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How to plan for the AI-Driven World: What to Expect in the Next 10–20 Years

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Planning for the Future in an AI-Driven World: What to Expect in the Next 10–20 Years Artificial intelligence and robotics are transforming the way we live, work, and consume. As automation becomes more advanced and widespread, it is expected to reshape the economy significantly over the next two decades. Understanding these changes now can help individuals make better career and investment decisions for a stable and secure future. AI Will Make Production Cheaper, But Will Consumers Be Able to Buy? One major effect of AI and robotics is the reduction in the cost of producing goods and services. Machines can perform tasks faster and more efficiently than humans in many cases. This will likely make products cheaper and more accessible—at least in theory. However, if many people lose their jobs to automation or face stagnant wages, overall purchasing power could decline. That means even if products are inexpensive, fewer people may be able to afford them, reducing demand and affecting...
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Data fabric with use cases.. Comparison with Data lake, Data Mesh

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  Understanding Data Fabric: Concepts, Industries, and Use Cases What is a Data Fabric? Data Fabric is a unified architecture and set of data services that provide consistent capabilities across a choice of endpoints spanning on-premises and multiple cloud environments. It is designed to simplify data access and management across the increasingly complex data landscapes businesses face today. By integrating data from disparate sources and enabling intelligent data movement, a data fabric makes it easier to deliver accurate, real-time data for analytics, governance, and operational needs. Data fabric leverages technologies such as artificial intelligence (AI), machine learning (ML), metadata management, knowledge graphs, and semantic integration to automate and optimize data discovery, integration, quality, governance, and orchestration. In simpler terms, data fabric is like a smart, flexible “layer” that connects all your data no matter where it lives—cloud, hybrid, or on-prem...
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Preparing Students for an AI-Powered Future: What to Focus On

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Preparing Students for an AI-Powered Future: What to Focus On As AI and automation reshape the job market, senior secondary students must be equipped with the right knowledge and skills to remain relevant. Based on insights from Geoffrey Hinton ("Godfather of AI") and global trends, here’s a comprehensive guide on how to prepare—and which careers are most likely to thrive or decline. 🔻 Jobs Most Vulnerable to Automation These roles are repetitive, data-driven, or rules-based—making them easier for AI to take over. Routine White-Collar Jobs Paralegals: AI can review contracts and legal documents faster. Customer Support Agents: Replaced by chatbots and automated systems. Data Entry Clerks & Bookkeepers: AI handles data processing and bookkeeping tasks efficiently. Administrative Assistants: Many scheduling and coordination tasks are now automated. Repetitive Digital Roles Basic Coders: AI tools can generate simple code with little supervision. Co...
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You may have 'Imposter syndrome' if you doubt your accomplishments.

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  Imposter syndrome, also known as imposter phenomenon or impostorism, is a psychological pattern in which an individual doubts their accomplishments and has a persistent internalized fear of being exposed as someone who doesn't deserve the position he/she has like an imposter.   Despite external evidence of their competence, those with imposter syndrome remain convinced that they don't deserve the success they've achieved and attribute it to luck, timing, or deceiving others. This can lead to anxiety and self-doubt. It can hinder success in career and social matters. Taking some steps can solve this issue and restore confidence. Here are three diverse examples and their solutions: Example 1: The Accomplished Academic Scenario: Dr. Anya Sharma has just been granted tenure at a prestigious university. She has a strong publication record, excellent teaching evaluations, and has secured significant research grants. Yet, she constantly feels like she's not intelligent ...
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Industry expectations for Mid to Sr level Data Science professionals - 2 sample JDs and skills

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 JD 1: < This is from a well known company> Here is the cleaned-up and streamlined job description for the Director – Data Science (LLM/Gen AI) role, with all recruiter info, marketing text, job board content, and unrelated company info removed. Only content relevant to understanding the role and responsibilities has been retained: Role: Director – Data Science (LLM/Gen AI) Experience Required: 15–20 years Location: Hyderabad (Hybrid ) Employment Type: Full Time, Permanent Role Summary: This is a leadership role responsible for driving the organization’s data science, generative AI, and automation strategy. The role focuses heavily on Large Language Models (LLMs) , intelligent automation, and applied machine learning, requiring strong strategic, technical, and team leadership skills. Key Responsibilities: Leadership & Strategy Lead and mentor data scientists, ML engineers, and automation experts. Define and execute the organization's AI, LLM, and automation v...
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How self-deception hinders progress

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  Self-deception is the act of lying to oneself or refusing to accept reality in order to protect one’s ego, beliefs, or comfort. It blocks growth by masking problems, avoiding responsibility, or distorting facts. Here are 6 real-world scenarios where self-deception hinders personal or professional progress: 🔹 1. Health & Fitness: “I’m healthy enough.” Scenario A: A 45-year-old man with borderline diabetes convinces himself, “My sugar levels aren’t that bad. I feel fine.” ➡ He ignores dietary changes, skips check-ups, and ends up needing insulin within a year. Scenario B: A woman insists, “I gain weight no matter what I do,” while regularly consuming high-calorie snacks at night. ➡ She resists tracking calories, sabotaging any weight loss attempts. 🔹 2. Career Stagnation: “I deserve a promotion.” Scenario A: An employee feels entitled to a promotion, saying “I’ve been here 10 years” , but avoids learning new tools or managing teams. ➡ Promotions go to others w...
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5 Proven Steps to Negotiate Like a World-Class CEO

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  Master the Deal: How to Negotiate Like a World-Class CEO Negotiation isn't just a business tactic—it's a life skill. Whether you're closing a high-stakes contract, negotiating your salary, or resolving a conflict, mastering these five principles—originally developed by leading negotiation experts and refined by successful leaders—can elevate your outcomes dramatically. 1. Plan Your BATNA (Best Alternative To a Negotiated Agreement) Why It Matters: Your BATNA is your fallback option. If the deal doesn’t work, what will you do instead? Knowing this boosts your confidence and prevents desperation. Expanded Points: Stress-Test Your BATNA : Visualize what could go wrong and how you’d respond. Have a Tiered BATNA : Prepare multiple alternatives, not just one. Quantify the BATNA : Assign real-world value—cost, time, emotional toll. Scenario 1 – Salary Negotiation: You're asking for a raise. BATNA: you already have a job offer elsewhere with a 15% higher salary. T...
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