Data Analytics

Data analytics is the systematic process of applying statistical and computational techniques to data to uncover patterns and produce insights that support organizational decision-making.

14.4K

Publications

1.3M

Citations

34.2K

Authors

6.2K

Institutions

Publications per year

2017–2026

6.1K

Parents

Information Systems

Children

Anomaly DetectionClassificationData CleaningData GovernanceData IntegrationData QualityData WarehousingData WranglingDiagnostic AnalyticsDimensionality Reduction

Publications

14.4K

Multivariate Data Analysis.

H. Herne, William W. Cooley, Paul R. Lohnes · Journal of the Royal Statistical Society Series A (General) · 1973 · 35.9K citations

Natural Sciences, Data Science, Categorical Data Analysis +13

Data mining: concepts and techniques

Jiawei Han, Micheline Kamber · Choice Reviews Online · 2012 · 28.9K citations

Computing, Computer Science, Data Analytics +9

Hierarchical Linear Models: Applications and Data Analysis Methods.

Nicholas T. Longford, Anthony S. Bryk, Stephen W. Raudenbush · Contemporary Sociology A Journal of Reviews · 1993 · 18.9K citations

Business, Biostatistics, Data Science +14

Mining association rules between sets of items in large databases

Rakesh Agrawal, Tomasz Imieliński, Arun Swami · 1993 · 14.8K citations · Full text

Computing, Computer Science, Retail Management +13

Hierarchical Linear Models: Applications and Data Analysis Methods

Marie Davidian · Journal of the American Statistical Association · 2003 · 13.9K citations

Business, Biostatistics, Data Science +14

1–5 of 14.4K

Authors

34.2K

PS
Philip S. Yu
University of Illinois Chicago, United States
48 publications · 9.1K citations
33
h-index
JH
Jiawei Han
University of Illinois Urbana-Champaign, United States
33 publications · 37.5K citations
27
h-index
CF
Christos Faloutsos
Carnegie Mellon University, United States
33 publications · 5K citations
26
h-index
DG
Dragan Gašević
Monash University, Australia
27 publications · 2.1K citations
23
h-index
PF
Philippe Fournier‐Viger
Harbin Institute of Technology, China
23 publications · 1.6K citations
23
h-index

1–5 of 34.2K

Institutions

6.2K

1–8 of 6.2K

Venues

Journal of the American Statistical Association
189 publications · 43.8K citations
73
h-index
Expert Systems with Applications
177 publications · 11.2K citations
60
h-index
IEEE Transactions on Knowledge and Data Engineering
TKDE · 99 publications · 17.1K citations
49
h-index
arXiv (Cornell University)
Repository · 212 publications · 10.4K citations
45
h-index
Knowledge-Based Systems
78 publications · 4.8K citations
42
h-index

1–5

See also Data Analytics
Core Methods	Data Mining Predictive Analytics Statistical Analysis Machine Learning Prescriptive Analytics Regression Data Visualization Natural Language Processing Anomaly Detection Sentiment Analysis Descriptive Analytics Decision Trees Hypothesis Testing Neural Networks Text Summarization Variance Analysis Support Vector Machines Clustering Association Rule Mining
Applications	Supply Chain Management Demand Forecasting Fraud Detection Portfolio Optimization Customer Segmentation Churn Analysis Route Optimization Credit Risk Assessment Workforce Planning Personalized Marketing Pricing Optimization Healthcare Analytics
Evaluation	Data Quality Statistical Review Data Accuracy Decision Quality Statistical Diagnostics Forecasting Accuracy
Tools	Data Warehousing Cloud Infrastructure Statistical Programming Languages Data Lakes Scientific Workflow Management Intrinsic Rate Of Increase
Limitations	Data Integration Data Privacy Data Security Data Quality Organizational Resistance Labor Market Skills Shortage Unstructured Data Extraction