DocumentCode
2204219
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
fYear
2015
fDate
5-8 Jan. 2015
Firstpage
4792
Lastpage
4801
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;
fLanguage
English
Publisher
ieee
Conference_Titel
System Sciences (HICSS), 2015 48th Hawaii International Conference on
Conference_Location
Kauai, HI
ISSN
1530-1605
Type
conf
DOI
10.1109/HICSS.2015.569
Filename
7070389
Link To Document