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The growth of e-commerce has transformed consumer shopping patterns and reshaped travel behaviour, yet knowledge is limited regarding how different delivery options interact with individual mobility in everyday life. This study analysed how delivery options, trip characteristics, and socio-demographic and spatial factors relate to e-commerce activity travel and the degree of consumer involvement i
