The effect of 'smart' financial incentives on driving behaviour of novice drivers.

•Penalties for risky driving may be more effective than rewards of equal value.•Even low-value incentives can produce reductions in risky driving behaviours.•Motivational crowding out is unlikely to negate the impact of low-value incentives.•Low-value penalties are likely to be more cost-effective than high-value rewards.