Because he respects Oleg and his work. When Oleg first showed up, it was assumed that he would be the arrogant upper-class twit killing time in a cushy post in the US. But he turned out to be a hard worker and his commitment to Nina showed Arkady that he actually gave a crap about her as a person, not just the office…