Business Analysis & Intelligence for Modern Organizations

The module is designed to bridge the persistent gap between academic learning and industry expectations that limits employability in today’s data-driven business environment. As organizations increasingly rely on evidence-based decision-making, employers seek graduates who can translate business problems into structured analysis, work with organizational data, and communicate insights clearly to diverse stakeholders. This module develops these capabilities by integrating business fundamentals, analytical thinking, and practical business intelligence skills. Learners are trained to frame real-world business problems, define requirements, analyze operational and market data, and present insights using widely adopted tools and reporting practices. Emphasis is placed on industry-relevant workflows, cross-functional collaboration, and decision-oriented storytelling rather than abstract technical depth. By combining hands-on projects with realistic business scenarios, the program equips graduates from both technical and non-technical backgrounds with job-ready competencies required for entry-level analyst, MIS, consulting, and management support roles, thereby enhancing their readiness for modern organizational contexts. This module consists of six goals to ensure that learners do not merely learn tools, but develop the analytical judgment, quantitative reasoning, and communication skills required in modern organizations.

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Evaluating institutional and technical readiness for eVTOL operations in India

The rapid urbanisation of India, combined with increasing congestion in metropolitan areas, has accelerated interest in Advanced Air Mobility (AAM) as a complementary transport solution. Electric Vertical Take-Off and Landing (eVTOL) aircraft, supported by a network of vertiports, offer potential to ease logistical bottlenecks, improve connectivity, and support sustainable urban transport. However, India’s regulatory frameworks, infrastructure readiness, and stakeholder alignment remain at an early stage. This study evaluates the prospects for AAM deployment in India, with a focus on vertiport development across India. The findings aim to establish the infrastructural, institutional, and market prerequisites for AAM adoption, while identifying barriers related to safety, airspace management, and financial viability. By situating vertiports as the linchpin of India’s AAM ecosystem, the report outlines strategic pathways for phased implementation and stakeholder collaboration, ultimately framing AAM as both a technological innovation and a sustainable urban logistics solution.

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MySQL Data Mining and Power BI Visualization

Learning data mining with MySQL and visualization with Power BI is highly valuable because it combines robust, scalable data extraction, transformation, and analysis capabilities with powerful, user-friendly reporting and insight delivery. MySQL’s widespread adoption as an enterprise-quality, open-source database makes it an ideal platform for storing, managing, and mining large datasets. Through SQL, learners can apply advanced queries for data discovery, anomaly detection, trend analysis, and feature extraction. Integrating MySQL data mining with visualization in Power BI directly mirrors end-to-end data workflows used across industries today. Mastery of both tools is in high demand for data analysts, BI professionals, and data scientists, reflecting essential requirements for effective data engineering, business reporting, and operational analytics roles. 

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Adaptive educational systems

Designing an adaptive educational system requires clear objectives that guide development, implementation, and continuous improvement. Adaptive Educational Systems (AES) address persistent challenges and evolving demands in both traditional and digital learning environments. An adaptive educational system is needed to ensure every learner receives the individualised support they require to succeed, while also providing educators with tools and data to optimise outcomes. Personalisation transforms education from a one-size-fits-all model to a learner-centered approach, equipping students not just with knowledge but also the motivation, skills, and confidence to succeed

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