research
Overview
I am an Assistant Professor at the School of Computing in Dublin City University. My research interests include application of semantics towards solving real-world challenges associated with privacy, data protection, legal and regulatory compliance, and consent. My PhD (Computer Science, Trinity College Dublin) explored the application of linked data and semantic web technologies towards GDPR compliance, with a particular focus on consent and provenance. I chair the W3C Data Privacy Vocabularies and Controls Community Group (DPVCG) – which develops interoperable vocabularies for privacy and data protection activities based on legal and practical requirements. I am a member of National Standards Authority of Ireland (NSAI) and work on standardisation for CEN/CENELEC (EU) and ISO.
You can see more information about my:
Research Interests
- EU's Data & AI Regulations
My research interest revolves around quantification of the requirements and concepts of laws such as GDPR, Data Governance Act (DGA), Data Act, AI Act, and many others - so that these laws can be better interpreted and applied, and their compliance requirements can be expressed and evaluated using automation in technologies. - Privacy
I'm interested in the exploration of issues regarding privacy, especially those related to use of technology and data protection. My primary motivation in this area is to facilitate discovery and consolidation of existing work in identification and mitigation of risks, and applying existing knowledge to future technologies and innovations. - Consent
Consent is a broad mechanism for agreement in the society, and is also an essential aspect of freedom based on choice. My primary interest regarding consent relates to its connection with privacy and data protection issues, where it is used as the legal justification for collecting and using personal data. My research revolves around quantification and representation of information regarding consent towards identifying and mitigating issues regarding transparency, accountability, and comprehension. - Semantic Web and Data Modeling
The Semantic Web standards, particularly RDF, provide a way for modeling and querying information based on the web infrastructure, permits creation of schemas and ontologies to represent concepts and relationships. My interest lies in using these for the representation, documentation, and modeling of information from other research interests.
Employment
2022-ongoing: I currently am an Assistant Professor in the School of Computing at Dublin City University, and part of the ADAPT Research Centre.
2020-2022: I was a Postdoctoral Research Fellow in the School of Computer Science and Statistics at Trinity College Dublin, and part of the ADAPT Research Centre where I primarily worked on exploring privacy risks of technologies using knowledge graphs through the RISKY project.
2020-2020: I was a Research Assistant in the School of Computer Science and Statistics at Trinity College Dublin, and part of the ADAPT Research Centre where I primarily worked on the PROTECT ITN project.
Projects (13)
Ongoing Projects (8)
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(HARNESS) Harnessing AI and Data-Intensive Technologies
The objective of HARNESS is to train a multidisciplinary cohort of 13 PhD students in an international Doctoral Network, specialising in ethics, law, and technology.
( - ) Principal Investigator
funded by: HORIZON-MSCA-2023-DN-01-01 under Grant#N/A -
(RECITALS) An open-source platform for Resilient Secure Digital identities
RECITALS aims to build an open-source platform that integrates into a common framework a wide variety of techniques and services for privacy-preserving data sharing and identity management.
( - ) Principal Investigator
funded by: HORIZON-CL3-2023-CS-01-02 under Grant#N/A -
(Edu4Standards) Education for Standardisation in the EU
The EU-funded Edu4Standards.EU project emerges, aiming to specify required standardisation skills, analyse educational gaps and develop an innovative teaching concept on standardisation. Specifically, it aims to produce 5 000 experts annually by 2027. Outputs include teaching modules, academic standardisation days and an EU roadmap for standardisation on education.
( - ) Principal Investigator
funded by: HORIZON-CL4-2023-HUMAN-01 under Grant#101135705 -
(HSE-DPIA) DPIA, Data Sharing Agreement and Data Policies for HSE Incident Management
The project seeks to establish and develop a DPIA and Data Sharing Agreement in a very complex governance arrangement for the HSE with the State Claims Agency.
( - ) Project Lead
funded by: Industry under Grant#N/A -
(Fidelity-DataGov) Data Governance and the ethical use of data sharing
The key research question being explored is how to actively manage data governance requirements at source to facilitate a more effective way to share data across functions with regard to the ethical use of data and enable more consumer insights to be generated.
( - ) Project Lead
funded by: SFI EMPOWER Industry Co-Fund under Grant#N/A -
(StandICT'26) ICT Standardisation Observatory and Support Facility in Europe
The EU-funded StandICT.eu 2026 project aims to enhance the European ICT standardisation ecosystem through development of a fellowship programme, monitor ICT standards, and increase the influence of expert work.
( - ) Principal Investigator
funded by: HORIZON-CL4-2022-RESILIENCE-01 under Grant#101091933 -
(ADRA-E) AI, Data and Robotics ecosystem
The EU-funded Adra-e project will work to boost Europe’s excellent research centres, innovative start-ups, a world-leading position in robotics and competitive manufacturing and services sectors. With a consortium composed of leading industry and research organisations in all three domains, the project will create the conditions for an inclusive, sustainable, effective, multilayered and coherent European ADR ecosystem.
( - ) Principal Investigator
funded by: HORIZON-CL4-2021-HUMAN-01 under Grant#101070336 -
(HSBooster.eu) Standardisation Booster for H2020 & HE research results
The EU funded HSbooster.eu project will enhance the standardisation impact of projects funded by H2020 and Horizon Europe by designing and implementing a booster initiative to offer automated, proactive and premium services that enhance standardisation results from European-led initiatives. Over a 24-month period, the HSbooster.eu project will provide services to cover more than 1 000 R&I projects and provide a training academy to nurture the next generation of standardisation experts.
( - ) Principal Investigator
funded by: HORIZON-WIDERA-2021-ERA-01 under Grant#101058391
Past Projects (5)
see complete list of projects-
(COST-DKG-STSM) COST Distributed Knowledge Graphs - Exchange Visit
The primary goal of this STSM is to explore the requirements and limitations of a "machine-readable privacy policy" for use within Distributed Knowledge Graphs (DKG) as a decentralised model of data governance with Prof. Dr. Ruben Verborgh at IMEC in Gent University
( - ) Principal Investigator -
(RISKY) Exploring Privacy Risks of Technologies using Knowledge Graphs
The RISKY project aims to enable exploration of privacy risks and its mitigations by storing information within a knowledge graph. This information consists of direct and indirect relationships between concepts associated with technologies, privacy risks, and their mitigations.
( - ) Principal Investigator (PI) -
(PaE:CG) Privacy-as-Expected: Consent Gateway
An end-to-end solution for managing consent online
( - ) Project Lead -
(PROTECT) Protecting Personal Data Amidst Big Data Innovation
The EU-funded PROTECT project will develop new ways of empowering users of digital services to understand the risks they take when they go online and to offer new ways to enable companies to incorporate data protection into digital services. The project will grow a new generation of 14 early stage researchers who will integrate and apply arguments, analyses and tools from across the fields of law, ethics and knowledge engineering.
( - ) Research Assistant (RA) -
(PhD) Representing Activities associated with Processing of Personal Data and Consent using Semantic Web for GDPR Compliance
My PhD research which produced: GDPRtEXT - a linked data representation of the text of GDPR and a glossary of concepts relevant for its compliance, GDPRov - an OWL2 ontology based on PROV-O for modelling activities associated with personal data and consent in ex-ante (planning) and ex-post (execution) phases, and GConsent - an OWL2 ontology for representing information regarding consent, along with minor contributions describing application of semantic web technologies in the form of querying and validation of information using the SPARQL and SHACL standards.
( - ) researcher
Funding History
Project | Type | Start/End | Total Budget | My Award | Funding Credit |
---|---|---|---|---|---|
HARNESS | EU Horizon, MSCA Doctoral Network, Consortium | 2025-2027 | 3,464,611 | 572,976 | ✓ |
RECITALS | EU Horizon, IA, Consortium | 2025-2027 | 3,935,331 | 357,125 | ✓ |
Edu4Standards | EU Horizon, CSA, Consortium | 2024-2026 | 2,994,601 | 135,621 | ✗ |
HSE-DPIA | Industry | 2024-2025 | 100,000 | 100,000 | ✓ |
Fidelity-DataGov | Industry Co-Fund | 2024-2026 | 460,000 | 260,000 | ✓ |
StandICT'26 | EU Horizon, CSA, Consortium | 2023-2025 | 4,500,000 | 371,156 | ✗ |
COST-DKG-STSM | Research Visit | 2022-2022 | 2,200 | 2,200 | ✓ |
ADRA-E | EU Horizon, CSA, Consortium | 2022-2025 | 3,998,708 | 237,250 | ✗ |
HSBooster.eu | EU Horizon, CSA, Consortium | 2022-2025 | 2,000,000 | 303,640 | ✗ |
RISKY | Postdoctoral Fellowship | 2020-2022 | 91,910 | 91,910 | ✓ |
PaE:CG | EU Horizon, Cascading NGI, Consortium | 2020-2021 | 224,069 | 49,939 | ✓ |
PhD | PhD Fellowship | 2016-2020 | 115,000 | 74,000 | ✗ |
Total | 21,886,430 | 2,555,817 | 7 |
Publications
See full list of publications with links to copies and resources here. Lists also available at Google Scholar and dblp.
Selected publications
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Data Privacy Vocabulary (DPV) — Version 2.0
Conference formal publication
International Semantic Web Conference
Harshvardhan J. Pandit* , Beatriz Esteves , Georg Philip Krog , Paul Ryan , Delaram Golpayegani , Julian Flake -
Implementing ISO/IEC TS 27560: 2023 Consent Records and Receipts for GDPR and DGA
🏆 Conference formal publication
Annual Privacy Forum
Harshvardhan J. Pandit* , Jan Lindquist , Georg Philip Krog -
Enhancing Data Use Ontology (DUO) for Health-Data Sharing by Extending it with ODRL and DPV
Journal formal publication
Semantic Web Journal
Harshvardhan J. Pandit* , Beatriz Esteves* -
To Be High-Risk, or Not To Be—Semantic Specifications and Implications of the AI Act’s High-Risk AI Applications and Harmonised Standards
Conference formal publication
Conference on Fairness, Accountability, and Transparency
Delaram Golpayegani* , Harshvardhan J. Pandit , Dave Lewis
Recent Publications
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How to Manage My Data? With Machine--Interpretable GDPR Rights!
Conference formal publication
International Conference on Legal Knowledge and Information Systems
Beatriz Esteves* , Harshvardhan J. Pandit , Georg Philip Krog , Paul Ryan -
Developing an Ontology for AI Act Fundamental Rights Impact Assessments
Workshop Presented at Workshop, finalising revised version (in-press)
ConventicLE on Artificial Intelligence Regulation - co-located with International Conference on Legal Knowledge and Information Systems
Tytti Rintamaki* , Harshvardhan J. Pandit -
Towards An Automated AI Act FRIA Tool That Can Reuse GDPR's DPIA
Workshop Presented at Workshop, finalising revised version (in-press)
ConventicLE on Artificial Intelligence Regulation - co-located with International Conference on Legal Knowledge and Information Systems
Harshvardhan J. Pandit* , Tytti Rintamaki -
AICat: An AI Cataloguing Approach to Support the EU AI Act
Conference (in-press)
Irish Conference on Artificial Intelligence and Cognitive Science
Delaram Golpayegani* , Harshvardhan J. Pandit , Dave Lewis -
Datasheets for Healthcare AI: A Framework for Transparency and Bias Mitigation
Conference (in-press)
Irish Conference on Artificial Intelligence and Cognitive Science
Marjia Siddik* , Harshvardhan J. Pandit
Groups and Memberships
Ongoing
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W3C Data Privacy Vocabularies and Controls Community Group (DPVCG)
The DPVCG is a community-group that works towards developing vocabularies and taxonomies arising from privacy laws such as the GDPR. The Data Privacy Vocabulary represents its primary outcome and deliverable. I am a participant and member of the group since and am currently co-chairing it. -
W3C Consent Community Group (DPVCG)
The ConsentCG aims to improve the experience of digital "consenting" while ensuring it remains adherent to relevant standards and laws. I am the founder of the group and its co-chair since . -
ISO/IEC JTC1/SC27/WG5 Identity Management and Privacy Technologies
ISO/IEC has committees and working groups that work on development of standards, with the Working Group 5 in Sub-Committee 27 responsible for privacy technologies. I participate as a (domain) 'expert' in WG5 since through membership in theNational Standards Association of Ireland (NSAI). My specific interests include the ISO/IEC 27560 standard currently under development for 'consent record information structure'. -
IEEE P7012
The standard identifies/addresses the manner in which personal privacy terms are declared and offered (e.g. on websites) and how they can be read and agreed to by automated agents.
Past
Organisation
Peer-Review
Reviewer for Journals
- Future Generation Computer Systems (FGCS)
- Journal of Data Protection & Privacy (JDPP)
- Journal of Information Security and Applications (JISA)
- Journal of Personal and Ubiquitous Computing (JPUC)
- Journal of Responsible Technology (JRT)
- Journal of Web Semantics (JWS)
- Semantic Web Journal (SWJ)
- IEEE Access (IEEE Access)
Reviewer for Conferences/Workshop
- AICS (Irish Conference on Artificial Intelligence and Cognitive Science) 2024 2022 2018
- APF (Annual Privacy Forum) 2024
- CIKM (29th ACM International Conference on Information and Knowledge Management) 2020
- CKG (Workshop on Contextualized Knowledge Graphs) 2019
- CLAIRvoyant (ConventicLE on Artificial Intelligence Regulation) 2024
- DataValue (Workshop on Governing Value: The Practice of Exploiting Data Value) 2019 2018
- ESWC (Extended Semantic Web Conference) 2023 2022 2021 2020 2019 2018
- FAccT (Conference on Fairness, Accountability, and Transparency) 2023
- ISWC (International Semantic Web Conference) 2024 2023 2022 2021 2020 2019 2018
- IWPE (International Workshop on Privacy Engineering) 2022
- JURIX (International Conference on Legal Knowledge and Information Systems) 2024 2023 2021 2020
- KGSWC (Iberoamerican Knowledge Graphs and Semantic Web Conference) 2021 2020
- LASCAR (Workshop on Large Scale RDF Analytics) 2020
- MEPDaW (Managing the Evolution and Preservation of the Data Web) 2022 2021 2020 2018
- ODBASE (International Conference on Ontologies, DataBases, and Applications of Semantics) 2019
- RELATED (International Workshop on Relations in the Legal Domain) 2021
- SEMANTiCS (International Conference on Semantic Systems) 2022 2019
- TERECOM (Workshop on Technologies for Regulatory Compliance) 2018
Competitions
- Team Lexparency EU Datathon 2018 Secured 1st Prize in Challenge 2
Supervision / Mentoring
I maintain a blog post for project ideas relevant to my research interests, updated annually.
Current/Ongoing
PhD Supervision (1)
- Harmonised Semantic Model of EU AI and Data Protection Regulations
Tytti Rintamäki (2023-2027)
Past
PhD Supervision (2)
- ERoPA: A Machine-Readable Approach to the Record of Processing Activities (RoPA) for GDPR Compliance
Paul Ryan (2024-2024) - Semantic Frameworks to Support the EU AI Act’s Risk Management and Documentation
Delaram Golpayegani (2020-2024)
MSc Supervision (10)
- Privacy Risk Assessments in California and the European Union: A Comparative Evaluation of Data Protection Regula- tions in Light of Emerging Technologies
Christopher S. Griesenhofer (2024-2024) - Browser Extension for Managing Cookies and Consent Records
Apurva Shirbhate and Thilak Shanmugasundaram (2023-2024) - Analysis of Cookie Management in Web Browsers
Nikhil Kumar and Ridhima Chhabra (2023-2024) - Analysis of Privacy Labels in iOS Apps
Saiesha Gowdar and Zaid Surma (2023-2024) - Impact Assessment framework for AI Risks
Vishal Ruhil (2021-2022) - Privacy Label for Smartphone App Stores
Akul Rastogi (2021-2022) - Implementing semantics for interoperable data portability
Claire Farrell (2020-2021) - Modelling normative statements in AI ethics policy documents using ODRL
Vidisha Dalvi (2020-2020) - Representing and Evaluating the Flow of Information in Privacy Policies Based on the Theory of Contextual Integrity (for GDPR)
Derrick Amponsa (2019-2020) - Artificial Intelligence Ethics Canvas: A Tool for Ethical and Socially Responsible AI
Ankita Kalra (2019-2020)
Undergraduate Supervision (13)
- Implementing Advanced Data Protection Control (ADPC)
Ben Moonan and Zane Grey (2023-2024) - Automating Privacy Policy generation using Metadata
Raj Desai (2021-2022) - Analysis of iOS App Store Privacy Labels
Nicholas Lawlor (2021-2022) - Highlighting risks in consent dialogues
Hasan Opiev (2020-2021) - Annotation tool for issues in consent dialogues
Brian Lynch (2020-2021) - Granular removal of consent dialogue elements using ad-blockers
Rohan Taneja (2020-2021) - Recording online consent via a browser extension
Dhruv Sachdev (2019-2020) - A Generator for Annotated Privacy Policies
Eoin Leahy (2019-2020) - Data Protection Process Browser Widget (for privacy policy visualisation)
Darragh Masterson (2019-2020) - Automating ethics clearance application
Mason Smith (2019-2019) - Data Protection Process Browser Widget: A Visualization Tool for Interacting with Privacy Policies
James Cox (2018-2019) - Ethics Canvas website development
Ankita Kalra (2018-2019) - Ethics Canvas website development
Andrew Knox (2017-2018)
Internship Supervision (9)
- Understanding Risk Assessment in AI Act's High Risk cases regarding Health
Ana Garduno (2024-2024) - Understanding Risk Assessment in AI Act's High Risk cases regarding Law Enforcement
Victor Juarez (2024-2024) - Reporting Bias in Data Sheets for Health Datasets (funded by HRB)
Marjia Siddik (2024-2024) - Browser interface for generating AI Cards
Hephzibah Bode-Favours (2024-2024) - Ethics application support system
Oluwaseun Aderibigbe (2024-2024) - Analysing GDPR's Data Breach Reporting Mechanisms
Alex Jarju (2024-2024) - Interpreting GDPR for ML Workflows, Data Sheets, and Model Cards
Fatima Atmani (2023-2023) - Interpreting GDPR for ML Workflows, Data Sheets, and Model Cards
Lydia Naggayi (2023-2023) - Ethics Canvas website development
Andreas Burburan (2017-2017)
Teaching, Knowledge Dissemination
Teaching
- CA691 Data Governance: (2024) - Masters: MA in Data Protection and Privacy (MDPP), EM in Law, Data & Artificial Intelligence (EMILDAI). Dublin City University
- CA292 Project Management: (2023) - Undergraduate: Computing for Business Year 2. Dublin City University
- CA269 Programming 3: Object-Oriented Programming: (2023, 2024) - Undergraduate: Computer Science (CASE) Year 2, Data Science (DS) Year 2. Dublin City University
- CS3014 Concurrent System I: (2018) - Undergraduate:: Integrated Computer Science (ICS) Year 3. Trinity College Dublin
Recent Talks, Seminars, Lectures
See full list of presentations with links to slides and resources here.
- Enhancing Data Use Ontology (DUO) for Health-Data Sharing by Extending it with ODRL and DPV
Research Presentation at None about Enhancing Data Use Ontology (DUO) for Health-Data Sharing by Extending it with ODRL and DPV - Open Science & Data Management
Guest Lecture at LegumeLegacy ITN Training about Open Science - GDPR and Cloud
Guest Lecture at DCU CA349 IT Architecture about IT Architecure - DCU - Your Data, Your AI: Towards a Decentralised Future
Guest Lecture at TCD Know. & Data Engg. Course about Knowledge and Data Engineering - TCD - Technical Challenges of EU’s Digital Sovereignty Aspirations
Talk at None about None
Teaching Assistant
- CS7CS2 Research and Innovation Methods - 2018 Term I, MSc Computer Science, Trinity College Dublin
Demonstrator / Lab Assistant
- CS1010 Introduction to Programming I/II - 2016, 2017, 2018, 2019 Term I/II, Trinity College Dublin
- CS1013 Programming Project I - 2017 Term II, Trinity College Dublin
- CS1021 Introduction to Computing I/II - 2016, 2017, 2018 Term I/II, Trinity College Dublin
- CS1E03 Computer Engineering I - 2019, Term II, Trinity College Dublin
- CS2010 Algorithms and Data Structures - 2017, 2018 Term II, Trinity College Dublin
- CS2014 Systems Programming I - 2016 Term I, Trinity College Dublin
- CS3012 Software Engineering - 2016 Term I, Trinity College Dublin
- CS3021 Computer Architecture II - 2016, 2018 Term I, Trinity College Dublin
- CS7IS1 Knowledge and Data Engineering - 2018 Term I, MSc Computer Science, Trinity College Dublin
- CS1061 C Programming - 2014 Term I, University College Cork
- CS5008, CS6509, CS1069 Internet Computing - HiDip ACT, MSc and PGDip DSA, BSc Math Sci 2014 Term II, University College Cork
- CS5015, CS6120 Object-Oriented Software Development - 2014 Term II, University College Cork