AI resilience estimate
Some parts of the work may change more than others. Start by finding where AI can help and where your judgment matters.
Higher means more resilience in this estimate. This is not a percentage chance of keeping or losing your job.
AI may speed up the research, summarizing, report and presentation drafting in your tasks. Deciding which products to pursue, setting priorities, and aligning teams still call for human judgment and accountability.
Cross-team coordination and shaping new revenue products can require negotiation, context-reading, and trade-off decisions. Practice articulating why a priority or product bet was chosen, since that reasoning is hard to hand off.
Based on your role and 5 tasks you described. Your employer’s plans and local job market are not known.
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Read the reasoning and the six factors.
Higher means more resilience in this estimate. The weights show each factor’s share of the total. A score of 50 can mean information is unknown; read the note alongside it.
35% of the total
Research, summarizing, and report drafting are repeatable digital outputs AI can assist with, while product creation, cross-team execution, and prioritization rely on context, interaction, and accountability; this mix points mid-range.
20% of the total
This is a general capability estimate from model knowledge, not a measurement of current development; without live evidence, direction for these knowledge-work tasks stays uncertain.
15% of the total
Actual AI adoption at your employer was not checked. This neutral placeholder is unknown context, not a measured adoption rate.
15% of the total
The role as described requires accountability for product bets, alignment across teams, and people-facing coordination, which are human contributions, though they are role requirements rather than demonstrated abilities.
10% of the total
Product creation, project coordination, and synthesis overlap with other roles, though no skills were listed and proficiency was not verified, so this reflects task overlap only.
5% of the total
Current hiring demand was not checked. This neutral placeholder is unknown context, not evidence of average demand.
Higher means more resilience in this estimate. The weights show each factor’s share of the total. A score of 50 can mean information is unknown; read the note alongside it.
35% of the total
Research, summarizing, and report drafting are repeatable digital outputs AI can assist with, while product creation, cross-team execution, and prioritization rely on context, interaction, and accountability; this mix points mid-range.
20% of the total
This is a general capability estimate from model knowledge, not a measurement of current development; without live evidence, direction for these knowledge-work tasks stays uncertain.
15% of the total
Actual AI adoption at your employer was not checked. This neutral placeholder is unknown context, not a measured adoption rate.
15% of the total
The role as described requires accountability for product bets, alignment across teams, and people-facing coordination, which are human contributions, though they are role requirements rather than demonstrated abilities.
10% of the total
Product creation, project coordination, and synthesis overlap with other roles, though no skills were listed and proficiency was not verified, so this reflects task overlap only.
5% of the total
Current hiring demand was not checked. This neutral placeholder is unknown context, not evidence of average demand.
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