AI Wealth Truth (82): Why the Principal-Agent Problem Lets You Get Extracted in Every Relationship
Agency cost theory: everyone you hire (fund manager, doctor, lawyer) has incentives to serve themselves, not you
I. You give money to a fund manager. They should help you make money. But their income comes from management fees, not your returns. Their interests may not align with yours.
II. This is the principal-agent problem (Principal-Agent Problem). You are the principal, and the fund manager is the agent. The agent may act for their own benefit, not yours.
III. This problem is everywhere:
IV. Doctors. You want the most effective treatment. A doctor may recommend higher-margin drugs or unnecessary tests. Their income may not align with your health optimum.
V. Lawyers. You want to resolve the issue quickly and cheaply. Lawyers bill by the hour, so the longer it drags, the more they earn. They have no incentive to finish quickly.
VI. Real estate agents. You want to sell at the highest price. An agent wants a fast sale to get commission. A difference of a few tens of thousands matters little to them. They will persuade you to cut price to close faster.
VII. Financial advisors. You want advice that fits you. An advisor may recommend the product with the highest commission, not the product best for you. Advice can be distorted by incentives.
VIII. Employees. A company wants employees to give full effort. Employees may do good enough and save energy for themselves. Interests are not perfectly aligned.
IX. Why does the principal-agent problem exist?
X. Information asymmetry. Agents know what they are doing, principals do not fully know. Doctors know the details of treatments, you do not. You cannot supervise perfectly.
XI. Goal misalignment. Your goal is a good outcome. The agent's goal is income or ease. The goals are different.
XII. Hard to verify. If results are bad, is it because the agent slacked or because of bad luck? It is hard to tell. Accountability is costly.
XIII. How big are agency costs?
XIV. Economists estimate agency costs exceed 10% to 20% in many fields. Fund management fees can eat a meaningful share of returns. Over-treatment can take more than 20% of medical spending. These are agency costs.
XV. In the AI era, how does the principal-agent problem change?
XVI. It may ease: AI can help you monitor. AI can give you second opinions. You can use AI to check whether a doctor's prescription is reasonable. Information asymmetry may shrink.
XVII. It may worsen: When AI becomes the agent, the problem can be more complex. Who does the AI serve: you or the company deploying it? AI recommendations may be designed to benefit the company. New agency problems emerge.
XVIII. How do you reduce the damage?
XIX. 1. Align incentives. Choose agents whose incentives align with your interests. Pay for outcomes, not for time. Fee-only financial advisors are more reliable than commission-based ones. Incentives drive behavior.
XX. 2. Get independent opinions. Do not rely on a single agent's opinion. Seek second opinions. Use AI to verify. Cross-validation reduces deception risk.
XXI. 3. Build long-term relationships. Long-term agents have reputation incentives. Cheat you once and they lose future business. Repeated games reduce deception.
XXII. 4. Raise your information level. The more you know, the harder it is to fool you. Learn medical basics, investment principles, legal common sense. Reduce information asymmetry.
XXIII. 5. Use competing agents. If there is only one choice, agents have no pressure. If there are multiple competitors, they must perform. Competition reduces agency costs.
XXIV. In theory, everyone you hire may serve themselves, not you. Not because they are evil. But because incentives are built that way. People act under incentives. Understand the principal-agent problem. Design incentives well. Monitor key decisions. This is how you protect your interests. AI can help you monitor. But AI can also become a new agent. Either way, understanding the structure is the first step.
AI Wealth Truth (81): Why "Silence" Is the Strongest Weapon in Negotiation
An information revelation game: the more you talk, the more you reveal. Silence makes the other side anxious and reveal more
AI Wealth Truth (83): Why Incentive Compatibility Is the Key to Designing Any System
Mechanism design: if rules reward bad behavior, people will do bad things. Scolding is useless; change the rules
AI Practice Knowledge Base