Inconsistencies in Time Series Data

Imagine you're employed at a multinational trading firm tasked with examining the price fluctuations of a specific asset over a period. The dataset you're working with is highly erratic, filled with noise, and lacks precise accuracy. What steps would you take to analyze this data and identify potential inconsistencies?