How Companies Actually Make Decisions

Why workplace decisions feel irrational at first and how understanding this helps students succeed early at work. Most students grow up believing decisions work in a straight line. You collect information, analyse it carefully, compare options and choose the best one. This is how exams work. This is how case studies are written. It is […]
India’s AI Ethics Bill Opens up Exciting Career Opportunities

India’s Artificial Intelligence (Ethics and Accountability) Bill, 2025, marks a pivotal shift toward regulated AI deployment, creating fresh career pathways for management and data science students eager to blend tech with ethics. This private member’s bill, tabled in Parliament on December 17, 2025, establishes an Ethics Committee for AI oversight, imposes developer obligations like bias […]
Being ‘Fast Enough’ Beats Being Perfect Early in Your Career

Early careers reward progress over polish. Learning to deliver fast and fix later builds trust, visibility and real-world skills. Early in your career, being ‘fast enough’ often matters more than being perfect and this is not just advice passed down by managers. It is how real work actually gets done. At companies like Google, teams […]
Climbing the Generative AI Risk Slope: A Student’s Guide to “Small t” Transformations

As you prepare to enter a workforce being fundamentally reshaped by artificial intelligence, understanding how organizations actually implement these tools will give you a significant career advantage. Research from MIT Sloan senior lecturers Melissa Webster and George Westerman, published in MIT Sloan Management Review, reveals that successful companies avoid sweeping AI overhauls. Instead, they pursue […]
The Double-Edged Sword of Generative AI: Cognitive Risks in Organizational Intelligence

Generative AI (GenAI) integrates into workflows to boost productivity, yet research reveals significant risks of cognitive atrophy without proper guardrails. A Microsoft study analyzing 936 work tasks found higher GenAI confidence correlates with reduced critical thinking, shifting human effort toward mere verification. This data-driven analysis, drawing from MIT, Harvard, and enterprise reports, examines implications for […]
It’s AI vs AI in an Always-on Payments Fraud War

To catch a thief, you must think like one. As digital payments dominate global commerce, fraudsters aren’t just following the money—they’re engineering sophisticated attacks that exploit the very features making digital payments convenient. Here’s what’s actually happening in the shadows of our digital economy, backed by hard data. A shade shy of a half-a-trillion US […]
What Being Productive Really Means in Your First Job

Productivity in your first job is about being reliable, clear and fast enough when it matters. When students hear the word “productivity,” they often imagine long hours, intense focus or doing something impressive. Real entry-level productivity looks much simpler. It means a manager can trust that work will be delivered as asked, on time and […]
AI Can Help You Code Faster but There’s a Catch

AI coding tools accelerate output dramatically, but without governance they quietly accumulate technical debt, coordination costs and long-term engineering risk. Few enterprise technologies have spread through engineering teams as quickly as generative AI coding tools. From code completion to refactoring, debugging and documentation, AI-assisted development promises a sharp productivity lift. Early evidence supports that optimism. […]
Around Human-Agent Teams; Polyglot Profiles in Demand

AI Agents: From Experiments to Enterprise Backbone India’s enterprises have shattered the AI hobbyist phase. Microsoft’s 2025 Work Trend Index reveals that 93% of Indian business leaders plan to deploy AI agents within the next 12–18 months—the highest rate among 31 surveyed countries. Already, 59% of leaders use these agents to orchestrate entire workflows, signaling […]
Management Lessons from New Twists to Old Proverbs

As we are on the threshold of a new year, and perhaps more interestingly completing a quarter of the new millennium, it is a moment to pause and look at how our known world has changed in the last 12 months, or have been transforming (a word more suited to the magnitude of this mutating […]