When market prices are contaminated noises that are independent of the asset’s fundamental value, insiders can no longer perfectly infer past market orders from observed prices. Consequently, when formulating insider strategies, they are unable to completely filter out the information already incorporated in historical market orders. As a result, market orders exhibit positive serial correlation. This result is demonstrated in both discrete-time and continuous-time frameworks.