Expedited economic expansion and innovative technological advancement have precipitated considerable environmental predicaments, giving rise to extensive ecological conundrums worldwide. In response to the pressing situation, numerous countries have implemented policies aimed at reducing carbon emissions. One such initiative is the “low-carbon label”, which signifies a commitment to lowering carbon emissions. On one hand, it offers consumers an effective means to identify low-carbon products, thereby enhancing their willingness towards green consumption. On the other hand, it motivates businesses to transition towards greener practices, thereby guiding the market towards more environmentally friendly directions. This transition has had a significantly positive impact on reducing carbon emissions and promoting the development of a low-carbon economy, highlighting its critical value within the broader environmental movement. This study focuses on exploring whether the low-carbon label can influence consumers’ willingness to purchase green agricultural products. The theoretical framework was developed based on the theory of perceived value and SOR theory. The data were gathered through a randomized survey conducted in China. The research findings suggest that the perceived environmental value, functional value, and emotional value have significant impacts on consumers’ willingness to purchase green agricultural products. Trust in low-carbon labels plays a critical role in mediating the relationship between perceived value and consumers’ purchasing intentions for green agricultural products. Our research yielded the following conclusions. (1) Consumers are progressively cultivating an independent pro-environmental persona and increasingly aligning themselves with sustainable development, as indicated by their affinity towards carbon labels. (2) The selection of low-carbon agricultural products by consumers is contingent upon sensory perception, emphasizing environmental spillover value, functional enhancement, and emotional support. (3) Consumer confidence in green low-carbon agricultural products stems from an intuitive perception perspective, suggesting that low-carbon labels should accentuate functional and emotional values. The study suggests proactive measures to enhance the role of low-carbon labels in the consumption of green agricultural products. These measures include three parts: (1) Improving the content system of low-carbon labels and integrating digital technologies to reconstruct trust systems; (2) strengthening promotional efforts focusing on enhancing consumers’ intrinsic value perceptions; and (3) establishing a national-level low-carbon labels certification system, raising standards, and strengthening supervision.
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