1. Curriculum & Academic Coursework
Standardized academic paths are cross-referenced directly with official course listings from IIT Bombay, IIT Delhi, IIT Madras, NIT Trichy, BITS Pilani, and the AICTE Model Curriculum guidelines.
2. Placements & Starting Packages
Median and top-10% salary arcs are verified using official annual placement reports released by IIT Bombay, IIT Madras, IIT Kharagpur, and NIT datasets, alongside verified industry starting salaries in India.
3. AI Replaceability & Exposure Analysis
AI risk calculations and task exposure profiles are based on research from OpenAI/UPenn ("GPs are GPTs"), McKinsey Global Institute ("The Economic Potential of GenAI"), and official Anthropic/Claude capabilities papers.
4. Skills & Employability Ratios
Self-learning vs. coursework dynamics are aggregated from national industry readiness studies including the Wheebox India Skills Report and NASSCOM software recruitment specifications.
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