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Comparison · dataset August 2026

Administrative Assistant vs Business Analyst: which is more exposed to AI?

A 16-point gap separates these roles — Business Analyst is the more defensible seat.

Administrative Assistant sits at 84% time-weighted AI exposure against 68% for Business Analyst, a 16-point gap driven by the 56% of administrative assistant work time that current models can already substitute outright. Business Analyst holds a larger human-critical core — 44% of the role's time sits in work like "requirements negotiation and prioritisation" that models score poorly on. The two sit in different families — Office & Administrative and Business — so any move between them is a career change, not a lateral step.

16PP GAP

Seven dimensions, side by side.

METRICADMINISTRATIVE ASSISTANTBUSINESS ANALYSTDELTA
AI exposure84%68%16pp gap
Resilience score34/10056/10022pt gap
Substitutable work time56%56%Fully automatable today
Human-critical work time22%44%Models score poorly here
Median salary$46k$88k$42k apart
10-year growth-8%9%Business Analyst
US workforce2.9M942kBLS OEWS
Task level

What actually creates the gap.

Both roles hand a similar slice of the week to substitutable work — 56% for Administrative Assistants, 56% for Business Analysts — but it is different work. Administrative Assistant exposure concentrates in "schedule meetings and manage calendars"; Business Analyst exposure concentrates in "create dashboards and business reports". Two roles can share a score and face completely different disruption timelines.

Administrative Assistant
MOST EXPOSED TASKS
  • Schedule meetings and manage calendars91% · 18% time
  • Draft emails, memos, and documents88% · 16% time
  • Prepare meeting notes and summaries86% · 10% time
  • Organize files and maintain records84% · 12% time
HUMAN-CRITICAL CORE
  • Handle confidential judgment calls14% · 4% time
  • Support executives and teams in person18% · 8% time
  • Screen sensitive calls and visitors24% · 10% time
Business Analyst
MOST EXPOSED TASKS
  • Create dashboards and business reports84% · 10% time
  • Write user stories and acceptance criteria82% · 14% time
  • Gather and document business requirements78% · 20% time
  • Data analysis and process mapping76% · 12% time
HUMAN-CRITICAL CORE
  • Requirements negotiation and prioritisation14% · 14% time
  • Change management and communication16% · 12% time
  • Stakeholder workshops and elicitation18% · 18% time
What transfers

Both roles lean on procedural, social, cognitive — that is the part of your experience that travels intact. The real divide is cognitive: Business Analysts score 78 there against 58 for Administrative Assistants, a 20-point spread. That is the gap you would actually have to close.

DIMENSIONADMINISTRATIVE ASSISTANTBUSINESS ANALYST
Cognitive5878
Creative3252
Judgement5676
Switching between them
ModerateDIFFICULTY

Neither role lists the other as a mapped adjacent career. With 16 points of average separation across capability dimensions, a move is realistic but not free: expect to deliberately rebuild the dimensions listed above rather than assume they carry.

Score your own exposure in 8 questions →

Common questions.

Is Administrative Assistant or Business Analyst more at risk from AI?

Administrative Assistant. It scores 84% time-weighted AI exposure against 68% for Business Analyst — a 16-point gap. 56% of administrative assistant work time is already fully substitutable by current models, versus 56% for Business Analysts.

Which pays more, Administrative Assistant or Business Analyst?

Business Analyst, by roughly $42k at the median ($88k versus $46k). Note that the higher-paying role here is also the less AI-exposed one, which matters if you are weighing pay against durability.

Can a administrative assistant switch to being a business analyst?

Neither role lists the other as a mapped adjacent career. With 16 points of average separation across capability dimensions, a move is realistic but not free: expect to deliberately rebuild the dimensions listed above rather than assume they carry.

Which role is growing faster, Administrative Assistant or Business Analyst?

Business Analyst, at 9% projected ten-year growth versus -8% — a 17-point difference. Growth and AI exposure are separate signals: a role can grow in headcount while the content of the work is substantially rewritten.

Methodology
Scores are time-weighted across each role's canonical O*NET tasks, graded against current frontier-model capability. How we score.