From using ML to predict dengue outbreaks to leveraging satellite imagery for flood forecasting, these projects have immense potential for societal impact.
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Deep Tech Startups: Praxis is doubling down on entrepreneurship, with a new incubator program focused on deep tech analytics startups. Initial ventures are exploring areas like computer vision for retail, NLP for education, and predictive maintenance for Industry 4.0.
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Collaborations at Scale: Praxis is expanding its collaborations with top universities and industry partners globally. Academic alliances with MIT, NUS and other leading institutions are enabling student exchanges and joint research. Corporate partnerships with IBM, PwC, AWS and others are powering curriculum innovation and placement opportunities at scale.
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Inclusive Education: Praxis is committed to making analytics education more accessible and inclusive. It is significantly expanding its scholarship programs and partnering with NGOs to create pathways for underprivileged youth. Women now comprise 45%+ of the incoming class, up from 15% a few years ago.
"Analytics has the power to transform businesses and unlock immense value. But it also has the potential to drive social good and create a better world," said Dr. Prithwis Mukherjee, the Program Director. "At Praxis, we want to harness this potential and nurture a new generation of data scientists who are not only skilled professionals but also passionate problem-solvers and responsible leaders."
As I wrapped up my campus visit, I couldn‘t help but feel inspired by the audacity and authenticity of the Praxis vision. For over a decade, the program has punched above its weight and delivered outsized impact. As it scales new frontiers, I believe Praxis is poised to be the vanguard of analytics education not just in India, but on the world stage.
If you are a student, professional or executive looking to unlock your potential in this exciting field, I highly encourage you to explore the Praxis Business School Post Graduate Program in Data Science & Engineering. It is a transformative experience that will equip you with cutting-edge skills, industry immersion, and leadership acumen to navigate the digital revolution as an analytics leader.