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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
5334
Venue
SIGMOD
Year
2017
Pagerank
4.826509e-05
Overall Rank
7,117 | 50.49%
DOI
10.1145/3035918.3054776

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
5,978 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 5.2453012e-05
9,443 Dynamic Pricing in Spatial Crowdsourcing: A Matching-Based Approach 2018 SIGMOD 4.3408772e-05
11,707 A Rating-Ranking Method for Crowdsourced Top-k Computation 2018 SIGMOD 4.1945683e-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
94 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00051013264
249 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00030740523
263 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029862413
643 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018754451
697 Human-Assisted Graph Search: It’s Okay to Ask Questions 2011 VLDB 0.00018043655
859 So Who Won? Dynamic Max Discovery with the Crowd 2012 SIGMOD 0.00015870894
866 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00015801196
1,164 CrowdScreen: Algorithms for Filtering Data with Humans 2012 SIGMOD 0.00013564823
1,242 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013096655
1,491 CDAS: A Crowdsourcing Data Analytics System 2012 VLDB 0.00011694982
1,841 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.00010348858
2,179 A Framework for Protecting Worker Location Privacy in Spatial Crowdsourcing 2014 VLDB 9.3558219e-05
2,184 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.3429789e-05
2,334 Counting with the Crowd 2013 VLDB 9.0161817e-05
2,567 Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation 2014 SIGMOD 8.5239306e-05
2,792 Finish Them!: Pricing Algorithms for Human Computation 2014 VLDB 8.1197186e-05
2,937 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.853108e-05
3,067 CrowdFill: Collecting Structured Data from the Crowd 2014 SIGMOD 7.6180371e-05
3,100 Crowd Mining 2013 SIGMOD 7.5634778e-05
3,118 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 7.5379338e-05
3,263 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 7.3097573e-05
3,322 iCrowd: An Adaptive Crowdsourcing Framework 2015 SIGMOD 7.2230626e-05
4,011 A Confidence-Aware Approach for Truth Discovery on Long-Tail Data 2015 VLDB 6.5343479e-05
4,451 CLAMShell: Speeding up Crowds for Low-latency Data Labeling 2016 VLDB 6.1738675e-05
4,479 Optimal Crowd-Powered Rating and Filtering Algorithms 2014 VLDB 6.149053e-05
4,579 Crowdsourced Top-k Algorithms: An Experimental Evaluation 2016 VLDB 6.070469e-05
4,619 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.0444854e-05
4,651 Whom to Ask? Jury Selection for Decision Making Tasks on Micro-blog Services 2012 VLDB 6.022931e-05
4,665 Argonaut: Macrotask Crowdsourcing for Complex Data Processing 2015 VLDB 6.0125329e-05
5,081 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 5.7132042e-05
5,362 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 5.5473503e-05
5,405 Truth Discovery and Crowdsourcing Aggregation: A Unified Perspective 2015 VLDB 5.5257718e-05
5,450 Crowdsourcing Applications and Platforms: A Data Management Perspective 2011 VLDB 5.5003491e-05
7,224 OASSIS: Query Driven Crowd Mining 2014 SIGMOD 4.7959024e-05
8,056 Where To: Crowd-Aided Path Selection 2014 VLDB 4.5946189e-05
8,694 Managing General and Individual Knowledge in Crowd Mining Applications 2015 CIDR 4.4661379e-05
8,695 CrowdMiner: Mining association rules from the crowd 2013 VLDB 4.4661379e-05
9,212 Ontology Assisted Crowd Mining 2014 VLDB 4.3722536e-05
9,865 Human Factors in Crowdsourcing 2016 VLDB 4.2675549e-05
9,866 Skyline Queries with Noisy Comparisons 2015 PODS 4.2675549e-05
9,867 tDP: An Optimal-Latency Budget Allocation Strategy for Crowdsourced MAXIMUM Operations 2015 SIGMOD 4.2675549e-05
9,868 gMission: A General Spatial Crowdsourcing Platform 2014 VLDB 4.2675549e-05
11,816 DOCS: Domain-Aware Crowdsourcing System 2017 VLDB 4.1945683e-05
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Overall Rank Paper Year Venue Pagerank
7,998 Data Management for Social Networking 2016 PODS 4.6101889e-05
8,694 Managing General and Individual Knowledge in Crowd Mining Applications 2015 CIDR 4.4661379e-05
2,937 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.853108e-05
3,100 Crowd Mining 2013 SIGMOD 7.5634778e-05
6,868 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB 4.9010083e-05
1,532 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011472681
1,491 CDAS: A Crowdsourcing Data Analytics System 2012 VLDB 0.00011694982
5,405 Truth Discovery and Crowdsourcing Aggregation: A Unified Perspective 2015 VLDB 5.5257718e-05
12,113 Mob Data Sourcing 2012 SIGMOD 4.1945683e-05
5,450 Crowdsourcing Applications and Platforms: A Data Management Perspective 2011 VLDB 5.5003491e-05