To expand on this, one of the bigger things that could have led to a turning point was Case Blue. If the Wehrmacht hadn't split its forces early and focused solely on a push to Stalingrad they very likely could have taken the city and cut the Soviets off from vital oil supplies and then destroyed Red Army units in the Caucasus at their own pace.