Third-party library analysis research is important to many research fields like program analysis, clone-detection, security and privacy. There are many considerations taken when developing a third-party library analysis approach. The approach must be resilient to common obfuscation techniques and be able to determine similarity between two libraries with a high level of confidence. This paper explores this research and the problems that have been solved and reviews the improvements and shortcomings within the third-party library analysis field.