Extending business failure prediction models with textual website content using deep learning

•Textual website data extracted from company websites contains relevant information to predict business failure.•Mixed-input models incorporating traditional financial ratios, as well as textual website data showcase superior performance.•Textual features extracted by transformers outperform other benchmarks like vector-space or neural network based approaches.