This paper investigates the structural robustness of concrete frame buildings under chained hazards, specifically blast and earthquake scenarios. A deterministic methodology is presented to link robustness with blast hazard intensity, identifying critical parameters through sensitivity analysis and evaluating robustness curves for both blast-only and earthquake-blast cases. The findings reveal that ignoring these chained scenarios could misidentify critical points for structural performance, emphasizing the importance of considering multi-hazard interactions in design assessments.