Decision Analytics

Decision analytics is an analytical methodology that combines statistical analysis, predictive modeling, and optimization algorithms to systematically evaluate decision alternatives and support evidence-based organizational decision-making.

342

Publications

26K

Citations

903

Authors

503

Institutions

Publications per year

2017–2026

133

Parents

Business Analytics

Children

Bayesian Decision TheoryDecision ModelingDecision TreesDynamic ProgrammingForecasting For DecisionsGroup Decision-makingInfluence DiagramsInteger ProgrammingMulti-criteria Decision AnalysisOptimization For Decision Making

Publications

342

Decision Curve Analysis: A Novel Method for Evaluating Prediction Models

Andrew J. Vickers, Elena B. Elkin · Medical Decision Making · 2006 · 5.5K citations · Full text

Public Health, Biostatistics, Oncology +17

A Procedure for Ranking Efficient Units in Data Envelopment Analysis

Per Kragh Andersen, Niels Christian Petersen · Management Science · 1993 · 3.7K citations

Business, Decision Sciences, Operations Management +17

Critical analysis of Big Data challenges and analytical methods

Uthayasankar Sivarajah, Muhammad Mustafa Kamal, Zahir Irani et al. · Journal of Business Research · 2016 · 2K citations · Full text

Business, Decision Sciences, Management Information Systems +9

Extensions to decision curve analysis, a novel method for evaluating diagnostic tests, prediction models and molecular markers

Andrew J. Vickers, Angel M. Cronin, Elena B. Elkin et al. · BMC Medical Informatics and Decision Making · 2008 · 1.4K citations · Full text

Business, Biostatistics, Decision Sciences +12

IDEA and AR-IDEA: Models for Dealing with Imprecise Data in DEA

W. W. Cooper, Kyung Sam Park, Gang Yu · Management Science · 1999 · 483 citations

Business, Decision Sciences, Operations Management +13

1–5 of 342

Authors

903

AB
Alexander Brodsky
George Mason University, United States
3 publications · 50 citations
3
h-index
CC
Chun-Hao Chen
Tamkang University, Taiwan
3 publications · 52 citations
3
h-index
LH
Loo Hay Lee
National University of Singapore, Singapore
3 publications · 149 citations
3
h-index
TH
Tzung‐Pei Hong
National University of Kaohsiung, Taiwan
3 publications · 52 citations
3
h-index
JW
Jacob W. Ulvila
Applied Decision Science (United States), United States
3 publications · 208 citations
3
h-index

1–5 of 903

Institutions

503

1–8 of 503

Venues

Expert Systems with Applications
8 publications · 390 citations
8
h-index
European Journal of Operational Research
7 publications · 538 citations
7
h-index
INFOR Information Systems and Operational Research
4 publications · 122 citations
4
h-index
Annals of Operations Research
4 publications · 121 citations
4
h-index
Journal of Quantitative Analysis in Sports
4 publications · 97 citations
4
h-index

1–5

See also Decision Analytics
Core Methods	Predictive Analytics Data Mining Decision Analysis Risk Analysis Prescriptive Analytics Integer Programming Decision Trees Natural Language Processing Linear Programming Neural Networks Descriptive Analytics Regression Sentiment Analysis Cost-benefit Analysis Classification Models Clustering Optimization Modeling
Applications	Risk Management Predictive Maintenance Urban Planning Demand Forecasting Fraud Detection Inventory Management Traffic Management Crisis Management Customer Segmentation Recommendation Systems Quality Analytics Health Care Logistics Policy Evaluation Precision Medicine Hospital Readmission Prediction
Evaluation	Decision Analysis Decision Quality Risk Reduction Outcome Feedback Simulation Studies Adaptive Feedback Decision Speed
Data Inputs	Risk Analysis Forecasting Real-time Stream Monitoring Unstructured Data Extraction Outcome Feedback
Limitations	Data Quality Algorithmic Bias Data Security Unstructured Data Extraction Labor Market Skills Shortage Organizational Resistance