Crowdsourced Databases: Query Processing with People
Summary: Presents Qurk, a crowdsourced DBMS that exposes humans on MTurk as query operators to perform filtering, sorting, joining, and aggregation via HIT workflows. Analyzes execution and optimization challenges unique to human-in-the-loop queries—cost/latency/accuracy tradeoffs, batching, operator design, and techniques to minimize HITs and improve result quality. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Adam Marcus (Massachusetts Institute of Technology)
- 2. Eugene Wu (Massachusetts Institute of Technology)
- 3. David R. Karger (Massachusetts Institute of Technology)
- 4. Samuel Madden (Massachusetts Institute of Technology)
- 5. Robert C. Miller (Massachusetts Institute of Technology)
BibTeX Citation
@inproceedings{marcus_cidr11,
address = {Amsterdam, Netherlands},
series = {{CIDR} '11},
title = {{Crowdsourced Databases: Query Processing with People}},
booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
author = {Marcus, Adam and Wu, Eugene and Karger, David R. and Madden, Samuel and Miller, Robert C.},
year = {2011}
}
Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 250 | Answering Queries using Humans, Algorithms and Databases | 2011 | CIDR | 0.00023261164 |
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|---|---|---|---|---|
| 1 | 9,401 | CDB: Optimizing Queries with Crowd-Based Selections and Joins | 2017 | SIGMOD |
| 2 | 7,630 | Pushing the Boundaries of Crowd-enabled Databases with Query-driven Schema Expansion | 2012 | VLDB |
| 3 | 4,915 | Crowdsourced Top-k Algorithms: An Experimental Evaluation | 2016 | VLDB |
| 4 | 1,910 | Counting with the Crowd | 2013 | VLDB |
| 5 | 11,925 | Crowdsourcing Analytics with CrowdCur | 2018 | SIGMOD |
| 6 | 1,810 | CrowdDB: Query Processing with the VLDB Crowd | 2011 | VLDB |
| 7 | 5,474 | CrowdQ: Crowdsourced Query Understanding | 2013 | CIDR |
| 8 | 90 | CrowdDB: Answering Queries with Crowdsourcing | 2011 | SIGMOD |
| 9 | 2,165 | Demonstration of Qurk: A Query Processor for Human Operators | 2011 | SIGMOD |
| 10 | 265 | Human-powered Sorts and Joins | 2012 | VLDB |