In order to meet the ambitious emission-reduction targets of Paris Agreement, energy efficient transition building sector requires retrofit methodologies as a critical part greenhouse-gas (GHG) emissions mitigation plan, since in 2050 high proportion current global stock will still be use. This paper reviews with focus on contrast between data-driven approaches that utilize measured data, acqui...