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https://github.com/suchow/awesome-crowds

A curated list of awesome resources on crowdsourcing, human computation, and online behavioral experiments.
https://github.com/suchow/awesome-crowds

List: awesome-crowds

citizen-science crowdfunding crowdsourcing experiments games prediction-markets

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A curated list of awesome resources on crowdsourcing, human computation, and online behavioral experiments.

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# Awesome crowdsourcing, human computation, & online behavioral experiments [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)

A curated list of awesome resources on crowdsourcing, human computation, and online behavioral experiments.

- [Crowds](#crowds)
- [Prediction Markets](#prediction-markets)
- [Competitions](#competitions)
- [Crowdfunding](#crowdfunding)
- [Software](#software)
- [Citizen-science experiments & experiential learning](#citizen-science-experiments-&-experiential-learning)
- [Conferences](#conferences)
- [Tutorials & Advice](#tutorials-&-advice)
- [Contributing](#contributing)

---

## Crowds

**Where to find people.**

- [Amazon Mechanical Turk](https://www.mturk.com/mturk/welcome)
- [CrowdFlower](https://www.crowdflower.com/)
- [Prime Panels](https://www.turkprime.com/Service/PrimePanels)
- [Prolific Academic](https://prolific.ac/)
- [UpWork](https://www.upwork.com/)
- [TaskRabbit](https://www.taskrabbit.com/)
- [clickworker](http://clickworker.com/)
- [OneSpace](https://www.onespace.com)

## Prediction markets

**Market-based aggregation.**

- [Augur](https://www.augur.net/)
- [Pivit](http://www.pivit.io/)
- [PredictIt](https://www.predictit.org/)

## Competitions

**Inducement prize contests.**

- [Kaggle](https://www.kaggle.com/)
- [Netflix Prize](http://www.netflixprize.com/)
- [99 Designs](http://99designs.com/)

## Crowdfunding

**Funding by many, small contributions.**

- [gofundme](https://www.gofundme.com/)
- [Indiegogo](https://www.indiegogo.com/)
- [Kickstarter](https://www.kickstarter.com/)
- [Kiva](https://www.kiva.org/)
- [Patreon](https://www.patreon.com/)

## Software

**Microtasks.**

- [Clockwork Raven](http://twitter.github.io/clockworkraven/)
- [cloudfactory](https://www.cloudfactory.com/)
- [CrowdForge](http://smus.com/crowdforge/)
- [Hive](https://github.com/nytlabs/hive)
- [OneSpace](https://www.onespace.com/)
- [Orchestra](http://orchestra.b12.io/)
- [pybossa](http://pybossa.com/)
- [Testable](http://www.testable.org/)
- [turksurveyor](https://code.google.com/archive/p/turksurveyor/)
- [Vulyk](https://vulyk.readthedocs.io/)

**Programming with people**

- [Automan](http://dbarowy.github.io/AutoMan/)
- [TurKit](http://groups.csail.mit.edu/uid/turkit/)
- [VoxPL](https://www.microsoft.com/en-us/research/publication/voxpl-programming-wisdom-crowd/)

**Domain-specific tools.**

- [Kort](https://github.com/kort/kort) — Improving OpenStreetMap through gamification.
- [Mark-a-Spot](https://github.com/markaspot/mark-a-spot) — Tracking public civic issues.
- [Rekrei](https://github.com/rekrei/rekrei) — Digital recreation of lost heritage.

**Behavioral & social science experiments.**

- [Bonn Experiment System](http://boxs.uni-bonn.de/)
- [Breadboard](http://breadboard.yale.edu)
- [CogTest](http://cogtest.com/home.html)
- [ConG](https://leeps.ucsc.edu/cong)
- [Daemo](http://crowdresearch.stanford.edu/)
- [Dallinger](http://docs.dallinger.io/)
- [economic-games](http://economics-games.com/games)
- [Econport](http://econport.org/econport/request?page=web_home)
- [GameWeb](http://gameweb.sourceforge.net/)
- [GXP](http://gxp.world/)
- [IBSEN](http://ibsen-h2020.eu/)
- [Inquisit](http://www.millisecond.com/)
- [jsPsych](http://www.jspsych.org/)
- [LIONESS Lab](http://lioness.classex.de/)
- [Metadata Games](http://www.metadatagames.org/)
- [MobLab](https://www.moblab.com/)
- [MWert](https://github.com/hawkrobe/MWERT)
- [Nodegame](http://nodegame.org/)
- [Nodeshot](http://docs.nodeshot.org/en/latest/)
- [OpenSesame](http://osdoc.cogsci.nl/)
- [oTree](http://www.otree.org/)
- [psiTurk](https://psiturk.org/)
- [PsyToolkit](http://www.psytoolkit.org/experiment-library/)
- [Seaweed](http://dl.acm.org/citation.cfm?id=1600162)
- [SoPHIE](https://www.sophie.uni-osnabrueck.de/)
- [Stato.de](http://stato.de/)
- [tatool](http://www.tatool-web.com/#/)
- [The Experiment Factory](https://expfactory.github.io/)
- [TurkServer](http://turkserver.readthedocs.io/en/latest/)
- [vcweb](https://github.com/virtualcommons/vcweb)
- [VeconLab](http://veconlab.econ.virginia.edu/admin.htm)
- [Wextor](http://wextor.org/wextor/en/)
- [XTribe](http://www.xtribe.eu/)

## Citizen-science experiments & experiential learning

**Volunteer science.**

- [Face Research](http://www.faceresearch.org/)
- [Games with words](http://gameswithwords.org/)
- [iPsychExpts](http://www.ipsychexpts.com/)
- [Lab in the wild](http://labinthewild.org/)
- [Project Implicit](https://implicit.harvard.edu/implicit/takeatest.html)
- [TestMyBrain](http://testmybrain.org/)
- [Volunteer Science](https://volunteerscience.com/)

**Teaching tools, experiential learning, and demos**

- [Cambrige Brain Sciences](http://www.cambridgebrainsciences.com/)
- [GoCognitive](http://gocognitive.net/)
- [Online Psychology Laboratory](http://opl.apa.org/)
- [TELLab](http://tellab.fas.harvard.edu/)

**Brain training**

- [brainHQ](https://www.brainhq.com)
- [Lumosity](https://www.lumosity.com/)
- [NeuroNation](https://www.neuronation.com/)

## Conferences

**Academic and industry conferences.**

- [HCOMP](http://www.humancomputation.com/) — AAAI Conference on Human Computation and Crowdsourcing.
- [CrowdML](http://crowdml.cc/) — Workshop on crowdsourcing and machine learning.
- [COBE](http://conference.researchbib.com/view/event/55323) — Workshop on crowdsourcing and online behavioral experiments.
- [Crowdsourcing Week](http://crowdsourcingweek.com/)
- [World Wide Web Conference Crowdsourcing Track](http://www2017.com.au/call-for-papers/crowdsourcing.php)

## Tutorials & Advice

- [Repeated online panel experiments](https://github.com/dbroockman/repeated-online-panel-experiments) — Instructions for repeated online panel experiments

## Contributing

**How to contribute to this list.**

See [Contributing](https://github.com/suchow/awesome-crowdsourcing/blob/master/CONTRIBUTING.md)