In excess of any more time frame, there is rarely a statistically considerable autocorrelation in higher frequency returns. If there was, then the above mentioned will be relevant which would dampen the effect. Depreciation = value at the beginning in the year (opening balance) + purchases within the calendar year https://www.youtube.com/watch?v=qMmsQ4kKgY4