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PAN Lab pressures

Pressure

Staff turnover

Experienced workers leave, and the people who replace them have only ever worked alongside the AI system. The new staff have less judgment of their own to set against its output, and they defer to it more.

What it is

An experienced worker takes something with them when they leave. They remember how cases went before the system arrived, which of its answers looked wrong, and why. A new worker trained on the system learns its habits as the job itself.

What it pushes on in the Lab

In the Lab, this pressure lowers the judgment that the people using the system bring to checking it. It raises operator deference drift, the slide from checking the system's output to accepting it by default.

decreasedPeople or agents using it
increasedOperator deference drift

It also adds to the work the organization has to get done.

Who feels it

The senior staff who remain feel it as more questions and more cases to cover. The clients feel it when a new worker accepts an answer that a veteran would have questioned.

What answers it

An answer has to strengthen the judgment people bring to checking, or hold deference down. Each lever below does at least one of these.

Levers in the Lab that push the other way on something this pressure pushes on:

The list leaves out levers the Lab has retired, levers it keeps as counter-examples, and any lever no network offers.

Where it starts switched on

The evidence behind its effects

The Lab cites no claim from the evidence registry for this pressure's effects. The Lab's authors set the direction and size of each effect.

Switch this pressure on in the PAN Lab and watch which way it pushes the network.

Open the PAN Lab