Catalog
#automation
7 entries tagged “automation”
A001
75%
AI Copilot Skill Atrophy
“AI coding assistants make developers more productive without meaningful downsides.”
-17%problem-solving ability-23%debugging skill
Read analysis
A003
74%
Automation Job Displacement Lag
“Automation creates more jobs than it destroys, so displaced workers will find new employment.”
Decade+ gapjob displacement-to-creation lag-60%retraining program success rate
Read analysis
A013
81%
Chatbot Customer Service Spiral
“AI chatbots reduce support costs while maintaining or improving customer satisfaction.”
-95%support cost per interaction-15%customer satisfaction (csat)
Read analysis
A019
83%
Automation Complacency Effect
“Automated monitoring catches everything — we can rely on alerts to tell us when something is wrong.”
+5000%alerts per day (typical production system)-90%alert investigation rate
Read analysis
A027
70%
Vibe Coding Quality Collapse
“Vibe coding with AI lets developers ship features 10x faster with acceptable quality.”
+300-500%feature shipping speed+200-300%code churn rate
Read analysis
P010
80%
Minimum Wage Automation Trigger
“Higher minimum wage helps low-income workers by increasing their earnings.”
+35ppself-checkout adoption (high-mw states)-50%entry-level positions per location
Read analysis
T012
75%
CI/CD Pipeline Sprawl
“Automating everything in the pipeline improves quality and speed.”
+800%pipeline execution time+800%developer wait time per day
Read analysis