Dave WisemanGood uses of AI

A concept explorer

Paying for the good

What happens to a safety business when it works? Cameras on school buses catch drivers who pass a stopped bus. If more drivers stop, fines fall and the camera company earns less. That turns out to be the right way to think about success, as long as nobody depends on the fines.

The short version

Why it matters

When a safety program works, the money it brings in falls. That's the sign it's working. The value is the harm avoided, not the fines collected. The thing to watch is anyone who needs the fines to keep coming.

How to read the model

The first chart shows what the camera company earns under three kinds of contract, for the same program and the same drivers. Paid a share of fines, it earns less as passing falls. Paid a flat fee, it earns the same. Paid for results, it earns more. Only the last two reward success.

What it means for you

  • If you fund or run a program: pay a flat fee or pay for results counted by someone independent. Keep fine money out of operating budgets.
  • If you live with one: judge it by harm avoided, not tickets written, and ask to see the data.
  • If you build one: measure the harm it prevents. That's the value it adds to a community, and the part nobody counts yet.

The honest scale

Passing drivers kill at most about 3 school-age children a year across the whole US (NHTSA, A). One 1,000-bus program prevents a small fraction of one death a year. The case for these cameras rests on what isn't counted yet: injuries, near misses and the habit of stopping.

How the pieces connect

Pick a step to see the evidence behind it.

The model

A program you can tune. Every starting number comes from a source, shown under each slider and in the table below. Slider ranges stay inside what the data supports.

The program
0.55 in the 2026 one-day count by 101,334 drivers (B). 180 school days.
Not published. In Florida, 70% of notices sent were paid (A).
Florida $200, Montgomery County MD $250, Colorado's cap $300 (all A).
How much passing falls
New York's speed camera effects took about six months to show (A).
Three ways to pay the vendor
Rhode Island's law sets 30% (B). The 50% starting point is our assumption.
We found no official published price for a flat-fee contract, so this starting point is our assumption.
Our assumption. We found no school bus contract paid this way. Results would be counted by someone independent.
Lives
1.8 is the 2020-2024 average in the national loading-zone survey (B). 3.3 is the federal upper bound: all school-age pedestrians killed by vehicles other than the bus (A).

What the camera company earns each year

Same program, same drivers. Only the contract changes.

Illegal passes each year

Counting lives saved

Counting deaths alone, each illegal pass carries well under a dollar of expected harm, while fines run $200 to $300. That gap says the fine is doing a different job: it deters, and most of what it prevents (injuries, near misses, a culture of not stopping) isn't counted anywhere. For comparison, about 1.16 million people die in road crashes worldwide each year, and road injuries are the leading cause of death for ages 5 to 29 (WHO, A).

Where the starting numbers come from

Valuing what markets don't pay for

A stay-at-home parent who invests in their kid earns nothing, and the value to society is very high. Federal health economists put a standard value on unpaid time.

At $20.27 an hour (HHS, 2026, A).

a year, at the federal standard rate. Unpaid household work in the US was worth about $5.7 trillion in 2024 (BEA, A).

Where the two views meet

Success shrinks revenue

  • Falling fines are the sign it's working.
  • A company that works itself out of a job has done its job.
  • We should value good that markets don't pay for.

Watch the dependence

  • Whoever needs the fines has a reason to keep violations high.
  • Good habits fade when enforcement stops.
  • A small flat fine can read as a price, and it weighs more on some families than others.

Designs that fit both

  • A flat fee with service standards, or pay for results counted independently.
  • Fund public services at a steady baseline, separate from fines.
  • Keep the chance of being caught high and fines fair.
  • Open the data so someone without a stake can measure the good.