The two characters combine literally to mean “big elder brother,” which logically points to the eldest brother in a family. This literal meaning has expanded over time to encompass anyone who fills a senior, protective, “big brother” role in a social or professional context.
The use of 大哥 (dàgē) is fluid and context-dependent.