A depreciation estimate is an accounting calculation that determines the decrease in value of a fixed asset over time due to usage, wear and tear, or obsolescence. It plays a crucial role in financial reporting and tax calculations by allocating the cost of an asset over its useful life, allowing businesses to reflect a more accurate picture of their financial health and asset value.