Arbitrage factors in the stock market involve buying and selling securities to make a profit from market inefficiencies. Statistical arbitrage and pairs trading are similar strategies, with pairs trading focusing on related securities whose prices have strayed from their usual patterns. Traders use historical data to predict when prices will converge, creating opportunities for profit.