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Crowdsourced Data Management: Overview and Challenges

Summary: Survey of crowdsourced data management, showing how human computation augments DB tasks, guiding quality, cost, and latency. Key topics: crowdsourced operators (select, join), aggregation; planning, schema matching; optimization, systems, challenges. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h0011e9bf0f4c0511
Venue
SIGMOD
Year
2017
Pagerank
5.6647309e-05
Overall Rank
6,791 | 54.48%
DOI
10.1145/3035918.3054776

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{li_sigmod17,
        title = {{Crowdsourced Data Management: Overview and Challenges}},
        author = {Li, Guoliang and Zheng, Yudian and Fan, Ju and Wang, Jiannan and Cheng, Reynold},
        series = {{SIGMOD} '17},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3035918.3054776},
        url = {https://dl.acm.org/doi/10.1145/3035918.3054776},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank Citing Paper Year Venue Pagerank
5,100 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 6.2624729e-05
9,811 Dynamic Pricing in Spatial Crowdsourcing: A Matching-Based Approach 2018 SIGMOD 5.1123244e-05
10,385 Budgeted Interactive Property Graph Repair with GNN 2027 SIGMOD 4.9605343e-05
12,261 A Rating-Ranking Method for Crowdsourced Top-k Computation 2018 SIGMOD 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 43 of 43 cited papers.

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

Rank Cited Paper Year Venue Pagerank
92 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00034613457
199 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.0002551523
257 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00022914527
434 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018323777
754 So Who Won? Dynamic Max Discovery with the Crowd 2012 SIGMOD 0.00014226032
788 Human-Assisted Graph Search: It’s Okay to Ask Questions 2011 VLDB 0.00013946699
873 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00013306946
932 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00012981731
991 CrowdScreen: Algorithms for Filtering Data with Humans 2012 SIGMOD 0.00012632003
1,267 CDAS: A Crowdsourcing Data Analytics System 2012 VLDB 0.00011253716
1,473 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.0001052886
1,721 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.7821782e-05
1,932 Counting with the Crowd 2013 VLDB 9.3441665e-05
2,283 Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation 2014 SIGMOD 8.6888288e-05
2,647 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 8.1565673e-05
2,650 CrowdFill: Collecting Structured Data from the Crowd 2014 SIGMOD 8.1519618e-05
2,841 A Framework for Protecting Worker Location Privacy in Spatial Crowdsourcing 2014 VLDB 7.9354071e-05
2,842 Crowd Mining 2013 SIGMOD 7.9345347e-05
3,028 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.7177453e-05
3,210 iCrowd: An Adaptive Crowdsourcing Framework 2015 SIGMOD 7.5170875e-05
3,327 A Confidence-Aware Approach for Truth Discovery on Long-Tail Data 2015 VLDB 7.4101504e-05
3,368 Finish Them!: Pricing Algorithms for Human Computation 2014 VLDB 7.351092e-05
3,841 Optimal Crowd-Powered Rating and Filtering Algorithms 2014 VLDB 6.9697568e-05
3,849 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 6.9657571e-05
4,029 CLAMShell: Speeding up Crowds for Low-latency Data Labeling 2016 VLDB 6.8285702e-05
4,074 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.8062505e-05
4,237 Whom to Ask? Jury Selection for Decision Making Tasks on Micro-blog Services 2012 VLDB 6.7026224e-05
4,613 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 6.4858366e-05
4,626 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 6.480594e-05
5,052 Crowdsourced Top-k Algorithms: An Experimental Evaluation 2016 VLDB 6.2857835e-05
5,344 Argonaut: Macrotask Crowdsourcing for Complex Data Processing 2015 VLDB 6.1575792e-05
5,478 Crowdsourcing Applications and Platforms: A Data Management Perspective 2011 VLDB 6.0999674e-05
6,110 Truth Discovery and Crowdsourcing Aggregation: A Unified Perspective 2015 VLDB 5.8674769e-05
7,241 OASSIS: Query Driven Crowd Mining 2014 SIGMOD 5.5620382e-05
8,090 Where To: Crowd-Aided Path Selection 2014 VLDB 5.3745898e-05
8,972 Managing General and Individual Knowledge in Crowd Mining Applications 2015 CIDR 5.2347984e-05
8,973 CrowdMiner: Mining association rules from the crowd 2013 VLDB 5.2347984e-05
9,473 Ontology Assisted Crowd Mining 2014 VLDB 5.1582248e-05
10,244 Human Factors in Crowdsourcing 2016 VLDB 5.041459e-05
10,245 Skyline Queries with Noisy Comparisons 2015 PODS 5.041459e-05
10,246 tDP: An Optimal-Latency Budget Allocation Strategy for Crowdsourced MAXIMUM Operations 2015 SIGMOD 5.041459e-05
10,247 gMission: A General Spatial Crowdsourcing Platform 2014 VLDB 5.041459e-05
12,363 DOCS: Domain-Aware Crowdsourcing System 2017 VLDB 4.9605343e-05
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