When companies win their pitches for state incentives to fund a new plant or expansion in Virginia, they sometimes end up hiring fewer people than they said they would.

But a shift away from making upfront grants — to require that companies show that they have hired and invested before the state releases funds — has made a big difference, according to a Richmond Times-Dispatch analysis of state economic development spending data.