Overall, the insights into Co-Co interactions gained through X-ray spectroscopy enable us to understand energetic factors that contribute to metal-metal interactions and rationally predict which bimetallic species could exhibit σ-bonding. This effort provides valuable guidance to synthetic chemists, who can use the requirements and criteria discussed here to target development efforts towards organometallic complexes with desirable properties and metalmetal interactions.