Research published in December 2023
What the tracked finance, accounting, economics, management, operations research and AI journals published in December 2023, by publication date in OpenAlex. This page is a fixed monthly record: its address does not change. Counts can still grow a little as late papers are indexed, and citations are updated daily. Also as Markdown.
← November 2023 · All months · January 2024 →
Key findings#
- In December 2023, the tracked journals published 3,140 papers (finance 392, accounting 57, economics 721, management 434, operations research 404, AI 1,132).
- The most frequent keywords were “COVID-19 pandemic” (103), “China” (98) and “corporate governance” (51).
- Compared with their share in the twelve months before, the keywords that grew most were “financial constraints” (48 papers, +17), “listed companies” (28 papers, +12) and “dynamic capabilities” (20 papers, +12).
- The institutions with the most papers were Chinese Academy of Sciences (50), Xiamen University (37) and Lebanese American University (36).
- China was involved in 42% of the papers.
Papers by category#
| Category | Papers |
|---|---|
| Finance | 392 |
| Accounting | 57 |
| Economics | 721 |
| Management | 434 |
| Operations Research | 404 |
| AI | 1,132 |
Top keywords#
| # | Keyword | Papers |
|---|---|---|
| 1 | COVID-19 pandemic | 103 |
| 2 | China | 98 |
| 3 | corporate governance | 51 |
| 4 | financial constraints | 48 |
| 5 | attention mechanism | 43 |
| 6 | multi-objective optimization | 39 |
| 7 | Chinese listed companies | 35 |
| 8 | state-owned enterprises | 34 |
| 9 | information asymmetry | 33 |
| 10 | convolutional neural networks | 31 |
| 11 | feature selection | 30 |
| 12 | listed companies | 28 |
| 13 | contrastive learning | 27 |
| 14 | graph neural networks | 27 |
| 15 | corporate social responsibility | 27 |
Growing keywords#
| Keyword | Papers | At earlier share | Extra papers |
|---|---|---|---|
| financial constraints | 48 | 30.7 | +17.3 |
| listed companies | 28 | 15.5 | +12.5 |
| dynamic capabilities | 20 | 8.0 | +12.0 |
| deep reinforcement learning | 23 | 13.3 | +9.7 |
| contrastive learning | 27 | 17.4 | +9.6 |
| interpretability | 24 | 14.6 | +9.4 |
| sustainable development | 20 | 10.7 | +9.3 |
| fine-tuning | 13 | 3.9 | +9.1 |
| last-mile delivery | 15 | 5.9 | +9.1 |
| knowledge distillation | 19 | 10.1 | +8.9 |
Top keywords by category#
| Category | Most frequent keywords |
|---|---|
| Finance | China (33); corporate governance (31); financial constraints (30); COVID-19 pandemic (27); Chinese listed companies (22) |
| Accounting | corporate governance (8); earnings management (4); executive compensation (4); firm performance (4); accounting information systems (3) |
| Economics | China (48); COVID-19 pandemic (32); gender differences (21); climate policy (15); financial constraints (14) |
| Management | COVID-19 pandemic (32); dynamic capabilities (18); multinational corporations (16); corporate social responsibility (14); consumer behavior (13) |
| Operations Research | multi-objective optimization (18); mixed-integer linear programming (14); last-mile delivery (12); COVID-19 pandemic (9); combinatorial optimization (9) |
| AI | attention mechanism (39); convolutional neural networks (29); contrastive learning (27); data augmentation (25); feature selection (24) |
Institutions#
| # | Institution | Papers |
|---|---|---|
| 1 | Chinese Academy of Sciences | 50 |
| 2 | Xiamen University | 37 |
| 3 | Lebanese American University | 36 |
| 4 | Zhejiang University | 36 |
| 5 | Hong Kong Polytechnic University | 35 |
| 6 | Northwestern Polytechnical University | 34 |
| 7 | Peking University | 34 |
| 8 | Renmin University of China | 34 |
| 9 | Sun Yat-sen University | 33 |
| 10 | Wuhan University | 33 |
Countries#
| # | Country | Papers |
|---|---|---|
| 1 | China | 1,331 |
| 2 | United States | 543 |
| 3 | United Kingdom | 331 |
| 4 | Germany | 163 |
| 5 | Australia | 156 |
| 6 | Italy | 147 |
| 7 | India | 136 |
| 8 | France | 134 |
| 9 | Spain | 130 |
| 10 | Hong Kong | 108 |
Journals#
| # | Journal | Papers |
|---|---|---|
| 1 | Expert Systems with Applications | 298 |
| 2 | Finance research letters | 133 |
| 3 | Neural Computing and Applications | 132 |
| 4 | Technological Forecasting and Social Change | 107 |
| 5 | Knowledge-Based Systems | 103 |
| 6 | Applied Intelligence | 70 |
| 7 | Annals of Operations Research | 69 |
| 8 | Pattern Recognition | 65 |
| 9 | Computers & Industrial Engineering | 65 |
| 10 | IEEE Transactions on Neural Networks and Learning Systems | 62 |
Equations and models#
| # | Equation or model | Papers |
|---|---|---|
| 1 | Scaled dot-product attention (Transformer) | 122 |
| 2 | Convolutional neural network (CNN) | 78 |
| 3 | Graph neural network (graph convolution) | 71 |
| 4 | Linear and integer programming | 63 |
| 5 | Contrastive loss (InfoNCE) | 37 |
| 6 | Long short-term memory (LSTM) | 37 |
| 7 | Generative adversarial network (GAN) | 28 |
| 8 | Structural equation modeling (SEM) | 24 |
| 9 | Mediation model (indirect effect) | 23 |
| 10 | Support vector machine (SVM) | 20 |
Datasets#
| # | Dataset | Papers |
|---|---|---|
| 1 | Economic Policy Uncertainty index | 13 |
| 2 | Twitter / X | 8 |
| 3 | CEC benchmark functions | 7 |
| 4 | ImageNet | 7 |
| 5 | MS COCO | 7 |
| 6 | KITTI | 6 |
| 7 | CIFAR-10 / CIFAR-100 | 5 |
| 8 | 5 | |
| 9 | S&P 500 | 5 |
| 10 | VIX | 5 |
← November 2023 · All months · January 2024 →
Cite this page
Scholar4AI. (2026). Research published in December 2023. Journal Research Rankings. Retrieved October 26, 2026, from https://scholar4ai.com/reports/2023-12
@misc{scholar4ai-reports-2023-12,
author = {{Scholar4AI}},
title = {Research published in December 2023},
year = {2026},
howpublished = {\url{https://scholar4ai.com/reports/2023-12}},
urldate = {2026-10-26},
note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}