Several factors are at play here, including the institution’s dynamics. You should update your data every six months if your industry is evolving. If change is slow, the data should be updated every one to three years.
Also, data should be updated more regularly if there is a significant market shift, such as the entry of a new player or the introduction of a game-changing new research. Either way, machine learning makes deep research more efficient.