Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia

Summary: DSC: data-sharing market model, protocol, and algorithms to form sustainable consortia via guaranteed participation and data-value compensation. It critiques Shapley sharing, proposing a practical, analysis-backed allocation to sustain market formation. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6737
Venue: SIGMOD
Year: 2023
Pagerank: 6.5084717e-05
Overall Rank: 4,785 | 67.18%
DOI: 10.1145/3589317

Incoming Non-self Citations Over Time

Authors

1. Raul Castro Fernandez (University of Chicago)

BibTeX Citation

@inproceedings{fernandez_sigmod23,
        title = {{Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia}},
        author = {Fernandez, Raul Castro},
        series = {{SIGMOD} '23},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3589317},
        url = {https://dl.acm.org/doi/10.1145/3589317},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,842	Data Acquisition for Improving Model Confidence	2024	SIGMOD	5.3589295e-05
10,397	Reliable and Private Utility Signaling for Data Markets	2026	SIGMOD	5.093636e-05
10,421	A Game Theory Approach for Negotiating in Data Marketplaces	2026	SIGMOD	5.093636e-05
11,191	A Profit-Maximizing Data Marketplace with Differentially Private Federated Learning under Price Competition	2024	SIGMOD	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
749	Data Lake Management: Challenges and Opportunities	2019	VLDB	0.00014379989
1,066	Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms	2019	VLDB	0.00012333161
1,077	DataHub: Collaborative Data Science & Dataset Version Management at Scale	2015	CIDR	0.00012269438
1,120	BlockchainDB - A Shared Database on Blockchains	2019	VLDB	0.00012096593
1,138	Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics	2021	CIDR	0.00012023643
1,459	SMCQL: Secure Querying for Federated Databases	2017	VLDB	0.00010717725
1,675	Garlic: A New Flavor of Federated Query Processing for DB2	2002	SIGMOD	0.00010035333
2,025	Data Market Platforms: Trading Data Assets to Solve Data Problems	2020	VLDB	9.2903125e-05
2,994	Data Acquisition for Improving Machine Learning Models	2021	VLDB	7.8762343e-05
3,585	The evolution of Amazon Redshift (extended abstract)	2021	VLDB	7.2840127e-05
3,759	Dealer: An End-to-End Model Marketplace with Differential Privacy	2021	VLDB	7.14674e-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
5,714	Hu-Fu: Efficient and Secure Spatial Queries over Data Federation	2022	VLDB	6.1117296e-05
6,659	Data Station: Delegated, Trustworthy, and Auditable Computation to Enable Data-Sharing Consortia with a Data Escrow	2022	VLDB	5.8102042e-05
8,132	Demonstration of Dealer: An End-to-End Model Marketplace with Differential Privacy	2021	VLDB	5.481589e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	1,733	Reconciling while Tolerating Disagreement in Collaborative Data Sharing	2006	SIGMOD
2	6,659	Data Station: Delegated, Trustworthy, and Auditable Computation to Enable Data-Sharing Consortia with a Data Escrow	2022	VLDB
3	4,521	How to Price Shared Optimizations in the Cloud	2012	VLDB
4	3,705	Protecting Data Markets from Strategic Buyers	2022	SIGMOD
5	5,441	Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games	2024	SIGMOD
6	9,598	Online Optimization and Fair Costing for Dynamic Data Sharing in a Cloud Data Market	2014	SIGMOD
7	7,911	Incentive-Aware Decentralized Data Collaboration	2023	SIGMOD
8	6,272	On Shapley Value in Data Assemblage Under Independent Utility	2022	VLDB
9	10,421	A Game Theory Approach for Negotiating in Data Marketplaces	2026	SIGMOD
10	2,025	Data Market Platforms: Trading Data Assets to Solve Data Problems	2020	VLDB