Big Data Investment, Skills, and Firm Value
成果类型:
Article
署名作者:
Tambe, Prasanna
署名单位:
New York University
刊物名称:
MANAGEMENT SCIENCE
ISSN/ISSBN:
0025-1909
DOI:
10.1287/mnsc.2014.1899
发表日期:
2014
页码:
1452-1469
关键词:
information systems
IT policy and management
economics of IS
strategic management of IT
management of IT human resources
Hadoop
big data
business analytics
technical skills
IT value
IT productivity
IT workforce
摘要:
This paper analyzes how labor market factors have shaped early returns on big data investment using a new data source-the LinkedIn skills database. The data source enables firm-level measurement of the employment of workers with technical skills such as Hadoop, MapReduce, and Apache Pig. From 2006 to 2011, Hadoop investments were associated with 3% faster productivity growth, but only for firms (a) with significant data assets and (b) in labor markets where similar investments by other firms helped to facilitate the development of a cadre of workers with complementary technical skills. The benefits of labor market concentration decline for investments in mature data technologies, such as Structured Query Language-based databases, for which the complementary skills can be acquired by workers through universities or other channels. These findings underscore the importance of geography, corporate investment, and skill acquisition channels for explaining productivity growth differences during the spread of new information technology innovations.