Integrating statistical and experimental protocols to model and design novel Gemini surfactants with promising critical micelle concentration and low environmental risk

► Statistics and experiment are integrated to investigate Gemini surfactants. ► Models are built to explain the self-assemble behavior of surfactants. ► Several new Gemini molecules are designed, synthesized and characterized. ► A candidate is found to exhibit high activity and low environmental risk.