The AI Impact Timeline: What to Expect
AI's influence on biologists will unfold in stages. Junior research assistants performing data entry, routine statistical analysis, and literature reviews can expect impact as early as 2026-2027. By 2028, approximately 45-50% of biologists' routine research tasks will be automated, particularly in data analysis, computational modeling, and literature synthesis.
Early impacts, starting in 2026-2027, will primarily affect junior roles. Tasks like data entry, basic statistical analysis, and initial literature reviews are prime candidates for AI automation, freeing up senior biologists for more complex work.
By 2028, the mid-wave transformation will see AI deeply integrated into data analysis, computational modeling, and literature synthesis. This will significantly alter the daily workflows for many biologists, requiring a shift in skill sets to leverage these new tools.