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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
12278
Venue
VLDB
Year
2020
Pagerank
9.2903125e-05
Overall Rank
2,025 | 86.11%
DOI
10.14778/3407790.3407800

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 21 of 21 citing papers.

Rank Citing Paper Year Venue Pagerank
2,994 Data Acquisition for Improving Machine Learning Models 2021 VLDB 7.8762343e-05
3,705 Protecting Data Markets from Strategic Buyers 2022 SIGMOD 7.1826873e-05
4,240 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 6.809685e-05
4,785 Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia 2023 SIGMOD 6.5084717e-05
5,300 Towards Distribution-aware Query Answering in Data Markets 2022 VLDB 6.2751506e-05
5,441 Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games 2024 SIGMOD 6.2184806e-05
5,800 DET-LSH: A Locality-Sensitive Hashing Scheme with Dynamic Encoding Tree for Approximate Nearest Neighbor Search 2024 VLDB 6.0850924e-05
6,145 Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets 2023 VLDB 5.9604471e-05
6,272 On Shapley Value in Data Assemblage Under Independent Utility 2022 VLDB 5.9319813e-05
6,553 Containerized Execution of UDFs: An Experimental Evaluation 2022 VLDB 5.8417517e-05
6,601 What Is the Price for Joining Securely? Benchmarking Equi-Joins in Trusted Execution Environments 2022 VLDB 5.8246671e-05
6,783 Counterfactual Explanation of Shapley Value in Data Coalitions 2024 VLDB 5.7758194e-05
7,102 Data and AI Model Markets: Opportunities for Data and Model Sharing, Discovery, and Integration 2023 VLDB 5.7030531e-05
8,045 Contributions Estimation in Federated Learning: A Comprehensive Experimental Evaluation 2024 VLDB 5.5008615e-05
8,132 Demonstration of Dealer: An End-to-End Model Marketplace with Differential Privacy 2021 VLDB 5.481589e-05
8,842 Data Acquisition for Improving Model Confidence 2024 SIGMOD 5.3589295e-05
10,138 The Pneuma Project: Reifying Information Needs as Relational Schemas to Automate Discovery, Guide Preparation, and Align Data with Intent 2026 CIDR 5.093636e-05
11,066 ML-Asset Management: Curation, Discovery, and Utilization 2025 VLDB 5.093636e-05
11,118 Towards an Objective Metric for Data Value Through Relevance 2024 CIDR 5.093636e-05
11,421 Lightweight Materialization for Fast Dashboards Over Joins 2023 SIGMOD 5.093636e-05
11,430 VersaMatch: Ontology Matching with Weak Supervision 2023 VLDB 5.093636e-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 0.00059843817
90 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00034951786
367 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00019979463
427 Big Data Integration 2013 VLDB 0.00018661543
514 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00017178673
772 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00014147905
890 Integrating Conflicting Data: The Role of Source Dependence 2009 VLDB 0.00013382697
919 Provenance and Scientific Workflows: Challenges and Opportunities 2008 SIGMOD 0.00013214041
955 Truth Finding on the Deep Web: Is the Problem Solved? 2013 VLDB 0.00012996675
963 The Data Civilizer System 2017 CIDR 0.00012935145
1,066 Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms 2019 VLDB 0.00012333161
1,162 Principles of Dataspace Systems 2006 PODS 0.00011866011
1,488 Towards Model-based Pricing for Machine Learning in a Data Marketplace 2019 SIGMOD 0.00010612416
2,387 S4: Top-k Spreadsheet-Style Search for Query Discovery 2015 SIGMOD 8.6482009e-05
2,477 Azure Data Lake Store: A Hyperscale Distributed File Service for Big Data Analytics 2017 SIGMOD 8.5239378e-05
3,300 Reverse Engineering Aggregation Queries 2017 VLDB 7.5412976e-05
3,402 Collaborative Data Analytics with DataHub 2015 VLDB 7.4418927e-05
3,927 Revenue Maximization for Query Pricing 2020 VLDB 7.012417e-05
4,087 Less is More: Selecting Sources Wisely for Integration 2013 VLDB 6.9141684e-05
5,026 ORPHEUSDB: A Lightweight Approach to Relational Dataset Versioning 2017 SIGMOD 6.3970621e-05
5,543 AnyLog: a Grand Unification of the Internet of Things 2020 CIDR 6.1800731e-05
6,787 Domain-Aware Multi-Truth Discovery from Conflicting Sources 2018 VLDB 5.7738798e-05
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# Overall Rank Paper Year Venue
1 1,488 Towards Model-based Pricing for Machine Learning in a Data Marketplace 2019 SIGMOD
2 11,191 A Profit-Maximizing Data Marketplace with Differentially Private Federated Learning under Price Competition 2024 SIGMOD
3 9,598 Online Optimization and Fair Costing for Dynamic Data Sharing in a Cloud Data Market 2014 SIGMOD
4 5,300 Towards Distribution-aware Query Answering in Data Markets 2022 VLDB
5 7,102 Data and AI Model Markets: Opportunities for Data and Model Sharing, Discovery, and Integration 2023 VLDB
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7 11,325 DataPrice: An Interactive System for Pricing Datasets in Data Marketplaces 2024 VLDB
8 1,576 Data Markets in the Cloud: An Opportunity for the Database Community 2011 VLDB
9 4,785 Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia 2023 SIGMOD
10 3,705 Protecting Data Markets from Strategic Buyers 2022 SIGMOD