Research published in January 2025
What the tracked finance, accounting, economics, management, operations research and AI journals published in January 2025, 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.
← December 2024 · All months · February 2025 →
Key findings#
- In January 2025, the tracked journals published 4,228 papers (finance 642, accounting 77, economics 889, management 377, operations research 478, AI 1,765).
- The most frequent keywords were “China” (111), “COVID-19 pandemic” (77) and “Chinese listed companies” (73).
- Compared with their share in the twelve months before, the keywords that grew most were “large language models” (61 papers, +33), “contrastive learning” (56 papers, +22) and “computational efficiency” (36 papers, +14).
- The institutions with the most papers were Tsinghua University (69), Xi'an Jiaotong University (67) and Chinese Academy of Sciences (61).
- China was involved in 45% of the papers.
Papers by category#
| Category | Papers |
|---|---|
| Finance | 642 |
| Accounting | 77 |
| Economics | 889 |
| Management | 377 |
| Operations Research | 478 |
| AI | 1,765 |
Top keywords#
| # | Keyword | Papers |
|---|---|---|
| 1 | China | 111 |
| 2 | COVID-19 pandemic | 77 |
| 3 | Chinese listed companies | 73 |
| 4 | corporate governance | 73 |
| 5 | graph neural networks | 64 |
| 6 | large language models | 61 |
| 7 | contrastive learning | 56 |
| 8 | feature selection | 56 |
| 9 | state-owned enterprises | 55 |
| 10 | financial constraints | 49 |
| 11 | attention mechanism | 41 |
| 12 | digital transformation | 41 |
| 13 | green innovation | 41 |
| 14 | information asymmetry | 40 |
| 15 | data augmentation | 39 |
Growing keywords#
| Keyword | Papers | At earlier share | Extra papers |
|---|---|---|---|
| large language models | 61 | 28.1 | +32.9 |
| contrastive learning | 56 | 34.3 | +21.7 |
| computational efficiency | 36 | 22.2 | +13.8 |
| pseudo-labeling | 30 | 17.4 | +12.6 |
| federated learning | 31 | 18.8 | +12.2 |
| non-convex optimization | 22 | 10.9 | +11.1 |
| knowledge distillation | 31 | 20.4 | +10.6 |
| 3D Gaussian Splatting | 11 | 0.6 | +10.4 |
| geopolitical risk | 26 | 16.5 | +9.5 |
| link prediction | 18 | 8.7 | +9.3 |
Top keywords by category#
| Category | Most frequent keywords |
|---|---|
| Finance | Chinese listed companies (54); China (47); corporate governance (41); state-owned enterprises (37); financial constraints (31) |
| Accounting | corporate governance (19); audit quality (6); earnings management (5); fraud detection (5); 2008 financial crisis (3) |
| Economics | China (50); COVID-19 pandemic (34); economic growth (27); gender differences (21); human capital (18) |
| Management | customer satisfaction (13); corporate social responsibility (12); digital transformation (10); innovation (10); corporate governance (9) |
| Operations Research | mixed-integer linear programming (18); multi-objective optimization (15); non-convex optimization (12); supply chain resilience (12); makespan minimization (11) |
| AI | graph neural networks (62); contrastive learning (56); large language models (54); feature selection (46); attention mechanism (39) |
Institutions#
| # | Institution | Papers |
|---|---|---|
| 1 | Tsinghua University | 69 |
| 2 | Xi'an Jiaotong University | 67 |
| 3 | Chinese Academy of Sciences | 61 |
| 4 | Zhejiang University | 54 |
| 5 | Shanghai Jiao Tong University | 52 |
| 6 | Hong Kong Polytechnic University | 47 |
| 7 | Peking University | 47 |
| 8 | Wuhan University | 45 |
| 9 | Xiamen University | 43 |
| 10 | Nanyang Technological University | 42 |
Countries#
| # | Country | Papers |
|---|---|---|
| 1 | China | 1,914 |
| 2 | United States | 612 |
| 3 | United Kingdom | 336 |
| 4 | Germany | 213 |
| 5 | Australia | 192 |
| 6 | Italy | 169 |
| 7 | India | 166 |
| 8 | Hong Kong | 144 |
| 9 | France | 142 |
| 10 | Canada | 136 |
Journals#
| # | Journal | Papers |
|---|---|---|
| 1 | Expert Systems with Applications | 344 |
| 2 | Applied Intelligence | 144 |
| 3 | Finance research letters | 138 |
| 4 | Knowledge-Based Systems | 137 |
| 5 | Neural Computing and Applications | 128 |
| 6 | IEEE Transactions on Pattern Analysis and Machine Intelligence | 123 |
| 7 | Neural Networks | 109 |
| 8 | Pattern Recognition | 92 |
| 9 | International Review of Economics & Finance | 82 |
| 10 | IEEE Transactions on Knowledge and Data Engineering | 81 |
Equations and models#
| # | Equation or model | Papers |
|---|---|---|
| 1 | Scaled dot-product attention (Transformer) | 138 |
| 2 | Graph neural network (graph convolution) | 118 |
| 3 | Contrastive loss (InfoNCE) | 81 |
| 4 | Convolutional neural network (CNN) | 79 |
| 5 | Linear and integer programming | 67 |
| 6 | Long short-term memory (LSTM) | 45 |
| 7 | Support vector machine (SVM) | 38 |
| 8 | Generative adversarial network (GAN) | 37 |
| 9 | Mediation model (indirect effect) | 33 |
| 10 | Shapley value (SHAP) | 29 |
Datasets#
| # | Dataset | Papers |
|---|---|---|
| 1 | Economic Policy Uncertainty index | 21 |
| 2 | Twitter / X | 18 |
| 3 | CIFAR-10 / CIFAR-100 | 15 |
| 4 | ImageNet | 14 |
| 5 | S&P 500 | 13 |
| 6 | CEC benchmark functions | 9 |
| 7 | MNIST / Fashion-MNIST | 9 |
| 8 | VIX | 9 |
| 9 | Climate Policy Uncertainty index | 8 |
| 10 | nuScenes / Waymo Open / Argoverse | 8 |
← December 2024 · All months · February 2025 →
Cite this page
Scholar4AI. (2026). Research published in January 2025. Journal Research Rankings. Retrieved October 26, 2026, from https://scholar4ai.com/reports/2025-01
@misc{scholar4ai-reports-2025-01,
author = {{Scholar4AI}},
title = {Research published in January 2025},
year = {2026},
howpublished = {\url{https://scholar4ai.com/reports/2025-01}},
urldate = {2026-10-26},
note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}