立足乡村振兴战略与地理科学视角，结合内蒙古奈曼旗产业发展转型的地方需求，获取了 天眼查企业数据库的奈曼旗企业大数据并进行了空间化，采用GIS 空间分析和大数据分析方法，分 析了奈曼旗产业发展的时空演变特征，探究其空间格局的影响因素。结果表明，奈曼旗产业的空 间分布随时间演进逐步呈现出以大沁他拉镇为集聚中心、贯穿全旗的偏南偏北走向的条带状特 征；人口分布、交通条件、土地利用因素影响着奈曼旗产业的空间格局，产业偏向于分布在临近国 道与省道的城镇用地区域，且人口越多该特征越突出。基于分析结果与产业发展实际，进一步对 奈曼旗产业发展的结构转型、空间布局优化提出了科学建议，对奈曼旗产业发展具有指导意义。

Abstract：Based on the strategy of rural revitalization and the perspective of earth sciense, combining the local demands of industrial development transformation in Naiman Banner, Inner Mongolia, this study utilizes enterprise big data obtained from the Tianyancha database, GIS-based spatial distribution analysis, and big data analytics to reveal the spatiotemporal evolution characteristics of industrial development in Naiman Banner and explore the influencing factors of its spatial pattern. The results indicate that the spatial distribution of industries in Naiman Banner has gradually evolved into a belt-shaped pattern, centered around Daqintala Town and extending in a north-south orientation across the banner. Population distribution, transportation infrastructure, and land use significantly influence the industrial spatial pattern, with industries tending to cluster in urban areas near national and provincial highways, a trend more pronounced in densely populated regions. Based on the analytical results and practical industrial development conditions, this study proposes scientific recommendations for structural transformation and spatial optimization of industrial development in Naiman Banner, offering actionable insights for local policymaking.