ADVANCES IN ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING
|
2023年
/
3卷
/
01期
关键词:
Big data;
Governance;
Data analytics;
DATA ANALYTICS;
DECISION-MAKING;
DATA CHALLENGES;
INFORMATION;
BUSINESS;
ORGANIZATIONS;
OPPORTUNITIES;
TECHNOLOGIES;
MECHANISMS;
MANAGEMENT;
D O I:
暂无
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
Many data scientists struggle to adopt effective data governance practices as they transition from traditional data analysis to big data analytics. This qualitative multiple case study explored big data governance strategies used by data scientists employed in 3 mid-market companies in the greater Salt Lake City, Utah area who have strategies to govern big data. Data were collected via 10 semi-structured, in-depth, individual interviews and analysis of 4 organizational process documents. Four major themes emerged from the study: ensuring business centricity, striving for simplicity, establishing data source protocols, and designing for security. One key recommendation from the findings for data scientists is to minimize the data noise typically associated with big data. Implementing these strategies can help data scientists transition from traditional to big data analytics, which could help those organizations be more profitable by gaining competitive advantages. By implementing strategies relating to the segregation of duties, encryption of data, and personal information, data scientists can mitigate contemporary concerns relating to using private information in big data analytics.
机构:
Univ Malaya, Ctr Mobile Cloud Comp Res, Fac Comp Sci & Informat Technol, Kuala Lumpur, MalaysiaUniv Malaya, Ctr Mobile Cloud Comp Res, Fac Comp Sci & Informat Technol, Kuala Lumpur, Malaysia
Ahmed, Ejaz
;
Yaqoob, Ibrar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaya, Ctr Mobile Cloud Comp Res, Fac Comp Sci & Informat Technol, Kuala Lumpur, MalaysiaUniv Malaya, Ctr Mobile Cloud Comp Res, Fac Comp Sci & Informat Technol, Kuala Lumpur, Malaysia
Yaqoob, Ibrar
;
论文数: 引用数:
h-index:
机构:
Hashem, Ibrahim Abaker Targio
;
Khan, Imran
论文数: 0引用数: 0
h-index: 0
机构:
38TEC, Corp Res Ctr, Schneider Elect Ind, Grenoble, FranceUniv Malaya, Ctr Mobile Cloud Comp Res, Fac Comp Sci & Informat Technol, Kuala Lumpur, Malaysia
Khan, Imran
;
Ahmed, Abdelmuttlib Ibrahim Abdalla
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaya, Ctr Mobile Cloud Comp Res, Fac Comp Sci & Informat Technol, Kuala Lumpur, MalaysiaUniv Malaya, Ctr Mobile Cloud Comp Res, Fac Comp Sci & Informat Technol, Kuala Lumpur, Malaysia
Ahmed, Abdelmuttlib Ibrahim Abdalla
;
论文数: 引用数:
h-index:
机构:
Imran, Muhammad
;
Vasilakos, Athanasios V.
论文数: 0引用数: 0
h-index: 0
机构:
Lulea Univ Technol, Dept Comp Sci Elect & Space Engn, Lulea, SwedenUniv Malaya, Ctr Mobile Cloud Comp Res, Fac Comp Sci & Informat Technol, Kuala Lumpur, Malaysia
机构:
Brunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, EnglandBrunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, England
Braganza, Ashley
;
Brooks, Laurence
论文数: 0引用数: 0
h-index: 0
机构:
De Montfort Univ, CCSR, Leicester LE1 9BH, Leics, EnglandBrunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, England
Brooks, Laurence
;
Nepelski, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Inst Prospect Technol Studies, Calle Inca Garcilaso 3, Seville 41092, SpainBrunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, England
Nepelski, Daniel
;
Ali, Maged
论文数: 0引用数: 0
h-index: 0
机构:
Univ Essex, Essex Business Sch, Wivenhoe Pk, Colchester CO4 3SQ, Essex, EnglandBrunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, England
Ali, Maged
;
Moro, Russ
论文数: 0引用数: 0
h-index: 0
机构:
Brunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, EnglandBrunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, England
机构:
Univ Malaya, Ctr Mobile Cloud Comp Res, Fac Comp Sci & Informat Technol, Kuala Lumpur, MalaysiaUniv Malaya, Ctr Mobile Cloud Comp Res, Fac Comp Sci & Informat Technol, Kuala Lumpur, Malaysia
Ahmed, Ejaz
;
Yaqoob, Ibrar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaya, Ctr Mobile Cloud Comp Res, Fac Comp Sci & Informat Technol, Kuala Lumpur, MalaysiaUniv Malaya, Ctr Mobile Cloud Comp Res, Fac Comp Sci & Informat Technol, Kuala Lumpur, Malaysia
Yaqoob, Ibrar
;
论文数: 引用数:
h-index:
机构:
Hashem, Ibrahim Abaker Targio
;
Khan, Imran
论文数: 0引用数: 0
h-index: 0
机构:
38TEC, Corp Res Ctr, Schneider Elect Ind, Grenoble, FranceUniv Malaya, Ctr Mobile Cloud Comp Res, Fac Comp Sci & Informat Technol, Kuala Lumpur, Malaysia
Khan, Imran
;
Ahmed, Abdelmuttlib Ibrahim Abdalla
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaya, Ctr Mobile Cloud Comp Res, Fac Comp Sci & Informat Technol, Kuala Lumpur, MalaysiaUniv Malaya, Ctr Mobile Cloud Comp Res, Fac Comp Sci & Informat Technol, Kuala Lumpur, Malaysia
Ahmed, Abdelmuttlib Ibrahim Abdalla
;
论文数: 引用数:
h-index:
机构:
Imran, Muhammad
;
Vasilakos, Athanasios V.
论文数: 0引用数: 0
h-index: 0
机构:
Lulea Univ Technol, Dept Comp Sci Elect & Space Engn, Lulea, SwedenUniv Malaya, Ctr Mobile Cloud Comp Res, Fac Comp Sci & Informat Technol, Kuala Lumpur, Malaysia
机构:
Brunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, EnglandBrunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, England
Braganza, Ashley
;
Brooks, Laurence
论文数: 0引用数: 0
h-index: 0
机构:
De Montfort Univ, CCSR, Leicester LE1 9BH, Leics, EnglandBrunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, England
Brooks, Laurence
;
Nepelski, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Inst Prospect Technol Studies, Calle Inca Garcilaso 3, Seville 41092, SpainBrunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, England
Nepelski, Daniel
;
Ali, Maged
论文数: 0引用数: 0
h-index: 0
机构:
Univ Essex, Essex Business Sch, Wivenhoe Pk, Colchester CO4 3SQ, Essex, EnglandBrunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, England
Ali, Maged
;
Moro, Russ
论文数: 0引用数: 0
h-index: 0
机构:
Brunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, EnglandBrunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, England