April 21, 2026•1 min read•from Data Science

Karat’s 2026 Survey: Technical Interviews for Tech Roles Now Simulate Real Work

Our take

Karat's 2026 survey reveals a significant shift in technical interviews for tech roles, such as data science and software engineering, driven by AI advancements. These interviews are evolving into job-like simulations that assess candidates' reasoning, decision-making, and real-world skills, ensuring a more accurate evaluation of their capabilities. This transformation reflects the growing importance of practical skills in today's competitive job market. Have any professionals experienced a similar change in interview formats as a result of AI integration? Share your insights and experiences.

AI is transforming technical interviews for roles like data science and software engineering into job-like simulations that test reasoning, decision-making, and real-world skills. Have any professionals here encountered a similar shift in interview formats in light of AI?

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Interview Experience: Big teams look for potential, smaller teams look for how fast you can instantly come add valueMy interview experience has been a massively varied at this point, but what I've noticed is the massive difference between big companies like FAANG and smaller orgs like DS in banking or random small companies At FAANG it's kind of like an IQ + knowledge test (what google calls Role related knowledge) and smaller companies do assessments for very specific types of modeling or use cases, like build a model being evaluated on a certain metric. So at FAANG I was asked questions like "why is the formula for s.d. different for pop. vs sample', or 'what happens to the bias/variance in x,y,z situation' mean while at companies that are smaller and pay less they sent me a random 30-60 minute assessment and asked me to directly clean data and code up a model with sklearn/pandas. Is this what everyone else has experienced? It does seem like at smaller or traditional companies test if you will be a good code monkey while others look for actual understanding. submitted by /u/LeaguePrototype [link] [comments]

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Karat’s 2026 Survey: Technical Interviews for Tech Roles Now Simulate Real Work

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