Incorrect analysis of the cryptocurrency market can involve several aspects. First, many rely on historical data in an inappropriate manner, ignoring that the market is affected by new factors such as regulations and economic policies. Second, the influence of public sentiment and speculation is underestimated, as negative or positive news can lead to unexpectedly large fluctuations. Third, technical analysis models can be overly complex or based on incorrect assumptions, leading to inaccurate forecasts. Finally, some investors rely on unreliable advice from social media, increasing the chances of making bad decisions. It is important for investors to adopt a systematic approach based on careful research and a comprehensive understanding of the market.