> What is a contract...

A contract is a group of functions that live in the Ethereum Blockchain (a distributed virtual machine for running decentralized applications)

> Why would people want one called periodically?

For the same reason people need cron to call periodic functions.

A contract is the term for an application that has been deployed on Ethereum.

Contracts expose functions as an API that others can use to interact with them.