Making Decisions and Solving Problems
How making decisions and solving problems are reshaped as AGI capability advances.
The bottom line
About 59% of the work in Making Decisions and Solving Problems is information-shaped and increasingly AI-deliverable, with the rest a hybrid of judgment and hands-on work. The automation frontier runs straight through the middle of this role.
Why: The reverse grounding distribution yields a weight-weighted mean of 0.59, cleanly split across 6 hybrid, 6 digital, and 1 physical occupations. Top-ranked roles reflect this diverse mix, spanning hybrid medical professionals like Emergency Medicine Physicians (0.50), digital knowledge workers like Chief Executives (0.85), and physical roles like Hand Grinding and Polishing Workers (0.05), placing this cognitive task firmly in the hybrid band.
grounded in the economy graph · digital scalar 0.59 · hybrid
The problems this exposes
Node-intrinsic problems read straight off the graph (exposesProblem) — the evergreen wedges a builder could take into this space.
- Assess Leadership Candidate Competencies
- Blind Resource Allocation
- Customer Churn Intervention Delays
- Delayed Context Aggregation
- Delayed Root Cause Analysis
- Determine Regulatory Exposure Risks
- Diagnose Customer Churn Triggers
- Diagnostic Expertise Attrition
- Forecast Market Demand Shifts
- Identify Optimal Pricing Models
+12 more problems on the graph
Browse within Making Decisions and Solving Problems
- Alter audio or video recordings.2 →
- Authorize business activities or transactions.4 →
- Determine operational methods or procedures.13 →
- Determine resource needs of projects or operations.14 →
- Determine values or prices of goods or services.7 →
- Diagnose health conditions or disorders.3 →
- Diagnose system or equipment problems.3 →
- Edit written materials or documents.2 →
- Implement procedures or processes.6 →
- Make legal decisions.2 →
- Select materials or equipment for operations or projects.11 →
Related articles
No articles yet for this entity.
Recent capability events
No capability events for this entity yet.
Problems
- Delayed Context Aggregationops
- Blind Resource Allocationcapital
- Inaccurate Scenario Modelingcompetitive
- Slow Incident Triageretention
- Vendor Evaluation Bottleneckssupply-chain
- Diagnostic Expertise Attritiontalent
- Non-Compliant Interventionscompliance
Opportunities
- Decision Intelligence AgentAgent
- Headless Scenario EngineHeadless SaaS
- AI Incident CommanderAgent
- Procurement as a ServiceService-as-Software
- Diagnostic Resolution ServiceService-as-Software
- Resource Allocation APIHeadless SaaS