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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
5396
Venue
SIGMOD
Year
2017
Pagerank
5.6346837e-05
Overall Rank
7,357 | 49.53%
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
4,966 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 6.4225454e-05
9,597 Dynamic Pricing in Spatial Crowdsourcing: A Matching-Based Approach 2018 SIGMOD 5.2494989e-05
11,912 A Rating-Ranking Method for Crowdsourced Top-k Computation 2018 SIGMOD 5.093636e-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
90 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00034951786
196 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00025780596
251 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00023261113
439 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018464913
743 So Who Won? Dynamic Max Discovery with the Crowd 2012 SIGMOD 0.00014421358
767 Human-Assisted Graph Search: It’s Okay to Ask Questions 2011 VLDB 0.00014208622
852 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00013604253
933 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013111293
997 CrowdScreen: Algorithms for Filtering Data with Humans 2012 SIGMOD 0.00012755983
1,270 CDAS: A Crowdsourcing Data Analytics System 2012 VLDB 0.00011388453
1,443 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.00010773106
1,736 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.8984415e-05
1,910 Counting with the Crowd 2013 VLDB 9.4972788e-05
2,307 Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation 2014 SIGMOD 8.7750499e-05
2,626 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 8.3291889e-05
2,636 CrowdFill: Collecting Structured Data from the Crowd 2014 SIGMOD 8.31868e-05
2,780 A Framework for Protecting Worker Location Privacy in Spatial Crowdsourcing 2014 VLDB 8.1294906e-05
2,789 Crowd Mining 2013 SIGMOD 8.1203892e-05
3,231 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.6191767e-05
3,262 iCrowd: An Adaptive Crowdsourcing Framework 2015 SIGMOD 7.5846052e-05
3,314 Finish Them!: Pricing Algorithms for Human Computation 2014 VLDB 7.5279588e-05
3,542 A Confidence-Aware Approach for Truth Discovery on Long-Tail Data 2015 VLDB 7.3279455e-05
3,904 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 7.0304212e-05
3,914 Optimal Crowd-Powered Rating and Filtering Algorithms 2014 VLDB 7.0204052e-05
3,971 CLAMShell: Speeding up Crowds for Low-latency Data Labeling 2016 VLDB 6.9835263e-05
3,983 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.9739851e-05
4,153 Whom to Ask? Jury Selection for Decision Making Tasks on Micro-blog Services 2012 VLDB 6.8676997e-05
4,538 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 6.6404776e-05
4,539 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 6.6403822e-05
4,915 Crowdsourced Top-k Algorithms: An Experimental Evaluation 2016 VLDB 6.4477856e-05
5,201 Argonaut: Macrotask Crowdsourcing for Complex Data Processing 2015 VLDB 6.3201995e-05
5,343 Crowdsourcing Applications and Platforms: A Data Management Perspective 2011 VLDB 6.259258e-05
5,981 Truth Discovery and Crowdsourcing Aggregation: A Unified Perspective 2015 VLDB 6.0211322e-05
7,081 OASSIS: Query Driven Crowd Mining 2014 SIGMOD 5.7086247e-05
7,989 Where To: Crowd-Aided Path Selection 2014 VLDB 5.5111036e-05
8,788 Managing General and Individual Knowledge in Crowd Mining Applications 2015 CIDR 5.3726124e-05
8,789 CrowdMiner: Mining association rules from the crowd 2013 VLDB 5.3726124e-05
9,275 Ontology Assisted Crowd Mining 2014 VLDB 5.2940303e-05
10,029 Human Factors in Crowdsourcing 2016 VLDB 5.1741314e-05
10,030 Skyline Queries with Noisy Comparisons 2015 PODS 5.1741314e-05
10,031 tDP: An Optimal-Latency Budget Allocation Strategy for Crowdsourced MAXIMUM Operations 2015 SIGMOD 5.1741314e-05
10,032 gMission: A General Spatial Crowdsourcing Platform 2014 VLDB 5.1741314e-05
12,019 DOCS: Domain-Aware Crowdsourcing System 2017 VLDB 5.093636e-05
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