---
title: "Refinitiv Datastream: research papers using this data"
description: "From Nov 2023 to Oct 2026, 347 archived papers mentioned Refinitiv Datastream in their title, abstract or keywords (the search of earlier months' full texts is still under way), most of them in Jan 2025 (17)."
url: https://scholar4ai.com/datasets/refinitiv-datastream
markdown_url: https://scholar4ai.com/datasets/refinitiv-datastream.md
license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
share_text: "From Nov 2023 to Oct 2026, 347 archived papers mentioned Refinitiv Datastream in their title, abstract or keywords (the search of earlier months' full texts is still under way), most of them in Jan 2025 (17). (as of 2026-11-05)"
data_url: https://scholar4ai.com/data/rankings.json
updated: 2026-11-05T06:02:37+09:00
window: 2026-10-07 to 2026-11-05
source: OpenAlex (CC0)
---

# Refinitiv Datastream

[Browse dataset profiles](https://scholar4ai.com/datasets/directory/page/5.md)

Commercial terminals and data services with prices, fundamentals and economic series.

- data category: Financial data platforms
- 1 paper in the last 7 days
- Names searched for: Datastream

Most-used data: https://scholar4ai.com/rankings/datasets.md · All Financial data platforms datasets: https://scholar4ai.com/datasets/financial-data-platforms.md



## Key findings

- From Nov 2023 to Oct 2026, 347 archived papers mentioned Refinitiv Datastream in their title, abstract or keywords (the search of earlier months' full texts is still under way), most of them in Jan 2025 (17).
- Refinitiv Datastream was mentioned in 8 papers in the last 30 days (2026-10-07 to 2026-11-05), ranking #37 of the 246 datasets mentioned.
- By journal category: Finance (5), Operations Research (1), Economics (1) and Management (1).
- Most of them appeared in International Review of Economics & Finance (3), Review of Quantitative Finance and Accounting (1) and Financial markets and portfolio management (1).
- From 2017 to 2026 (so far), Refinitiv Datastream was mentioned in 374 papers in the tracked journals, most of them in finance (188), economics (65) and management (61).
- 101 of them were published in 2025, against 1 in 2017.
- Since 2023, the institutions with the most of these papers were University of Southampton (13), University of Essex (8) and Brunel University of London (7).
- The journals publishing most of them were Financial Innovation (23), Review of Quantitative Finance and Accounting (17) and International Review of Financial Analysis (16).
- The most-cited of them is “Artificial intelligence-powered electronic skin” (Nature Machine Intelligence, 2023), with 260 citations.
- Papers use Refinitiv Datastream most often with S&P 500 (91), Refinitiv Eikon / LSEG Workspace (87) and Marketization index (Fan Gang) (81); it has 92 partners in the code and data network, in the group around S&P 500, Economic Policy…, Compustat.

## Mentions over 36 months

*Papers mentioning it by publication month, Nov 2023 to Oct 2026 (titles, abstracts and keywords; the full texts of earlier months are still being searched)*

| Trend | Nov 23–Oct 24 | Nov 24–Oct 25 | Nov 25–Oct 26 | 36 months |
|---|---:|---:|---:|---:|
|  | 149 | 102 | 96 | 347 |

## Papers per year

*Papers per publication year and category*

| Category | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | 2024 | 2025 | 2026 (so far) |
|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
| [Finance](https://scholar4ai.com/categories/finance.md) | 0 | 0 | 0 | 0 | 1 | 0 | 16 | 84 | 45 | 42 |
| [Economics](https://scholar4ai.com/categories/economics.md) | 0 | 0 | 0 | 0 | 1 | 1 | 5 | 26 | 17 | 15 |
| [Management](https://scholar4ai.com/categories/management.md) | 0 | 0 | 0 | 0 | 1 | 0 | 7 | 17 | 22 | 14 |
| [Accounting](https://scholar4ai.com/categories/accounting.md) | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 10 | 7 | 5 |
| [Operations Research](https://scholar4ai.com/categories/operations-research.md) | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 5 | 7 |
| [AI](https://scholar4ai.com/categories/ai.md) | 0 | 0 | 2 | 1 | 1 | 1 | 3 | 2 | 3 | 1 |
| [Statistics](https://scholar4ai.com/categories/statistics.md) | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 |
| [Information Systems](https://scholar4ai.com/categories/information-systems.md) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 |
| [Tourism and Hospitality](https://scholar4ai.com/categories/tourism-and-hospitality.md) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| All categories | 1 | 0 | 2 | 1 | 4 | 2 | 36 | 141 | 101 | 86 |

## Where the papers come from

*Journals with the most papers, since 2023*

| # | Journal | Papers |
|---:|---|---:|
| 1 | [Financial Innovation](https://scholar4ai.com/journals/financial-innovation.md) | 23 |
| 2 | [Review of Quantitative Finance and Accounting](https://scholar4ai.com/journals/review-of-quantitative-finance-and-accounting.md) | 17 |
| 3 | [International Review of Financial Analysis](https://scholar4ai.com/journals/international-review-of-financial-analysis.md) | 16 |
| 4 | [Borsa Istanbul Review](https://scholar4ai.com/journals/borsa-istanbul-review.md) | 14 |
| 5 | [Future Business Journal](https://scholar4ai.com/journals/future-business-journal.md) | 13 |
| 6 | [Research in International Business and Finance](https://scholar4ai.com/journals/research-in-international-business-and-finance.md) | 12 |
| 7 | [Journal of International Financial Markets Institutions and Money](https://scholar4ai.com/journals/journal-of-international-financial-markets-institutions-and-money.md) | 12 |
| 8 | [Finance research letters](https://scholar4ai.com/journals/finance-research-letters.md) | 12 |
| 9 | [Journal of International Money and Finance](https://scholar4ai.com/journals/journal-of-international-money-and-finance.md) | 11 |
| 10 | [Energy Economics](https://scholar4ai.com/journals/energy-economics.md) | 9 |

*Institutions with the most papers, since 2023*

| # | Institution | Papers |
|---:|---|---:|
| 1 | [University of Southampton](https://scholar4ai.com/institutions/university-of-southampton.md) | 13 |
| 2 | [University of Essex](https://scholar4ai.com/institutions/university-of-essex.md) | 8 |
| 3 | [Brunel University of London](https://scholar4ai.com/institutions/brunel-university-of-london.md) | 7 |
| 4 | [Centre for Economic Policy Research](https://scholar4ai.com/institutions/centre-for-economic-policy-research.md) | 7 |
| 5 | [Durham University](https://scholar4ai.com/institutions/durham-university.md) | 7 |
| 6 | Edinburgh Napier University | 7 |
| 7 | Nottingham Trent University | 7 |
| 8 | [University College Dublin](https://scholar4ai.com/institutions/university-college-dublin.md) | 7 |
| 9 | [University of Nottingham](https://scholar4ai.com/institutions/university-of-nottingham.md) | 7 |
| 10 | Azerbaijan State University of Economics | 6 |

*Countries with the most papers, since 2023*

| # | Country | Papers |
|---:|---|---:|
| 1 | United Kingdom | 125 |
| 2 | Germany | 53 |
| 3 | Italy | 47 |
| 4 | United States | 34 |
| 5 | France | 28 |
| 6 | Australia | 27 |
| 7 | China | 25 |
| 8 | Spain | 24 |
| 9 | United Arab Emirates | 20 |
| 10 | Malaysia | 16 |

*Keywords with the most papers, since 2023*

| # | Keyword | Papers |
|---:|---|---:|
| 1 | [corporate governance](https://scholar4ai.com/keywords/corporate-governance.md) | 40 |
| 2 | [COVID-19 pandemic](https://scholar4ai.com/keywords/covid-19-pandemic.md) | 28 |
| 3 | [financial stability](https://scholar4ai.com/keywords/financial-stability.md) | 20 |
| 4 | [emerging markets](https://scholar4ai.com/keywords/emerging-markets.md) | 17 |
| 5 | [volatility spillovers](https://scholar4ai.com/keywords/volatility-spillovers.md) | 16 |
| 6 | [systemic risk](https://scholar4ai.com/keywords/systemic-risk.md) | 15 |
| 7 | [ESG performance](https://scholar4ai.com/keywords/esg-performance.md) | 14 |
| 8 | [stock returns](https://scholar4ai.com/keywords/stock-returns.md) | 14 |
| 9 | [geopolitical risk](https://scholar4ai.com/keywords/geopolitical-risk.md) | 13 |
| 10 | [moderating effect](https://scholar4ai.com/keywords/moderating-effect.md) | 13 |

## Most-cited papers

*Most-cited papers since 2017*

| # | Citations | Per month | Title | Journal | Published | Authors |
|---:|---:|---:|---|---|---|---|
| 1 | 260 | 7.5 | [Artificial intelligence-powered electronic skin](https://doi.org/10.1038/s42256-023-00760-z) | [Nature Machine Intelligence](https://scholar4ai.com/journals/nature-machine-intelligence.md) | 2023-12-18 | Changhao Xu, Samuel A. Solomon, Wei Feng Gao |
| 2 | 130 | 4.0 | [How does environmental, social, and governance (ESG) performance determine investment mix? New empirical evidence from BRICS](https://doi.org/10.1016/j.bir.2024.02.007) | [Borsa Istanbul Review](https://scholar4ai.com/journals/borsa-istanbul-review.md) | 2024-02-28 | Zhichao Yu, Umar Farooq, Mohammad Mahtab Alam et al. |
| 3 | 127 | 3.5 | [The importance of climate policy uncertainty in forecasting the green, clean and sustainable financial markets volatility](https://doi.org/10.1016/j.irfa.2023.102984) | [International Review of Financial Analysis](https://scholar4ai.com/journals/international-review-of-financial-analysis.md) | 2023-10-12 | Syed Ali Raza, Komal Akram Khan, Ramzi Benkraiem et al. |
| 4 | 114 | 3.2 | [Active learning for data streams: a survey](https://doi.org/10.1007/s10994-023-06454-2) | [Machine Learning](https://scholar4ai.com/journals/machine-learning.md) | 2023-11-20 | Davide Cacciarelli, Murat Külahçı |
| 5 | 109 | 5.0 | [What you see is not what you get: ESG scores and greenwashing risk](https://doi.org/10.1016/j.frl.2024.106710) | [Finance research letters](https://scholar4ai.com/journals/finance-research-letters.md) | 2025-01-07 | Manuel C. Kathan, Sebastian Utz, Gregor Dorfleitner et al. |

## Used together with

Papers use Refinitiv Datastream most often with S&P 500 (91), Refinitiv Eikon / LSEG Workspace (87) and Marketization index (Fan Gang) (81); it has 92 partners in the code and data network, in the group around S&P 500, Economic Policy…, Compustat.

*What papers use Refinitiv Datastream together with (at least 3 papers; lift 1 = chance)*

| Used with | Type | Papers using both | Lift |
|---|---|---:|---:|
| [S&P 500](https://scholar4ai.com/datasets/s-p-500.md) | Dataset | 91 | 5.1 |
| [Refinitiv Eikon / LSEG Workspace](https://scholar4ai.com/datasets/refinitiv-eikon-lseg-workspace.md) | Dataset | 87 | 29.4 |
| [Marketization index (Fan Gang)](https://scholar4ai.com/datasets/marketization-index-fan-gang.md) | Dataset | 81 | 15.5 |
| [Economic Policy Uncertainty index](https://scholar4ai.com/datasets/economic-policy-uncertainty-index.md) | Dataset | 63 | 3.4 |
| [VIX](https://scholar4ai.com/datasets/vix.md) | Dataset | 51 | 6.7 |
| [Euro Stoxx / DAX](https://scholar4ai.com/datasets/euro-stoxx-dax.md) | Dataset | 37 | 11.3 |
| [Refinitiv ESG (ASSET4)](https://scholar4ai.com/datasets/refinitiv-esg-asset4.md) | Dataset | 35 | 22.2 |
| [Compustat](https://scholar4ai.com/datasets/compustat.md) | Dataset | 34 | 6.9 |
| [Worldscope](https://scholar4ai.com/datasets/worldscope.md) | Dataset | 33 | 57.8 |
| [FTSE indices](https://scholar4ai.com/datasets/ftse-indices.md) | Dataset | 29 | 13.0 |
| [Twitter / X](https://scholar4ai.com/datasets/twitter-x.md) | Dataset | 28 | 0.8 |
| [CRSP](https://scholar4ai.com/datasets/crsp.md) | Dataset | 25 | 7.5 |

The whole network: https://scholar4ai.com/code/network.md

## Papers

*Papers mentioning Refinitiv Datastream in the last 30 days, newest first.*

| Date | Title | Journal | Authors | Affiliations |
|---|---|---|---|---|
| 2026-10-31 | [CEO power and stock price crash risk: moderating effect of environmental practices](https://doi.org/10.1007/s11156-026-01559-w) | [Review of Quantitative Finance and Accounting](https://scholar4ai.com/journals/review-of-quantitative-finance-and-accounting.md) | Hamad Aldawsari, Taufiq Choudhry, Muhammad Saad Baloch | Saudi Electronic University; University of Southampton |
| 2026-10-29 | [Debt, taxation and productivity in European industrial firms: System-GMM evidence and panel threshold robustness](https://doi.org/10.1016/j.iref.2026.106018) | [International Review of Economics & Finance](https://scholar4ai.com/journals/international-review-of-economics-finance.md) | Ons Hbaieb, Lyes Kermad, Kamel Helali | University of Sfax; Faculty of Economics and Management of Sfax; Université Paris 8 |
| 2026-10-27 | [Macro-financial conditions and volatility connectedness across industrial and precious metal markets](https://doi.org/10.1016/j.iref.2026.105971) | [International Review of Economics & Finance](https://scholar4ai.com/journals/international-review-of-economics-finance.md) | Amelie Schischke, Andreas Rathgeber | University of Augsburg |
| 2026-10-23 | [From pixels to profits: trading arbitrage portfolios based on image representations](https://doi.org/10.1007/s11408-026-00507-x) | [Financial markets and portfolio management](https://scholar4ai.com/journals/financial-markets-and-portfolio-management.md) | Niklas Paluszkiewicz | Universität Ulm |
| 2026-10-19 | [Sustainable portfolio optimization with four objectives: Assessing the role of diversification](https://doi.org/10.1016/j.orp.2026.100420) | [Operations Research Perspectives](https://scholar4ai.com/journals/operations-research-perspectives.md) | Ana Garcı́a-Bernabeu, Adolfo Hilario-Caballero, Francesca Luciani | Universitat Politècnica de València; Roma Tre University |
| 2026-10-14 | [Government-sourced categorical economic policy uncertainty](https://doi.org/10.1016/j.iref.2026.105966) | [International Review of Economics & Finance](https://scholar4ai.com/journals/international-review-of-economics-finance.md) | Khanh Cong Gia Hoang, Linh Pham, Thanh Ngo et al. |  |
| 2026-10-13 | [Climate disclosure and risk premium in the European bond market](https://doi.org/10.1007/s40822-026-00401-x) | [Eurasian economic review :](https://scholar4ai.com/journals/eurasian-economic-review.md) | Matteo Mazzarano, Gianni Guastella, Stefano Pareglio et al. | Università Cattolica del Sacro Cuore; Athens University of Economics and Business; University of Bologna; … |
| 2026-10-08 | [Environmental and social sustainability performance and supply-chain-related operating instability: Evidence from global listed firms](https://doi.org/10.1016/j.joitmc.2026.100885) | [Journal of Open Innovation Technology Market and Complexity](https://scholar4ai.com/journals/journal-of-open-innovation-technology-market-and-complexity.md) | Saif Ur Rehman, Rachid Alami, Abeer Daifallah Abdelkarim Al Sardi et al. | Canadian University of Dubai; Westcliff University |

## Cite this page

Scholar4AI. (2026). Refinitiv Datastream. Journal and Conference Research Rankings. Retrieved November 5, 2026, from https://scholar4ai.com/datasets/refinitiv-datastream

```bibtex
@misc{scholar4ai-datasets-refinitiv-datastream,
  author = {{Scholar4AI}},
  title = {Refinitiv Datastream},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/datasets/refinitiv-datastream}},
  urldate = {2026-11-05},
  note = {Journal and Conference Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}
```

License: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/).