Data has a half-life of about 18 months, suggesting that it should be refreshed annually to maintain its relevance. Significant changes, such as new management or mergers, can render existing data less reliable, necessitating a waiting period to reassess the company’s culture and performance. Understanding the dynamics of human capital is essential for making informed investment decisions.