---
title: "AAII sentiment survey: research papers using this data"
description: "From Nov 2023 to Oct 2026, 16 archived papers mentioned AAII sentiment survey in their title, abstract or keywords (the search of earlier months' full texts is still under way), most of them in Jan 2024 (2)."
url: https://scholar4ai.com/datasets/aaii-sentiment-survey
markdown_url: https://scholar4ai.com/datasets/aaii-sentiment-survey.md
license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
share_text: "From Nov 2023 to Oct 2026, 16 archived papers mentioned AAII sentiment survey in their title, abstract or keywords (the search of earlier months' full texts is still under way), most of them in Jan 2024 (2). (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)
---

# AAII sentiment survey

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

Text- and survey-based indices of policy uncertainty, geopolitical risk, investor sentiment and financial stress.

- data category: Uncertainty and sentiment indices
- 0 papers in the last 7 days
- Names searched for: AAII

Most-used data: https://scholar4ai.com/rankings/datasets.md · All Uncertainty and sentiment indices datasets: https://scholar4ai.com/datasets/uncertainty-and-sentiment-indices.md



## Key findings

- From Nov 2023 to Oct 2026, 16 archived papers mentioned AAII sentiment survey in their title, abstract or keywords (the search of earlier months' full texts is still under way), most of them in Jan 2024 (2).
- No paper of the tracked journals mentioned AAII sentiment survey in the last 30 days (2026-10-07 to 2026-11-05).
- From 2017 to 2026 (so far), AAII sentiment survey was mentioned in 17 papers in the tracked journals, most of them in AI (9), finance (6) and management (1).
- 2 of them were published in 2025, against 0 in 2017.
- Since 2023, the institutions with the most of these papers were University of Technology Sydney (8), Agency for Science, Technology and Research (2) and Northwestern University (2).
- The journals publishing most of them were IEEE Transactions on Pattern Analysis and Machine Intelligence (5), Research in International Business and Finance (2) and International Review of Economics & Finance (2).
- The most-cited of them is “Fuzzy Machine Learning: A Comprehensive Framework and Systematic Review” (IEEE Transactions on Fuzzy Systems, 2024), with 125 citations.
- Papers use AAII sentiment survey most often with S&P 500 (6), Baker-Wurgler investor sentiment (5) and Twitter / X (4); it has 7 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 |
|---|---:|---:|---:|---:|
|  | 7 | 3 | 6 | 16 |

## Papers per year

*Papers per publication year and category*

| Category | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | 2024 | 2025 | 2026 (so far) |
|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
| [AI](https://scholar4ai.com/categories/ai.md) | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 4 | 0 | 2 |
| [Finance](https://scholar4ai.com/categories/finance.md) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 4 |
| [Management](https://scholar4ai.com/categories/management.md) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| [Accounting](https://scholar4ai.com/categories/accounting.md) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| All categories | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 6 | 2 | 6 |

## Where the papers come from

*Journals with the most papers, since 2023*

| # | Journal | Papers |
|---:|---|---:|
| 1 | [IEEE Transactions on Pattern Analysis and Machine Intelligence](https://scholar4ai.com/journals/ieee-transactions-on-pattern-analysis-and-machine-intelligence.md) | 5 |
| 2 | [Research in International Business and Finance](https://scholar4ai.com/journals/research-in-international-business-and-finance.md) | 2 |
| 3 | [International Review of Economics & Finance](https://scholar4ai.com/journals/international-review-of-economics-finance.md) | 2 |
| 4 | [IEEE Transactions on Neural Networks and Learning Systems](https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems.md) | 2 |
| 5 | [Journal of Business Ethics](https://scholar4ai.com/journals/journal-of-business-ethics.md) | 1 |
| 6 | [Journal of Financial Economics](https://scholar4ai.com/journals/journal-of-financial-economics.md) | 1 |
| 7 | [IEEE Transactions on Knowledge and Data Engineering](https://scholar4ai.com/journals/ieee-transactions-on-knowledge-and-data-engineering.md) | 1 |
| 8 | [IEEE Transactions on Fuzzy Systems](https://scholar4ai.com/journals/ieee-transactions-on-fuzzy-systems.md) | 1 |
| 9 | [International Journal of Disclosure and Governance](https://scholar4ai.com/journals/international-journal-of-disclosure-and-governance.md) | 1 |
| 10 | [Financial Innovation](https://scholar4ai.com/journals/financial-innovation.md) | 1 |

*Institutions with the most papers, since 2023*

| # | Institution | Papers |
|---:|---|---:|
| 1 | [University of Technology Sydney](https://scholar4ai.com/institutions/university-of-technology-sydney.md) | 8 |
| 2 | Agency for Science, Technology and Research | 2 |
| 3 | [Northwestern University](https://scholar4ai.com/institutions/northwestern-university.md) | 2 |
| 4 | [University of Science and Technology Beijing](https://scholar4ai.com/institutions/university-of-science-and-technology-beijing.md) | 2 |
| 5 | [CRRC (China)](https://scholar4ai.com/companies/crrc-china.md) | 1 |
| 6 | Commonwealth Scientific and Industrial Research Organisation | 1 |
| 7 | Data61 | 1 |
| 8 | DePaul University | 1 |
| 9 | Dublin City University | 1 |
| 10 | [Erasmus University Rotterdam](https://scholar4ai.com/institutions/erasmus-university-rotterdam.md) | 1 |

*Countries with the most papers, since 2023*

| # | Country | Papers |
|---:|---|---:|
| 1 | Australia | 8 |
| 2 | China | 5 |
| 3 | Singapore | 3 |
| 4 | Spain | 2 |
| 5 | United Kingdom | 2 |
| 6 | Italy | 2 |
| 7 | United States | 2 |
| 8 | Bangladesh | 1 |
| 9 | Denmark | 1 |
| 10 | Finland | 1 |

*Keywords with the most papers, since 2023*

| # | Keyword | Papers |
|---:|---|---:|
| 1 | [investor sentiment](https://scholar4ai.com/keywords/investor-sentiment.md) | 3 |
| 2 | market efficiency | 2 |
| 3 | supervised contrastive learning | 2 |
| 4 | uncertainty estimation | 2 |
| 5 | zero-shot cross-lingual transfer | 2 |
| 6 | Big Five personality traits | 1 |
| 7 | D4RL | 1 |
| 8 | E-mini S&P 500 futures | 1 |
| 9 | ESG disclosure | 1 |
| 10 | Monte Carlo simulation | 1 |

## Most-cited papers

*Most-cited papers since 2017*

| # | Citations | Per month | Title | Journal | Published | Authors |
|---:|---:|---:|---|---|---|---|
| 1 | 125 | 4.1 | [Fuzzy Machine Learning: A Comprehensive Framework and Systematic Review](https://doi.org/10.1109/tfuzz.2024.3387429) | [IEEE Transactions on Fuzzy Systems](https://scholar4ai.com/journals/ieee-transactions-on-fuzzy-systems.md) | 2024-04-11 | Jie Lu B, Guangzhi Ma, Guangquan Zhang |
| 2 | 63 | 1.9 | [Personality differences and investment decision-making](https://doi.org/10.1016/j.jfineco.2023.103776) | [Journal of Financial Economics](https://scholar4ai.com/journals/journal-of-financial-economics.md) | 2024-01-21 | Zhengyang Jiang, Cameron Peng, Hongjun Yan |
| 3 | 33 | 1.0 | [Affinity Uncertainty-Based Hard Negative Mining in Graph Contrastive Learning](https://doi.org/10.1109/tnnls.2023.3339770) | [IEEE Transactions on Neural Networks and Learning Systems](https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems.md) | 2024-01-08 | Chaoxi Niu, Guansong Pang, Ling Chen |
| 4 | 22 | 1.0 | [Inferring Latent Temporal Sparse Coordination Graph for Multiagent Reinforcement Learning](https://doi.org/10.1109/tnnls.2024.3513402) | [IEEE Transactions on Neural Networks and Learning Systems](https://scholar4ai.com/journals/ieee-transactions-on-neural-networks-and-learning-systems.md) | 2024-12-16 | Wei Duan, Jie Lu B, Junyu Xuan |
| 5 | 11 | 0.3 | [False Correlation Reduction for Offline Reinforcement Learning](https://doi.org/10.1109/tpami.2023.3328397) | [IEEE Transactions on Pattern Analysis and Machine Intelligence](https://scholar4ai.com/journals/ieee-transactions-on-pattern-analysis-and-machine-intelligence.md) | 2023-10-30 | Zhi‐Hong Deng, Zuyue Fu, Lingxiao Wang et al. |

## Used together with

Papers use AAII sentiment survey most often with S&P 500 (6), Baker-Wurgler investor sentiment (5) and Twitter / X (4); it has 7 partners in the code and data network, in the group around S&P 500, Economic Policy…, Compustat.

*What papers use AAII sentiment survey 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 | 6 | 7.4 |
| [Baker-Wurgler investor sentiment](https://scholar4ai.com/datasets/baker-wurgler-investor-sentiment.md) | Dataset | 5 | 86.3 |
| [Twitter / X](https://scholar4ai.com/datasets/twitter-x.md) | Dataset | 4 | 2.5 |
| [Dow Jones Industrial Average](https://scholar4ai.com/datasets/dow-jones-industrial-average.md) | Dataset | 3 | 27.0 |
| [University of Michigan Surveys of Consumers](https://scholar4ai.com/datasets/university-of-michigan-surveys-of-consumers.md) | Dataset | 3 | 43.5 |
| [VIX](https://scholar4ai.com/datasets/vix.md) | Dataset | 3 | 8.7 |
| [Wikipedia](https://scholar4ai.com/datasets/wikipedia.md) | Dataset | 3 | 8.3 |

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

## Cite this page

Scholar4AI. (2026). AAII sentiment survey. Journal and Conference Research Rankings. Retrieved November 5, 2026, from https://scholar4ai.com/datasets/aaii-sentiment-survey

```bibtex
@misc{scholar4ai-datasets-aaii-sentiment-survey,
  author = {{Scholar4AI}},
  title = {AAII sentiment survey},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/datasets/aaii-sentiment-survey}},
  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/).