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Data Market Platforms: Trading Data Assets to Solve Data Problems

Summary: Proposes data market platforms to monetize data sharing, solving incentives by rewarding owners and matching needs. Outlines market design and systems implementation for internal and cross-org markets, treating data as a first-class asset. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h939852bbf6ccd6a9
Venue
VLDB
Year
2020
Pagerank
9.4779185e-05
Overall Rank
1,858 | 87.55%
DOI
10.14778/3407790.3407800
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{fernandez_vldb20,
        title = {{Data Market Platforms: Trading Data Assets to Solve Data Problems}},
        author = {Fernandez, Raul Castro and Subramaniam, Pranav and Franklin, Michael J.},
        journal = {PVLDB},
        series = {{VLDB} '20},
        volume = {13},
        number = {11},
        pages = {1933--1947},
        doi = {10.14778/3407790.3407800},
        url = {https://doi.org/10.14778/3407790.3407800},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
3,024 Data Acquisition for Improving Machine Learning Models 2021 VLDB 7.7237124e-05
3,736 Protecting Data Markets from Strategic Buyers 2022 SIGMOD 7.0427076e-05
4,354 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 6.6318545e-05
4,930 Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia 2023 SIGMOD 6.3383989e-05
5,435 Towards Distribution-aware Query Answering in Data Markets 2022 VLDB 6.1167862e-05
5,448 Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games 2024 SIGMOD 6.1108214e-05
5,526 DET-LSH: A Locality-Sensitive Hashing Scheme with Dynamic Encoding Tree for Approximate Nearest Neighbor Search 2024 VLDB 6.0804398e-05
6,130 Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets 2023 VLDB 5.8595306e-05
6,406 On Shapley Value in Data Assemblage Under Independent Utility 2022 VLDB 5.7790819e-05
6,428 Containerized Execution of UDFs: An Experimental Evaluation 2022 VLDB 5.7709339e-05
6,731 Counterfactual Explanation of Shapley Value in Data Coalitions 2024 VLDB 5.6797274e-05
6,757 What Is the Price for Joining Securely? Benchmarking Equi-Joins in Trusted Execution Environments 2022 VLDB 5.6724628e-05
7,261 Data and AI Model Markets: Opportunities for Data and Model Sharing, Discovery, and Integration 2023 VLDB 5.5563116e-05
8,233 Contributions Estimation in Federated Learning: A Comprehensive Experimental Evaluation 2024 VLDB 5.3571186e-05
8,326 Demonstration of Dealer: An End-to-End Model Marketplace with Differential Privacy 2021 VLDB 5.3385147e-05
9,039 Data Acquisition for Improving Model Confidence 2024 SIGMOD 5.2188954e-05
10,437 The Pneuma Project: Reifying Information Needs as Relational Schemas to Automate Discovery, Guide Preparation, and Align Data with Intent 2026 CIDR 4.9605343e-05
10,935 Local Shapley: Model-Induced Locality and Optimal Reuse in Data Valuation 2026 VLDB 4.9605343e-05
11,485 ML-Asset Management: Curation, Discovery, and Utilization 2025 VLDB 4.9605343e-05
11,524 Towards an Objective Metric for Data Value Through Relevance 2024 CIDR 4.9605343e-05
11,785 Lightweight Materialization for Fast Dashboards Over Joins 2023 SIGMOD 4.9605343e-05
11,794 VersaMatch: Ontology Matching with Weak Supervision 2023 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
17 Provenance Semirings 2007 PODS 0.00059660827
92 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00034613457
367 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00019882429
422 Big Data Integration 2013 VLDB 0.00018451149
512 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00017036842
770 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00014086699
877 Integrating Conflicting Data: The Role of Source Dependence 2009 VLDB 0.00013267412
897 Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms 2019 VLDB 0.00013162662
939 Truth Finding on the Deep Web: Is the Problem Solved? 2013 VLDB 0.00012945534
949 Provenance and Scientific Workflows: Challenges and Opportunities 2008 SIGMOD 0.00012897365
972 The Data Civilizer System 2017 CIDR 0.00012742827
1,120 Principles of Dataspace Systems 2006 PODS 0.00011920747
1,369 Towards Model-based Pricing for Machine Learning in a Data Marketplace 2019 SIGMOD 0.00010876597
2,416 S4: Top-k Spreadsheet-Style Search for Query Discovery 2015 SIGMOD 8.4837888e-05
2,452 Azure Data Lake Store: A Hyperscale Distributed File Service for Big Data Analytics 2017 SIGMOD 8.4280184e-05
3,353 Reverse Engineering Aggregation Queries 2017 VLDB 7.3674867e-05
3,447 Collaborative Data Analytics with DataHub 2015 VLDB 7.2748826e-05
4,001 Revenue Maximization for Query Pricing 2020 VLDB 6.8470053e-05
4,135 Less is More: Selecting Sources Wisely for Integration 2013 VLDB 6.7717878e-05
5,137 ORPHEUSDB: A Lightweight Approach to Relational Dataset Versioning 2017 SIGMOD 6.244375e-05
5,656 AnyLog: a Grand Unification of the Internet of Things 2020 CIDR 6.0318106e-05
6,442 Domain-Aware Multi-Truth Discovery from Conflicting Sources 2018 VLDB 5.7667567e-05
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# Overall Rank Paper Year Venue
1 1,369 Towards Model-based Pricing for Machine Learning in a Data Marketplace 2019 SIGMOD
2 11,589 A Profit-Maximizing Data Marketplace with Differentially Private Federated Learning under Price Competition 2024 SIGMOD
3 9,812 Online Optimization and Fair Costing for Dynamic Data Sharing in a Cloud Data Market 2014 SIGMOD
4 5,435 Towards Distribution-aware Query Answering in Data Markets 2022 VLDB
5 7,261 Data and AI Model Markets: Opportunities for Data and Model Sharing, Discovery, and Integration 2023 VLDB
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7 10,682 A Game Theory Approach for Negotiating in Data Marketplaces 2026 SIGMOD
8 1,597 Data Markets in the Cloud: An Opportunity for the Database Community 2011 VLDB
9 4,930 Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia 2023 SIGMOD
10 3,736 Protecting Data Markets from Strategic Buyers 2022 SIGMOD