Depreciation is the accounting term for how the value of machinery and equipment goes down or depreciates over time. The reason it is relevant for corporate finance is because it tends to give us a “tax shield”. You subtract the cost of depreciation each year before taxes, so you end up not being taxed on whatever income goes towards depreciation.