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Ranking
SMART - Simple Multi-Attribute Rating Technique
Direct rating, compensatory
Edwards, W.1977doi:10.1109/TSMC.1977.4309720 ↗
Overview
Apply the F.steps in order; the final score determines the descending ranking.
- Output
- utility, higher is better
- Data
- Crisp, complete numeric matrix
- Weights
- Needs a weight source
- Size
- 2+ alternatives, 3-12 criteria works best
- Used for
- Alternative selection, Supplier evaluation
How it works
- 1
Her kriter için en kötü ve en iyi değer ölçeği uçlarını belirle. Anchor: Edwards 1977 SMART Steps 4 ve 8.
- 2
Tek-kriter değerlerini 0=en kötü, 1=en iyi olacak biçimde yeniden ölçekle; varsayılan crisp uygulama yöne duyarlı lineer değer fonksiyonudur.
- 3
Oranları koruyan önem puanları q_j'yi w_j=q_j/Σq olarak normalize et. Anchor: Edwards 1977 SMART Steps 5-7.
- 4
U(A_i)=Σ_j w_j u_j(x_ij) toplam değerini hesapla ve azalan sırala. Anchor: Edwards 1977 SMART Steps 9-10.
Look elsewhere when
Assumptions to verify
- Criteria preferences are independent (no synergistic interactions)
- Compensation is acceptable: high score on one criterion can offset low on another
- Decision matrix is complete (no missing values)
Edge cases and pitfalls
Applying SMART without verifying this assumption.
Requirement: Criteria preferences are independent (no synergistic interactions)
Applying SMART without verifying this assumption.
Requirement: Compensation is acceptable: high score on one criterion can offset low on another
Applying SMART without verifying this assumption.
Requirement: Decision matrix is complete (no missing values)
Using SMART when: Criteria strongly correlated → consider DEMATEL/ANP for interdependence.
An alternative method is recommended in this situation.
Using SMART when: Non-compensatory preferences → consider outranking (ELECTRE/PROMETHEE).
An alternative method is recommended in this situation.
Works with
How to cite
Edwards, W. (1977). How to use multi-attribute utility measurement for social decision making. IEEE Transactions on Systems, Man, and Cybernetics 7(5), 326-340. https://doi.org/10.1109/TSMC.1977.4309720
System ID, as it appears in reports and the API
SMART