Errors in cancer research can be broadly classified into two types: systematic errors and random errors. Systematic errors are reproducible inaccuracies that are consistently in the same direction, often due to flawed study design, biased sampling, or faulty equipment. Random errors, on the other hand, are unpredictable and arise from inherent variability in the data or measurement process.