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Final Review

Review Nº 10

What Drives the Location of Data Centers? A Multi-Source Analysis of European NUTS3 Regions
AuthorsIman Zareian, Farshad Soofivand, Seyvan Azizi, Hossein Nabovvati, Ali Najafi
28/30
Score
Strong, concise, and methodologically careful report with good leakage prevention, clear model comparison, and effective use of SHAP to resolve coefficient ambiguity.
Data Centres · Final Review

The Pros

1 Item
+
Clear research question and hypotheses; strong leakage-aware preprocessing statement; compares statsmodels Logistic Regression with tuned Random Forest; reports baseline, accuracy, F1, ROC-AUC, CV AUC, and odds ratios; uses permutation importance and SHAP effectively; discusses the population paradox thoughtfully; limitations are honest and relevant.

The Cons

1 Item
−
Data collection/source coverage is quite compressed; count modelling is not attempted; some feature effects are discussed qualitatively without full coefficient/importance table; spatial/country dependence is noted only briefly; the short format leaves limited room for reproducibility details.
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Final Review · Group 10The IndexData Centres · 2026