败 ("be defeated") +
者 ("-er, the one who"). The
者 suffix is the classical-derived agent nominaliser, common in formal/literary Chinese:
胜者 (winner),
败者 (loser),
强者 (the strong),
弱者 (the weak). In casual speech,
输家 (shūjiā) is more common for "loser".