Operations Analytics

Operations Analytics is the application of analytical methods to operational data and processes to support real-time performance monitoring, anomaly detection, and operational optimization.

270

Publications

12.4K

Citations

756

Authors

366

Institutions

Publications per year

2017–2026

Parents

Business AnalyticsOperations Management

Children

Demand PlanningInventory AnalyticsLocation AnalysisLogistics AnalyticsMaintenance AnalyticsNetwork OptimizationProcess ImprovementProject AnalyticsQuality AnalyticsQueueing Analysis

Publications

270

Big Data Analytics in Operations Management

Tsan‐Ming Choi, Stein W. Wallace, Yulan Wang · Production and Operations Management · 2017 · 920 citations

Management, Operations Management, Supply Chain Management +14

Design and Use of the Microsoft Excel Solver

Daniel H. Fylstra, Leon S. Lasdon, John Watson et al. · INFORMS Journal on Applied Analytics · 1998 · 572 citations

Business, Computer Science, Algorithms +16

Port performance comparison applying data envelopment analysis (DEA)

Yaakov Roll, Yehuda Hayuth · Maritime Policy & Management · 1993 · 448 citations

Management, Operations Management, Performance Management +17

Researchers' perspectives on Industry 4.0: multi-disciplinary analysis and opportunities for operations management

Dmitry Ivanov, Christopher S. Tang, Alexandre Dolgui et al. · International Journal of Production Research · 2020 · 443 citations · Full text

Engineering, Industrial Engineering, Operations Management +10

Addressing endogeneity in operations management research: Recent developments, common problems, and directions for future research

Guanyi Lu, Xin Ding, Xiaosong Peng et al. · Journal of Operations Management · 2018 · 292 citations

Management, Operations Management, Operations Analytics +10

1–5 of 270

Authors

756

MA
Muhammad Aslam
King Abdulaziz University, Saudi Arabia
8 publications · 212 citations
8
h-index
NK
Nasrullah Khan
King Abdulaziz University, Saudi Arabia
4 publications · 111 citations
4
h-index
GJ
G.R. Jahanshahloo
Islamic Azad University, Science and Research Branch, Iran
3 publications · 133 citations
3
h-index
MT
Mehdi Toloo
VSB - Technical University of Ostrava, Czechia
3 publications · 187 citations
3
h-index
TC
Tsan‐Ming Choi
Hong Kong Polytechnic University, Hong Kong SAR China
3 publications · 1.2K citations
3
h-index

1–5 of 756

Institutions

366

1–8 of 366

Venues

International Journal of Production Research
8 publications · 750 citations
8
h-index
IEEE Transactions on Power Systems
8 publications · 421 citations
8
h-index
Annals of Operations Research
7 publications · 189 citations
7
h-index
European Journal of Operational Research
6 publications · 525 citations
6
h-index
IEEE Transactions on Power Apparatus and Systems
5 publications · 275 citations
5
h-index

1–5

See also Operations Analytics
Core Methods	Data Mining Machine Learning Optimization Mathematical Programming Deep Learning Regression Anomaly Detection Association Rule Mining Statistical Analysis Simulation Studies Evolutionary Computation Reinforcement Learning Hypothesis Testing Variance Analysis Clustering Neural Networks Decision Trees Support Vector Machines Time Series Analysis Random Forests
Applications	Predictive Maintenance Production Planning Condition Monitoring Fleet Management Demand Forecasting Revenue Management Supplier Relationship Management Resource Allocation Transportation Scheduling Assortment Optimization Health Care Operations Inventory Management Procurement Material Waste Reduction Logistics Cost Optimization
Data Sources	Enterprise Resource Planning Manufacturing Execution Systems Scada Systems Customer Relationship Management Application Logging
Evaluation	Customer Satisfaction Inventory Turnover
Limitations	Data Quality Data Security Systems Integration Computational Complexity Institutional Inertia