A case analysis of embryonic data mining success

被引：8

作者：

Bole, Uros ^{[1
]}

Popovic, Ales ^{[2
]}

Zabkar, Jure ^{[3
]}

Papa, Gregor ^{[1
]}

Jaklic, Jurij ^{[2
]}

机构：

[1] Jozef Stefan Inst, Dept Comp Syst, SI-1000 Ljubljana, Slovenia

[2] Univ Ljubljana, Fac Econ, SI-1000 Ljubljana, Slovenia

[3] Univ Ljubljana, Fac Comp & Informat Sci, SI-1000 Ljubljana, Slovenia

来源：

INTERNATIONAL JOURNAL OF INFORMATION MANAGEMENT | 2015年 / 35卷 / 02期

关键词：

Data mining; Predictive analytics; Critical success factors; Case analysis; SYSTEMS; KNOWLEDGE; SUPPORT; LESSONS;

D O I：

10.1016/j.ijinfomgt.2014.12.001

中图分类号：

G25 [图书馆学、图书馆事业]; G35 [情报学、情报工作];

学科分类号：

1205 ; 120501 ;

摘要：

Within highly competitive business environments, data mining (DM) is viewed as a significant technology to enhance decision-making processes by transforming data into valuable and actionable information to gain competitive advantage. There appears, however, to be a dearth of empirical case studies which consider in detail the initial stages in DM management to enable apt foundation for its later successful implementation. Our research applied a multi-method strategy to determine the critical success factors of embryonic DM implementation. We propose and validate, through a series of cases, a conceptual framework to guide practitioners' adoption of DM. Our findings reveal additional issues for applied decision making in the context of DM success. (C) 2014 Elsevier Ltd. All rights reserved.

引用

页码：253 / 259

页数：7

共 50 条

[21] Software projects success factors identification using data mining
Yousef, A. H.
Gamal, A.
Warda, A.
Mahmoud, M.
2006 INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING & SYSTEMS, 2006, : 447 - +
[22] Key factors for achieving organizational data-mining success
Nemati, HR
Barko, CD
INDUSTRIAL MANAGEMENT & DATA SYSTEMS, 2003, 103 (3-4) : 282 - 292
[23] Using data mining to predict success in a weight loss trial
Batterham, M.
Tapsell, L.
Charlton, K.
O'Shea, J.
Thorne, R.
JOURNAL OF HUMAN NUTRITION AND DIETETICS, 2017, 30 (04) : 471 - 478
[24] Success Prediction System for Student Counseling using Data Mining
Frochte, Joerg
Bernst, Irina
KDIR: PROCEEDINGS OF THE 8TH INTERNATIONAL JOINT CONFERENCE ON KNOWLEDGE DISCOVERY, KNOWLEDGE ENGINEERING AND KNOWLEDGE MANAGEMENT - VOL. 1, 2016, : 181 - 188
[25] Prediction of Students' Academic Success Using Data Mining Methods
Uzel, Vahide Nida
Turgut, Sultan Sevgi
Ozel, Selma Ayse
2018 INNOVATIONS IN INTELLIGENT SYSTEMS AND APPLICATIONS CONFERENCE (ASYU), 2018, : 166 - 170
[26] Data Mining meets Decision Making: a Case Study Perspective
Vizecky, Karen
AMCIS 2011 PROCEEDINGS, 2011,
[27] Data mining and linked open data - New perspectives for data analysis in environmental research
Lausch, Angela
Schmidt, Andreas
Tischendorf, Lutz
ECOLOGICAL MODELLING, 2015, 295 : 5 - 17
[28] A method of case adaptation for variant design integrating data mining
Xu, Rongzhen
Gao, Qi
Li, Xinyue
ADVANCES IN MECHANICAL ENGINEERING, 2017, 9 (12)
[29] Factor analysis in data mining
Wang, HF
Kuo, CY
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2004, 48 (10-11) : 1765 - 1778
[30] Analysis of Educational Data Mining
Ahuja, Ravinder
Jha, Animesh
Maurya, Rahul
Srivastava, Rishabh
HARMONY SEARCH AND NATURE INSPIRED OPTIMIZATION ALGORITHMS, 2019, 741 : 897 - 907

← 1 2 3 4 5 →