Data collection in epidemiology can be hampered by several factors. One major issue is sampling bias, where the sample may not be representative of the population. This can lead to skewed results. Additionally, recall bias can occur in retrospective studies where participants may not accurately remember past events or exposures. Incomplete or inaccurate records, especially in electronic health records, can also pose significant challenges.