We looked at whether routine blood tests could help identify patients at higher risk of infection after hip fracture surgery. Using data from a large group of older patients, we found that higher inflammation levels after surgery, especially when they increased compared to before surgery, were linked to a greater risk of infection. This suggests that simple and widely available tests may help clinicians recognize high-risk patients earlier and guide closer follow-up.