大数据与企业层面生产率:一项跨国比较

Big data and firm-level productivity – A cross-country comparison

Information Economics and Policy · 2025
被引 1
人大 A-ABS 2

中文导读

利用荷兰和德国行政企业数据,研究发现大数据分析的应用广度(跨多个数据源)而非简单使用与否,与企业劳动生产率呈显著正相关。

Abstract

Until today, the question of how digitalisation and, in particular, individual digital technologies affect productivity is still the subject of controversial debate. Using administrative firm-level data provided by the Dutch and the German statistical offices, we investigate the economic importance of data, in particular, the relation between the application of big data analytics (BDA) and labour productivity (LP) at the firm level. We find that a simple binary measure indicating the mere usage of BDA fails to capture the association between BDA and LP. In contrast, measures of BDA diversity, defined as conducting BDA across multiple data sources, clearly show a positive and statistically significant relationship between BDA and LP, even after controlling for a firm's general digitalisation level. Hence, our results suggest that one mechanism through which firms conducting BDA may achieve greater productivity gains is by incorporating data from multiple domains.

大数据分析企业生产率跨国比较数据源多样性