Understanding consumer preferences has become increasingly important with the growth of e-commerce. This study leverages the 2018 California Panel Study of Emerging Transportation Trends to analyze the factors that influence consumer decisions to purchase different merchandise online. Diffusion of innovations theory and efficient market hypothesis guide the execution of our research. https://cosmeticssquadets.shop/product-category/makeup-finishing-sprays/