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The Incentives Lab
The philosophy

We change to avoid pain.

The brain is not a reason machine. It is a threat-avoidance machine. It filters, it anchors, and it conditions for safety — and only then does it consider what is good for us.

Pleasure suggests. Pain decides. Design the incentive against the pain and you move the behavior.

The philosophy

We change to avoid pain.

The brain is not a reason machine. It is a threat-avoidance machine. It filters, it anchors, and it conditions for safety — and only then does it consider what is good for us.

01

We filter

Millions of signals arrive; a handful survive. Attention is triaged by threat first, relevance second, everything else never. What does not read as danger or reward is dropped before it reaches conscious thought.

Design move

If your incentive is not visible at the moment of decision, it does not exist. Design at the point of friction, not in the policy document.

02

We anchor

Whatever lands first becomes the reference point. Gains and losses are measured against that anchor, and a loss lands roughly twice as hard as an equivalent gain.

Design move

Set the anchor deliberately — the baseline, the default, the first number in the room — because every judgment after it is relative.

03

We condition safety

Repetition turns a response into a reflex. Behavior that avoided pain last time gets rehearsed until it is identity, culture, and habit — long after the original threat is gone.

Design move

Culture is conditioned, not declared. Change what is repeatedly rewarded and punished, and the reflex re-forms around the new safety.

Pleasure suggests. Pain decides. Design the incentive against the pain and you move the behavior.

That is the whole craft: build incentives that remove real pain, and point them at the greater good.

How we design

Nudges work. They work hardest when they remove pain.

A nudge does not force anyone. It changes what the brain sees first, what it measures against, and what it has been conditioned to treat as safe. Aim that at real pain and behavior moves — quietly, durably, at scale.

Pain is the stronger lever

A nudge aimed at removing friction, fear, uncertainty, or embarrassment outperforms the same nudge dressed as upside. People will cross a room to avoid loss and stay seated for a bonus.

Find the pain before the reward

Every diagnosis starts the same way: what hurts here, who feels it, and what have people already learned to do to make it stop? The workaround is the map.

Never manufacture the pain

Engineered fear is the oldest perverse incentive there is. We remove real pain; we do not invent it to sell relief. That line is the difference between design and manipulation.

Point it at the greater good

The same mechanics that trap people can free them. We build incentives that make the healthier, fairer, longer-horizon choice the safest one to make.

Toward the greater good

That is the whole craft: build incentives that remove real pain, and point them at the greater good.