How can I write a proper query to JOIN all of these tables without duplicates?

Let's say I have four tables:

TABLE:    players
COLUMNS:  id, first_name, last_name

TABLE:    passing_stats
COLUMNS:  id, year, passing_yards (several other passing columns)

TABLE:    rushing_stats
COLUMNS:  id, year, rushing_yards (several other rushing columns)

TABLE:    receiving_stats
COLUMNS:  id, year, receiving_yards (several other receiving columns)

Let's say Michael Vick has an id of 100. I want to get his full name and all of his stats for each year (passing, rushing, and receiving).

I don't want any duplicates, meaning that rushing stats for 2011 should appear in the same row as passing stats for 2011.

What is the most elegant way to write this query? Thanks.

The following will work in Postgres. Test here: SQL-Fiddle, postgres-test. SQL-Server does not have NATURAL JOIN and MySQL has NATURAL but doesn't have FULL joins:

SELECT
    id,
    first_name,
    last_name,
    year,
    passing_yards,
    rushing_yards,
    receiving_yards
  FROM 
      players p 
    NATURAL LEFT JOIN 
      ( passing_stats pas
      NATURAL FULL JOIN 
        rushing_stats rus
      NATURAL FULL JOIN 
        receiving_stats rec 
      )

StackExchange Database Administrators Q#16383, answer score: 6