---
title: "Annals of Data Science: impact and top papers"
description: "Annals of Data Science has a 2-year mean citedness of 2.38 and an h-index of 45 in OpenAlex, #6 of 31 tracked statistics journals by citedness. In 2025 it published 78 papers, and its papers received 2,474 citations."
url: https://scholar4ai.com/journals/annals-of-data-science
markdown_url: https://scholar4ai.com/journals/annals-of-data-science.md
license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
share_text: "Annals of Data Science has a 2-year mean citedness of 2.38 and an h-index of 45 in OpenAlex, #6 of 31 tracked statistics journals by citedness. In 2025 it published 78 papers, and its papers received 2,474 citations. (as of 2026-11-03)"
data_url: https://scholar4ai.com/data/rankings.json
updated: 2026-11-03T18:03:37+09:00
window: 2026-10-05 to 2026-11-03
source: OpenAlex (CC0)
---

# Annals of Data Science

- 0 papers in the last 7 days
- category: Statistics
- publisher: Springer Science+Business Media
- ISSN 2198-5804
- Journal website: http://link.springer.com/journal/40745
- ISSN portal: https://portal.issn.org/resource/ISSN/2198-5804
- OpenAlex: https://openalex.org/S2765063436

Back to the ranking: https://scholar4ai.com/rankings/journals.md

Rankings of Statistics: [Statistics dashboard](https://scholar4ai.com/categories/statistics.md) · [Statistics journal rankings by citations](https://scholar4ai.com/rankings/journal-metrics/statistics.md) · [Top statistics institutions, 2023–2025](https://scholar4ai.com/rankings/institutions-by-year/statistics.md) · [Top funders of statistics research](https://scholar4ai.com/rankings/funders/statistics.md) · [Companies in statistics research](https://scholar4ai.com/rankings/companies/statistics.md) · [Open access in statistics journals](https://scholar4ai.com/rankings/open-access/statistics.md) · [Top Statistics conferences](https://scholar4ai.com/proceedings/categories/statistics.md)

## Key findings

- Annals of Data Science has a 2-year mean citedness of 2.38 and an h-index of 45 in OpenAlex, #6 of 31 tracked statistics journals by citedness.
- In 2025 it published 78 papers, and its papers received 2,474 citations.
- Annals of Data Science published 12 papers in the last 30 days (2026-10-05 to 2026-11-03), ranking #89 of 480 journals.
- Leading institutions: Southampton Solent University (1), American University of Sharjah (1) and Dr. B. R. Ambedkar National Institute of Technology Jalandhar (1).
- Countries: China (4), India (3) and United Kingdom (1).
- From Nov 2023 to Oct 2026, Annals of Data Science published 12 papers (0 a month on average, by publication date in OpenAlex).
- Its most frequent keywords over that period were “financial fraud detection” (2), “robustness” (2) and “5G” (1).

## Citation metrics

*Citation metrics (OpenAlex)*

| Metric | Value |
|---|---:|
| 2-year mean citedness | 2.38 |
| h-index | 45 |
| i10-index | 217 |
| Papers in OpenAlex | 716 |
| Citations in OpenAlex | 12,565 |
| Rank among tracked statistics journals | [#6 of 31](https://scholar4ai.com/rankings/journal-metrics/statistics.md) |

*Papers per year and the citations the journal's papers received that year (OpenAlex)*

| Year | Papers | Citations received |
|---|---:|---:|
| 2026 (so far) | 71 | 1,496 |
| 2025 | 78 | 2,474 |
| 2024 | 77 | 2,336 |
| 2023 | 45 | 1,858 |
| 2022 | 94 | 1,504 |
| 2021 | 47 | 1,196 |
| 2020 | 73 | 762 |
| 2019 | 52 | 426 |
| 2018 | 52 | 273 |
| 2017 | 40 | 137 |
| 2016 | 26 | 73 |

2-year mean citedness is OpenAlex's count of citations per paper a journal published in the two previous years, an open counterpart to the journal impact factor (which counts only Web of Science citations); the h-index and i10-index cover all its papers. The figures come from OpenAlex (CC0) and are read again monthly.

Official metrics such as the Journal Impact Factor (Clarivate) and CiteScore (Scopus) are licensed by their owners and not copied here; the publisher shows them on the journal's website. Journal website: http://link.springer.com/journal/40745

## The last 36 months

*Papers by publication date, Nov 2023 to Oct 2026*

| Nov 23–Oct 24 | Nov 24–Oct 25 | Nov 25–Oct 26 | 36 months |
|---:|---:|---:|---:|
| 0 | 0 | 12 | 12 |

*Most frequent keywords, Nov 2023 to Oct 2026*

| # | Keyword | Papers |
|---:|---|---:|
| 1 | financial fraud detection | 2 |
| 2 | robustness | 2 |
| 3 | 5G | 1 |
| 4 | Amazon Alexa | 1 |
| 5 | CNN-LSTM | 1 |
| 6 | [Internet of Things](https://scholar4ai.com/keywords/internet-of-things.md) | 1 |
| 7 | [LSTM](https://scholar4ai.com/keywords/lstm.md) | 1 |
| 8 | Word2Vec embeddings | 1 |
| 9 | [XGBoost](https://scholar4ai.com/keywords/xgboost.md) | 1 |
| 10 | adaptive feature selection | 1 |

*Papers, newest first.*

| Date | Title | Journal | Authors | Affiliations |
|---|---|---|---|---|
| 2026-10-23 | [AE-NS: An Auto-Encoding Network with Semantic Constraints for Robust Fair Classification on Tabular Data](https://doi.org/10.1007/s40745-026-00733-0) | [Annals of Data Science](https://scholar4ai.com/journals/annals-of-data-science.md) | Raza Hasan, Salman Mahmood | Southampton Solent University |
| 2026-10-21 | [Relative Range Sequential Approach for Detecting Outliers](https://doi.org/10.1007/s40745-026-00734-z) | [Annals of Data Science](https://scholar4ai.com/journals/annals-of-data-science.md) | Dania Dallah, Hana Sulieman, Ayman Alzaatreh | American University of Sharjah |
| 2026-10-18 | [Hybrid QCNN Framework for Pneumonia Detection Using CXR Data](https://doi.org/10.1007/s40745-026-00741-0) | [Annals of Data Science](https://scholar4ai.com/journals/annals-of-data-science.md) | Richa Kumari, Samsonanoshbabu P | Dr. B. R. Ambedkar National Institute of Technology Jalandhar |
| 2026-10-17 | [Universum-Driven Robust Pcomp Classification Method and Applications](https://doi.org/10.1007/s40745-026-00740-1) | [Annals of Data Science](https://scholar4ai.com/journals/annals-of-data-science.md) | Min Zhang, Long Tang | Anhui Jianzhu University; Nanjing University of Information Science and Technology |
| 2026-10-14 | [Understanding Cross‑Lingual Model Behavior in Mental Health NLP: Evidence from English–Bengali Transformer Models](https://doi.org/10.1007/s40745-026-00743-y) | [Annals of Data Science](https://scholar4ai.com/journals/annals-of-data-science.md) | Moshiur Rahman Faisal, Suraiya Islam Meem, Shahadat Uddin | North South University; University of Wollongong; The University of Sydney |
| 2026-10-13 | [Comparing the Accuracy of Albert and Deep Learning Models in the Classification of Alexa Virtual Assistant Commands](https://doi.org/10.1007/s40745-026-00739-8) | [Annals of Data Science](https://scholar4ai.com/journals/annals-of-data-science.md) | Tong Zhang, Xinling Dong | Open University of China; Beijing Language and Culture University; Beijing Information Technology College |
| 2026-10-12 | [GM-DualTransAML++: A Multi-Source Graph–Transformer Framework with Statistical Risk Mining and Typology Supervision for Anti-Money Laundering Detection](https://doi.org/10.1007/s40745-026-00730-3) | [Annals of Data Science](https://scholar4ai.com/journals/annals-of-data-science.md) | Kirti Akash Nimbhorkar, Vinod M. Patil, Priyanka V. Deshmukh | Symbiosis International University |
| 2026-10-07 | [An Enhanced Deep Learning Framework for Multi-class Breast Cancer Abnormality Detection Optimized with Modified Firefly Algorithms](https://doi.org/10.1007/s40745-026-00724-1) | [Annals of Data Science](https://scholar4ai.com/journals/annals-of-data-science.md) | Junaid Ali Khan | Sakarya University |
| 2026-10-07 | [Financial Fraud Detection via Multi-teacher Knowledge Distillation from a Structured Feature Perspective](https://doi.org/10.1007/s40745-026-00738-9) | [Annals of Data Science](https://scholar4ai.com/journals/annals-of-data-science.md) | Juxiang Hu, Aihua Li, Qinyan Wei | Central University of Finance and Economics |
| 2026-10-07 | [Using Kernel Density Estimation and Density Clustering to Simplify Vehicle Routing Optimization in Urban Last-Mile Logistics](https://doi.org/10.1007/s40745-026-00732-1) | [Annals of Data Science](https://scholar4ai.com/journals/annals-of-data-science.md) | Weslley Moura, António Grilo, Paulo Nováis | University of Minho; Universidade Nova de Lisboa |
| 2026-10-06 | [BSTCH: Biometric-Enabled Chaotic Quantum-Based Encryption Scheme for Securing Medical Images](https://doi.org/10.1007/s40745-026-00726-z) | [Annals of Data Science](https://scholar4ai.com/journals/annals-of-data-science.md) | Nilaja A. Deshmukh, Amit Kamalakar Gaikwad | G H Raisoni University |
| 2026-10-05 | [Adaptive Machine Learning for Spectrum Optimization in Smart Sensor Grids: A PSO-LGWSA Approach](https://doi.org/10.1007/s40745-026-00728-x) | [Annals of Data Science](https://scholar4ai.com/journals/annals-of-data-science.md) | Zhigang Zhang, Mingrui Mo, Jin Ping Mo | Guangxi Polytechnic of Construction; Guangxi University of Finance and Economics |

## Cite this page

Scholar4AI. (2026). Annals of Data Science. Journal and Conference Research Rankings. Retrieved November 3, 2026, from https://scholar4ai.com/journals/annals-of-data-science

```bibtex
@misc{scholar4ai-journals-annals-of-data-science,
  author = {{Scholar4AI}},
  title = {Annals of Data Science},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/journals/annals-of-data-science}},
  urldate = {2026-11-03},
  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/).