Declining Balance Depreciation is a method of calculating depreciation where an asset loses value at a higher rate in the initial years, resulting in larger depreciation expenses early on. This method reflects the reality that many assets lose value more quickly in their early years of use, aligning depreciation with the actual usage pattern of the asset.