Agostino Marengo / Academic profile
University of Foggia · DAFNE Department · Computer Science (INFO-01/A)

Academic
profile.

Agostino Marengo is Associate Professor of Computer Science at the University of Foggia, Department of Agricultural, Food, Natural Resources and Engineering Sciences (DAFNE), and holds the Italian National Scientific Qualification as Full Professor. A university researcher since 2005, he now works on interpretable machine learning for healthcare. Since 2009 he has been co-founder and President of OSEL.

In university records: Agostino Massimo Marengo · ORCID 0000-0003-2769-5642 · Scopus 24067691200

116Works listed · OpenAlex, 8 Nov 2026
2,502Citations · Google Scholar, 8 Nov 2026
Top 2%World's Top 2% AI Scientists · single-year 2025
2005University researcher since · Bari, then Foggia

Thirty years
of applied computing.

First in information systems for learning, today in healthcare data. The steps, with the dates from the CV.

2021 · today
Associate Professor of Computer Science (INFO-01/A, formerly INF/01), University of Foggia, DAFNE Department.Italian National Scientific Qualification as Full Professor.
2005 · 2021
Tenured researcher and Assistant Professor of Computer Science, Department of Economics, University of Bari Aldo Moro.Coordinator of the Department's Internationalisation unit (2013-2018), member of the Research Steering Committee (2014-2021) and of the University e-learning Committee (2009-2021).
1994 · 2004
ICT and e-learning expert, Computing Services Centre, University of Bari.
2009
Fellowship at the Internet Interdisciplinary Institute (IN3), Universitat Oberta de Catalunya, Learning Insight System project on semantic web approaches to e-learning.
2022 · 2025
Visiting Professor (July 2022 to March 2023) and visiting research fellow (April to December 2025), University of Ioannina, Greece.
since 2009
Co-founder and President of OSEL Srl, a spin-off of the University of Bari Aldo Moro.Born as Open Source E-Learning, it now works on artificial intelligence, digital transformation and people strategy with Italian organisations.
Education
Degree in Mechanical Engineering (2002). Master of Science in Online Training and Education, Bocconi University (2002). Certified Project Manager, SDA Bocconi (2001). Chartered engineer since 2002.

Same methods,
new domain.

The current line applies machine learning and interpretable AI to healthcare: hospital efficiency and resource allocation, clinical risk prediction, medical imaging, governance of foundation models in clinical practice. It grew out of three decades of data-driven learning systems: learning analytics, adaptive learning, serious games, soft skills assessment, AI in higher education. The methods are the same; the application domain changed.

01Hospital efficiency with interpretable machine learningModels that explain why a hospital uses its resources well or badly. IEEE Access, Expert Systems with Applications.
02Clinical risk predictionCardiovascular disease, heart failure with thyroid dysfunction, data from connected devices. Computers in Biology and Medicine, Frontiers in Digital Health.
03Foundation models and quantum computing in healthcareSystematic reviews with a machine-learning analysis pipeline. IEEE Access, Frontiers in Computer Science.
04AI in higher educationThe root: attitude scales towards generative AI, gamification, ten-year reviews. Applied Sciences, Frontiers in Computer Science, Interactive Technology and Smart Education.

Since 2005 he has coordinated four European Tempus projects and two Erasmus+ projects. Since 2026 he leads the University of Foggia unit in HELIX-SMART (2026-2028), an Interreg VI-A Greece-Italy 2021-2027 project on innovation ecosystems. Since 2022 he is scientific coordinator for the University of Foggia in the national Digital Education Hub partnership, led by the University of Modena and Reggio Emilia.

Every entry
with its source.

Nothing that cannot be checked in a minute. For each award, the document it comes from.

2026 · Stanford University / ElsevierWorld's Top 2% AI Scientists 2026

Listed in the single-year 2025 table of the ninth edition of the ranking compiled by John Ioannidis (Stanford University) and published by Elsevier on 7 October 2026, on Scopus data as of 1 August 2026. Main subfield: Artificial Intelligence & Image Processing.

Source: Elsevier dataset, version 9, doi:10.17632/btchxktzyw.9 (row "Marengo, Agostino", Università degli Studi di Foggia)
2026 · Applied Sciences (MDPI)Best Paper Award 2024

For the systematic review "Exploring the Impact of Artificial Intelligence on Healthcare Management: A Combined Systematic Review and Machine-Learning Approach", written with Vito Santamato and colleagues, one of the ten papers of the year awarded by the journal.

Source: University of Foggia press release no. 98, 9 July 2026; paper doi:10.3390/app142210144
Editorial rolesAssociate Editor and Guest Editor

Associate Editor, Frontiers in Artificial Intelligence (2026). Guest Editor, Applied Sciences (since 2023) and Frontiers in High Performance Computing (2026). Reviewer for the Journal of Medical Internet Research, Journal of Computer Assisted Learning, Electronic Journal of e-Learning, Education Sciences and Algorithms.

Source: curriculum vitae, November 2026
Doctoral boards and societiesPhD boards and IEEE

Member of the faculty board of the Italian national PhD programme LESDIT (Learning Sciences and Digital Technologies) and of the doctoral programme of the Department of Early Childhood Education, University of Ioannina. Member of the IEEE (Institute of Electrical and Electronics Engineers) since 2003.

Source: curriculum vitae, November 2026

Twelve papers,
twelve DOIs.

A selection from the last four years, from the healthcare line to the educational root. Titles and journals checked on Crossref on 8 November 2026; each row opens the paper.

2026first author
2025first and corresponding author
2025
Development and validation of generative artificial intelligence attitude scale for studentsFrontiers in Computer Science · doi:10.3389/fcomp.2025.1528455
first author
2025corresponding author
2024
An efficient cardiovascular disease prediction model through AI-driven IoT technologyComputers in Biology and Medicine · doi:10.1016/j.compbiomed.2024.109330
first author
2024sole author
2024
The educational value of artificial intelligence in higher education: a 10-year systematic literature reviewInteractive Technology and Smart Education · doi:10.1108/ITSE-11-2023-0218
first author

Three databases,
three counts.

Scopus includes only indexed journals and proceedings. Google Scholar counts everything it finds online. OpenAlex lists works with a persistent identifier. The numbers differ because they measure different things: all three are here, with the reading date. "Over 100 publications", on the home page, is the OpenAlex count.

Scopus · September 2026
Indexed documents42
Citations1,188
h-index16

SciVal, 2015-2024 output: 47.8% of papers in the world's top 10% most cited, field-weighted citation impact 3.51.

Google Scholar · 8 November 2026
Citations2,502
h-index22
i10-index38

Reading of the public profile. Includes conference papers and works not indexed by Scopus.

OpenAlex · 8 November 2026
Works listed116
Citations1,807
h-index19

Author A5006995271, linked to ORCID. Open database, continuously updated.

In the classroom
and in companies.

At the University of Foggia he teaches computer architectures and operating systems and big data in the Digital Transformation Engineering degree, and computing to Law and Social Sciences students. Outside the university he works with people who run companies: as a Fractional Chief AI Officer, through the Monday newsletter Prima di firmare (in Italian) and the Governing AI programme.

The CV,
in full.

Curriculum vitae

Updated November 2026, in English and Italian, without sensitive personal data. It contains the full list of publications, projects and roles.

Contacts

For research collaborations, invitations and reviews: agostino.marengo@osel.it. The institutional address is in the University of Foggia directory; research outputs are in the university's IRIS repository.

Department of Agricultural, Food, Natural Resources and Engineering Sciences (DAFNE), Via Napoli 50, 71121 Foggia, Italy.