Data collection in cancer research involves various methods, including clinical trials, patient surveys, medical imaging, and genomic sequencing. Researchers gather data from diverse sources such as hospitals, research institutions, and cancer registries. Advanced technologies like Electronic Health Records (EHRs) and wearable devices also play a significant role in capturing real-time patient data.