The Acemoglu Framework
Daron Acemoglu's research is damning: current AI deployment is skewed too heavily toward automation and not enough toward augmentation. The result? Productivity gains of 1.1-1.6% over 10 years. That's barely above trend.
This isn't because AI isn't powerful. It's because companies are deploying it wrong. They're replacing workers instead of amplifying them.
Augmentation vs. Automation
Automation: AI does the job. Humans go away. Costs drop, but so does institutional knowledge and adaptability.
Augmentation: AI handles the routine 80%. Humans handle the judgment 20% and oversee the AI. Productivity triples, workers become more valuable, institutional knowledge grows.
Here's the problem: automation looks better in the first 6 months. Cheaper payroll, faster turnaround, simpler operations. Augmentation looks better in the first 3 years. Better decisions, fewer errors, more resilience.
Most executives optimize for the first 6 months.
The Resilience Advantage
Organizations deploying AI for augmentation show better resilience in novel situations. They have humans who understand the domain, plus AI acceleration. Organizations that automated away the expertise have fast systems that break when conditions change.
This became obvious in the pandemic. Companies that augmented their supply chain teams adapted faster than companies that fully automated them.
Your Leverage Point
This choice is not inevitable. It's made by people, at specific meetings, based on frameworks they can be influenced to adopt. You have leverage here if you know how to use it:
- Document augmentation wins: Show cases where AI + human judgment delivered better than AI alone.
- Quantify resilience: Build a simple model of what happens when your AI system breaks—what's the recovery cost?
- Frame it in their language: Risk, not values. Resilience, not worker protection. Better decisions, not workforce preservation.
- Propose pilot programs: "Let's augment this workflow for 2 months and compare outcomes to the automated version."
The person at your company who shapes this choice—who makes augmentation the framework instead of automation—wins strategically.
Your Role
You're not powerless to AI deployment choices. You're informed about what works better. Use that. Advocate for augmentation. Show the math. In 3 years, you'll work for a company that made better choices.
AI deployment is a choice, not destiny. Choose augmentation and become indispensable.