Papers on “demand uncertainty”
Research on “demand uncertainty” in the 480 tracked journals: papers per year and category, the journals, institutions and countries publishing it, the keywords studied with it and its most-cited papers. It is not among the most frequent keywords of the last 30 days, so this page has no list of its latest papers. Also as Markdown.
← Top research keywords · Keyword trends
Key findings#
- From 2017 to 2026 (so far), the keyword “demand uncertainty” appeared in 1,375 papers in the tracked journals, most of them in operations research (1,138), economics (90) and AI (60).
- 185 of them were published in 2025, against 95 in 2017.
- Since 2023, the institutions with the most of these papers were Hong Kong Polytechnic University (35), Northeastern University (18) and Tianjin University (16).
- The journals publishing most of them were Transportation Research Part E Logistics and Transportation Review (86), Computers & Industrial Engineering (85) and European Journal of Operational Research (56).
- The most-cited of them is “Green credit financing versus trade credit financing in a supply chain with carbon emission limits” (European Journal of Operational Research, 2020), with 454 citations.
Papers per year#
20172026 (so far)
| Category | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | 2024 | 2025 | 2026 (so far) |
|---|---|---|---|---|---|---|---|---|---|---|
| Operations Research | 82 | 102 | 74 | 92 | 132 | 117 | 122 | 117 | 154 | 146 |
| Economics | 7 | 4 | 8 | 12 | 12 | 10 | 9 | 6 | 8 | 14 |
| AI | 1 | 6 | 3 | 2 | 4 | 11 | 11 | 4 | 12 | 6 |
| Management | 3 | 3 | 0 | 3 | 3 | 4 | 5 | 2 | 3 | 2 |
| Finance | 0 | 0 | 2 | 2 | 4 | 2 | 2 | 5 | 4 | 4 |
| Information Systems | 1 | 0 | 5 | 2 | 0 | 3 | 2 | 0 | 4 | 1 |
| Marketing | 1 | 0 | 2 | 1 | 2 | 1 | 2 | 1 | 0 | 0 |
| Accounting | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 |
| Tourism and Hospitality | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| All categories | 95 | 116 | 95 | 114 | 158 | 148 | 154 | 136 | 185 | 174 |
Where the papers come from#
| # | Journal | Papers |
|---|---|---|
| 1 | Transportation Research Part E Logistics and Transportation Review | 86 |
| 2 | Computers & Industrial Engineering | 85 |
| 3 | European Journal of Operational Research | 56 |
| 4 | Computers & Operations Research | 41 |
| 5 | International Journal of Production Economics | 41 |
| 6 | Annals of Operations Research | 38 |
| 7 | Omega | 35 |
| 8 | Expert Systems with Applications | 26 |
| 9 | Transportation Research Part C Emerging Technologies | 22 |
| 10 | Socio-Economic Planning Sciences | 19 |
| # | Institution | Papers |
|---|---|---|
| 1 | Hong Kong Polytechnic University | 35 |
| 2 | Northeastern University | 18 |
| 3 | Tianjin University | 16 |
| 4 | Tongji University | 15 |
| 5 | Southeast University | 13 |
| 6 | Beijing Institute of Technology | 12 |
| 7 | Beijing Jiaotong University | 12 |
| 8 | Dalian University of Technology | 12 |
| 9 | Centre interuniversitaire de recherche sur les réseaux d'entreprise, la logistique et le transport | 11 |
| 10 | Dongbei University of Finance and Economics | 11 |
| # | Country | Papers |
|---|---|---|
| 1 | China | 292 |
| 2 | United States | 119 |
| 3 | Hong Kong | 53 |
| 4 | Canada | 48 |
| 5 | Iran | 42 |
| 6 | United Kingdom | 35 |
| 7 | Turkey | 32 |
| 8 | Germany | 31 |
| 9 | France | 24 |
| 10 | India | 24 |
| # | Keyword | Papers |
|---|---|---|
| 1 | two-stage stochastic programming | 89 |
| 2 | robust optimization | 75 |
| 3 | distributionally robust optimization | 60 |
| 4 | inventory management | 53 |
| 5 | Benders decomposition | 37 |
| 6 | facility location | 31 |
| 7 | mixed-integer linear programming | 31 |
| 8 | supply chain resilience | 26 |
| 9 | supply chain coordination | 25 |
Most-cited papers#
Cite this page
Scholar4AI. (2026). Papers on “demand uncertainty”. Journal and Conference Research Rankings. Retrieved November 3, 2026, from https://scholar4ai.com/keywords/demand-uncertainty
@misc{scholar4ai-keywords-demand-uncertainty,
author = {{Scholar4AI}},
title = {Papers on “demand uncertainty”},
year = {2026},
howpublished = {\url{https://scholar4ai.com/keywords/demand-uncertainty}},
urldate = {2026-11-03},
note = {Journal and Conference Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}