用数据环境分析方法来评估基于IT的生产能力

发布时间:2017-04-05 来源: 浏览数:75

A Data Envelopment Analysis Approach to Estimate IT-Enabled Production Capability

《MIS Quarterly》2017     作者:Sezgin Ayabakan, Indranil R. Bardhan, and Zhiiang (Eric) Zheng

内容摘要:Information systems researchers have drawn on the resource-based view (RBV) and dynamic capabilities theory to offer a sharper theoretical lens to study the impact of information technology (IT) enabled capabilities on organizational performance.  In this study, we propose a new conceptualization of IT-enabled production capability, based on the ability of a manufacturing plant to use its mix of resource inputs to maximize its process outputs.  Our approach extends the literature on firm capability using data envelopment analysis (DEA), a nonparametric approach for estimating relative efficiencies of decision-making units.  We tested our models using plant-level data collected from a sample of U.S. plants.  Our study makes a key contribution by developing a new methodology to measure IT business value with respect to the role of IT-enabled production capability.   We operationalize a new DEA-based measure of capability using the relative efficiency of converting plant inputs into process outputs, a significant departure from extant research that has primarily focused on subjective and absolute measures to conceptualize capability.

关键词

Production capability, data envelopment analysis, efficiency, resource-based view, information technology