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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
5.5083793e-05
Overall Rank
7,500 | 49.58%
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 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
5,076 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 6.2860582e-05
9,774 Dynamic Pricing in Spatial Crowdsourcing: A Matching-Based Approach 2018 SIGMOD 5.1317143e-05
12,212 A Rating-Ranking Method for Crowdsourced Top-k Computation 2018 SIGMOD 4.9793485e-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 0.00034672523
198 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00025555196
257 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00022962347
433 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018332741
749 So Who Won? Dynamic Max Discovery with the Crowd 2012 SIGMOD 0.00014265279
787 Human-Assisted Graph Search: It’s Okay to Ask Questions 2011 VLDB 0.00013988274
871 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00013343705
933 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013004422
987 CrowdScreen: Algorithms for Filtering Data with Humans 2012 SIGMOD 0.00012660627
1,264 CDAS: A Crowdsourcing Data Analytics System 2012 VLDB 0.0001128316
1,472 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.00010558263
1,720 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.7965659e-05
1,926 Counting with the Crowd 2013 VLDB 9.3637786e-05
2,272 Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation 2014 SIGMOD 8.7121962e-05
2,642 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 8.1778168e-05
2,653 CrowdFill: Collecting Structured Data from the Crowd 2014 SIGMOD 8.1732164e-05
2,829 A Framework for Protecting Worker Location Privacy in Spatial Crowdsourcing 2014 VLDB 7.9629265e-05
2,832 Crowd Mining 2013 SIGMOD 7.9590386e-05
3,171 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.5691557e-05
3,197 iCrowd: An Adaptive Crowdsourcing Framework 2015 SIGMOD 7.5455503e-05
3,323 A Confidence-Aware Approach for Truth Discovery on Long-Tail Data 2015 VLDB 7.4291935e-05
3,372 Finish Them!: Pricing Algorithms for Human Computation 2014 VLDB 7.3693102e-05
3,838 Optimal Crowd-Powered Rating and Filtering Algorithms 2014 VLDB 6.9929907e-05
3,839 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 6.9921604e-05
4,024 CLAMShell: Speeding up Crowds for Low-latency Data Labeling 2016 VLDB 6.8472018e-05
4,051 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.8285415e-05
4,220 Whom to Ask? Jury Selection for Decision Making Tasks on Micro-blog Services 2012 VLDB 6.7252203e-05
4,602 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 6.5072085e-05
4,623 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 6.4978811e-05
5,024 Crowdsourced Top-k Algorithms: An Experimental Evaluation 2016 VLDB 6.3096186e-05
5,326 Argonaut: Macrotask Crowdsourcing for Complex Data Processing 2015 VLDB 6.178393e-05
5,466 Crowdsourcing Applications and Platforms: A Data Management Perspective 2011 VLDB 6.1202777e-05
6,099 Truth Discovery and Crowdsourcing Aggregation: A Unified Perspective 2015 VLDB 5.8871645e-05
7,228 OASSIS: Query Driven Crowd Mining 2014 SIGMOD 5.5805857e-05
8,137 Where To: Crowd-Aided Path Selection 2014 VLDB 5.3924339e-05
8,951 Managing General and Individual Knowledge in Crowd Mining Applications 2015 CIDR 5.252096e-05
8,952 CrowdMiner: Mining association rules from the crowd 2013 VLDB 5.252096e-05
9,450 Ontology Assisted Crowd Mining 2014 VLDB 5.1752483e-05
10,218 Human Factors in Crowdsourcing 2016 VLDB 5.0580396e-05
10,219 Skyline Queries with Noisy Comparisons 2015 PODS 5.0580396e-05
10,220 tDP: An Optimal-Latency Budget Allocation Strategy for Crowdsourced MAXIMUM Operations 2015 SIGMOD 5.0580396e-05
10,221 gMission: A General Spatial Crowdsourcing Platform 2014 VLDB 5.0580396e-05
12,314 DOCS: Domain-Aware Crowdsourcing System 2017 VLDB 4.9793485e-05
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# Overall Rank Paper Year Venue
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3 3,171 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB
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