Railway Oriented Programming is a clean functional approach for handling errors in Elixir. It uses pattern matching on function levels and piping to pass the result of functions to the next. The approach matches patterns with function results to execute subsequent functions if matches occur, or else execute an error block. This allows validating multiple checks in sequence before proceeding or bubbling errors.