Clean messy data Build a model and test if it is any good Explain the result to people who decide

• WEF expects 170 million jobs created and 92 million displaced by 2030Big data, fintech and AI/ML specialists grow fastest and clerical work shrinks fastest; graphic designers now appear among the decliners while UI/UX designers grow, so aim for the judgement-heavy end of any field.
• Microsoft study: writers, journalists, data scientists and web developers are among the jobs AI applies to mostIf most of a job is finding, writing or explaining information, AI already does part of it; the authors stress this is not a forecast of job loss, so build the parts it can’t do: judgement, people and hands-on work.
• Stanford: young workers in AI-exposed jobs are now 19% behind their peersIn US payroll data, employment of 22–25-year-olds in the most AI-exposed jobs is about 19% below where it would be had it kept pace with less-exposed peers, so entry-level is where AI bites first.
• Anthropic Economic Index: computer and maths tasks are about a third of Claude.ai chats and 46% of API trafficSoftware work is where AI is used most and API use is mostly hands-off automation, while lab-heavy jobs like microbiology rank lower and radiology ranks higher on how much of the job AI covers.
• Stanford AI Index 2026: a key coding benchmark jumped from 60% to near 100% in a yearAI coding ability leapt in one year and organisational adoption reached 88%, so expect AI tools in every technical job and learn to direct and check them.
• Nasscom: tech revenue up 6.1% to $315 billion, jobs up only 2.3%The industry keeps growing but added only 1.35 lakh net jobs in FY26, so each seat goes to graduates with stronger, AI-ready skills.
• India hosts over 1,700 global capability centres employing over 1.9 million peopleGlobal companies run their own technology and business teams in India, a large employer beyond IT services firms, so aim at GCCs as well as campus placements.
• US adds a $100,000 payment to new H-1B petitionsHiring a new graduate from abroad onto an H-1B got far costlier for US employers, so build a plan that works from India first and treats the US as optional.
• H-1B lottery is now weighted toward higher wage levelsFrom the FY2027 lottery, higher-paid offers get better odds than entry-level ones, which makes a first US job after graduation harder to land.
• $100,000 H-1B fee extended to 2027 while a court order blocks itUS work-visa rules are being fought in court and can flip within months, so don’t build a plan that only works if the H-1B door is open.
• US student visas for Indians fell 69% in the peak months of 2025Far fewer F-1 visas went to Indian students in June–July 2025 than a year earlier, so keep an India or other-country option alive for a master’s or PhD.
• RBI publishes the FREE-AI framework for AI in financeRBI’s committee set 7 principles and 26 recommendations for using AI in finance, so people who understand models, risk and audit gain an edge.

• Software engineerBuild the apps and systems millions of people use
• Finance and businessMarkets, deals and the decisions behind companies
• Research scientistAsk questions nobody has answered yet, for a living

1. Bingy's career notes (hand-written for the prototype; salaries are rough ranges)Estimate
   As of 2026-10-15

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