Scholar4AI Updated 2026-11-05 06:02 UTC+09:00

AAII sentiment survey

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data category: Uncertainty and sentiment indices · 0 papers in the last 7 days

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

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Names searched for: AAII

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)
TrendNov 23–Oct 24Nov 24–Oct 25Nov 25–Oct 2636 months
73616

Papers per year#

2017: 0 papers2018: 0 papers2019: 0 papers2020: 0 papers2021: 0 papers2022: 0 papers2023: 3 papers2024: 6 papers2025: 2 papers2026 (so far): 6 papers
20172026 (so far)
Papers per publication year and category
Category2017201820192020202120222023202420252026 (so far)
AI0000003402
Finance0000000114
Management0000000010
Accounting0000000100
All categories0000003626

Where the papers come from#

Institutions with the most papers, since 2023
#InstitutionPapers
1University of Technology Sydney8
2Agency for Science, Technology and Research2
3Northwestern University2
4University of Science and Technology Beijing2
5CRRC (China)1
6Commonwealth Scientific and Industrial Research Organisation1
7Data611
8DePaul University1
9Dublin City University1
10Erasmus University Rotterdam1
Countries with the most papers, since 2023
#CountryPapers
1Australia8
2China5
3Singapore3
4Spain2
5United Kingdom2
6Italy2
7United States2
8Bangladesh1
9Denmark1
10Finland1
Keywords with the most papers, since 2023
#KeywordPapers
1investor sentiment3
2market efficiency2
3supervised contrastive learning2
4uncertainty estimation2
5zero-shot cross-lingual transfer2
6Big Five personality traits1
7D4RL1
8E-mini S&P 500 futures1
9ESG disclosure1
10Monte Carlo simulation1

Most-cited papers#

Archive counts by publication year: a paper counts when its title, abstract or keywords name the dataset, or when OpenAlex's full-text search finds it there (searched for the last 30 days' papers and, by a pass over the past years, for older ones). Names added to the list later are looked for in older papers as the archive is read again.

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. The whole network →

What papers use AAII sentiment survey together with (at least 3 papers; lift 1 = chance)
Used withTypePapers using bothLift
S&P 500Dataset67.4
Baker-Wurgler investor sentimentDataset586.3
Twitter / XDataset42.5
Dow Jones Industrial AverageDataset327.0
University of Michigan Surveys of ConsumersDataset343.5
VIXDataset38.7
WikipediaDataset38.3
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

@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}
}

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