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Sources describe work, regulations and education. AI replacement dates and scores are AI estimates, not predictions by the cited organizations. Methodology

I graduate in

Data Science

🇺🇸 United States · Engineering
First to lose entry-level jobsAmong the riskiest 2% of 220 majors

Major Countdown

5 mo
06days 01:32:08:484

until AI starts cutting hiring for this major’s grads
Mar 24, 2027 · 158 days left

Likely range now – 1 yr 11 mo
AI already produces the SQL queries, dashboards, and reports that used to go to new hires, and junior analyst hiring is starting to shrink. The Bureau of Labor Statistics' growth projection covers data scientist roles that require a master's degree, so it does not help the entry path for bachelor's graduates.
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Entry-level hiringShrinking
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Data Science: how AI affects graduate hiring

A junior analyst usual first jobs, writing queries, building dashboards, and drafting reports, are already something AI tools produce directly, and hiring for those entry roles is starting to shrink. The strong growth often quoted for this field mostly describes data-scientist jobs that expect a masters degree, not the entry path most graduates take.

Which data-science jobs change first, and why?

Data-analyst roles built around writing queries and building dashboards feel this earliest, since AI tools already generate that output directly from a plain-language request. Data-engineer and MLOps roles, which keep the pipelines and infrastructure behind those dashboards running, hold up a little longer, since fixing a broken pipeline in production still takes a person who understands the whole system.

Why doesn't the strong outlook for data scientists help new graduates?

Growth projections for data-scientist jobs mostly describe roles that expect a master's degree and a few years of experience, not the analyst jobs a bachelor's graduate usually starts in. That means a favorable outlook headline can sit above a shrinking entry-level market for the same major.

What should a data-science student do instead of just modeling?

Learn to work with messy, real data instead of only clean class datasets, and get comfortable using AI tools to draft your own queries and reports so your value shifts to catching what they got wrong. Consider whether a master's degree fits your plans, since it opens the data-scientist roles this field's brighter outlook actually describes.

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Where graduates go

2030
Data ScientistHighAI may start replacing it before you graduateSep 2029Data AnalystVery highAI may start replacing it before you graduateMar 2028Data EngineerVery highAI may start replacing it before you graduateMar 2029MLOps EngineerHigh3 moSep 2030