Title :
Process of Big Data Analysis Adoption: Defining Big Data as a New IS Innovation and Examining Factors Affecting the Process
Author :
Dal-woo Nam ; Dong-woo Kang ; SoungHie Kim
Abstract :
This paper defines big data analysis a type3 innovation and extends our previous studies on the adoption/assimilation of innovation technologies. The paper develops a three-stage adoption integrative model based on the past diffusion context literatures. The model utilizes TOE (Technology-Organization-Environment) framework as antecedents of this adoption process. Based on the perception model, we hypothesize how perceived direct/indirect benefit, financial readiness, IS competence, industrial pressure affects big data analysis adoption at the organizational level. These five factors are tested using SEM (Structural Equation Modeling) and our analysis leads to following key findings. (1) Financial readiness, IS competence, and industrial pressure are found to affect adoption stages significantly but we could not find such relationship between perceived direct/indirect benefit and the following stages. (2) IS competition had expansive influence on the overall adoption process. (3) Adoption stage is influenced by external factors, which is industrial pressure for our case. (4) Pre and post stages of adoption are affected by internal resources of organization rather than environments.
Keywords :
Big Data; data analysis; information systems; innovation management; organisational aspects; statistical analysis; Big Data analysis adoption process; IS competence; IS innovation; SEM; TOE framework; diffusion context literatures; direct benefit; financial readiness; indirect benefit; industrial pressure; innovation technology adoption; innovation technology assimilation; structural equation modeling; technology-organization-environment framework; three-stage adoption integrative model; type 3 innovation; Analytical models; Big data; Context; Data models; Organizations; Technological innovation;
Conference_Titel :
System Sciences (HICSS), 2015 48th Hawaii International Conference on
Conference_Location :
Kauai, HI
DOI :
10.1109/HICSS.2015.569