A Random Walk Down Wall Street (2015 11 ed, but an 2019 ed. is upcoming). p. 249 Top.
Suppose irrational investors cause an oil company security to become overpriced relative to both its fundamental value and its peer oil companies. Arbitrageurs can simply sell the overpriced security short and buy a similar substitute oil company security. Thus, the arbitrageur is hedged in the sense that favorable or unfavorable events affecting the oil industry will influence both companies. A rise in the price of oil that makes the shorted security rise will make the arbitrageur’s long position rise as well.
Why wouldn’t this arbitrageur just break even, especially after transaction costs?
Case 1 of 2: The oil industry improves.
Then as written overhead, the substitute oil company's and shorted security's price rise. The former causes the arbitrageur to gain money, and the latter to lose money.
Case 2 of 2: It tumbles.
Then the substitute oil company's and shorted security's price drop. The former causes the arbitrageur to lose money, and the latter to gain money.