One of those things that personal attention is required for is helping people find a task that they can do. Having a list of tasks available that someone can read through makes half the journey so much easier.
Often I will leave low-impact work undone, so that someone new can attend to it.
The feeling of "I actually did something" is so important for new contibutors.