Objective To investigate the risk factors of urinary catheter delayed extubation in patients after hip fracture surgery, and to establish a nomogram prediction model. Methods The clinical data of 125 patients with indwelling urinary catheter after hip fracture surgery were retrospectively analyzed. Patients were assigned to modeling group (n=87) or validation group (n=38). The multivariate Logistic regression model was used to analyze the influencing factors for delayed extubation of urinary catheter in patients after hip fracture surgery. A nomogram prediction model was established through the R language software. Internal validation was performed on the model by using the Bootstrap method, and external validation was performed on the model by employing the data of the validation group. Discrimination degree, calibration degree and clinical applicability were evaluated by using the receiver operating characteristic curve, calibration curve, and decision curve analysis (DCA). Results Number of concomitant basic diseases, preoperative self-care ability, and preoperative hypoproteinemia were the influencing factors for delayed extubation of urinary catheter in patients after hip fracture surgery (P<0.05). When employing the nomogram prediction model for predicting delayed extubation of urinary catheter in patients after hip fracture surgery, areas under the curve of the modeling group and the validation group were 0.753 and 0.874, respectively, and calibration curve indicated that predictive probabilities of the modeling group and the validation group were basically consistent with actual probabilities. When the threshold probabilities were 30%-100% and 20%-100% in the modeling group and the validation group, extubation of urinary catheter after hip fracture surgery as soon as possible might benefit patients more. Conclusion Number of concomitant basic diseases, preoperative self-care ability, and preoperative hypoproteinemia are the influencing factors for delayed extubation of urinary catheter in patients after hip fracture surgery. The prediction model established based on the aforementioned influencing factors exerts favorable discrimination degree, accuracy, and clinical applicability, which is helpful for nursing personnel to early recognize, and early intervene high-risk population of delayed extubation of urinary catheter.