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Impact of network structure on collective learning: An experimental study in a data science competition

https://doi.org/10.1371/journal.pone.0237978

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/cplx.6130010208openalex-snapshot

Technological evolution and adaptive organizations: Ideas from biology may find applications in economics

inferredcites →https://doi.org/10.1002/smj.4250171004openalex-snapshot

Local search and the evolution of technological capabilities

inferredcites →https://doi.org/10.1007/978-1-4614-8806-4openalex-snapshot

Handbook of Human Computation

inferredcites →https://doi.org/10.1007/978-1-4614-8806-4_35openalex-snapshot

Collective Search as Human Computation

inferredcites →https://doi.org/10.1016/0020-711x(94)90119-8openalex-snapshot

The origins of order; self organization and selection in evolution

inferredcites →https://doi.org/10.1037/0022-3514.53.3.497openalex-snapshot

Productivity loss in brainstorming groups: Toward the solution of a riddle.

inferredcites →https://doi.org/10.1037/a0012798openalex-snapshot

Propagation of innovations in networked groups.

inferredcites →https://doi.org/10.1038/ncomms7508openalex-snapshot

Correction: Corrigendum: αB-crystallin interacts with and prevents stress-activated proteolysis of focal adhesion kinase by calpain in cardiomyocytes

inferredcites →https://doi.org/10.1038/ncomms9398openalex-snapshot

The foundations of the human cultural niche

inferredcites →https://doi.org/10.1073/pnas.1110069108openalex-snapshot

Collaborative learning in networks

inferredcites →https://doi.org/10.1073/pnas.1418838112openalex-snapshot

The spontaneous emergence of conventions: An experimental study of cultural evolution

inferredcites →https://doi.org/10.1073/pnas.98.2.404openalex-snapshot

The structure of scientific collaboration networks

inferredcites →https://doi.org/10.1086/225469openalex-snapshot

The Strength of Weak Ties

inferredcites →https://doi.org/10.1086/432782openalex-snapshot

Collaboration and Creativity: The Small World Problem

inferredcites →https://doi.org/10.1086/521848openalex-snapshot

Complex Contagions and the Weakness of Long Ties

inferredcites →https://doi.org/10.1093/oso/9780195079517.001.0001openalex-snapshot

The Origins of Order

inferredcites →https://doi.org/10.1097/01.gim.0000061743.67794.c4openalex-snapshot

Diffusion of innovations.

inferredcites →https://doi.org/10.1121/1.1906679openalex-snapshot

Communication Patterns in Task-Oriented Groups

inferredcites →https://doi.org/10.1126/science.1106340openalex-snapshot

Team Assembly Mechanisms Determine Collaboration Network Structure and Team Performance

inferredcites →https://doi.org/10.1126/science.1136099openalex-snapshot

The Increasing Dominance of Teams in Production of Knowledge

inferredcites →https://doi.org/10.1287/orsc.1090.0468openalex-snapshot

Balancing Exploration and Exploitation Through Structural Design: The Isolation of Subgroups and Organizational Learning

inferredcites →https://doi.org/10.1287/orsc.2.1.71openalex-snapshot

Exploration and Exploitation in Organizational Learning

inferredcites →https://doi.org/10.1287/orsc.2015.0980openalex-snapshot

Facts and Figuring: An Experimental Investigation of Network Structure and Performance in Information and Solution Spaces

inferredcites →https://doi.org/10.2189/asqu.52.4.667openalex-snapshot

The Network Structure of Exploration and Exploitation

inferredcites →https://doi.org/10.2307/2393553openalex-snapshot

Absorptive Capacity: A New Perspective on Learning and Innovation

inferredcites →https://doi.org/10.2307/2667105openalex-snapshot

Collaboration Networks, Structural Holes, and Innovation: A Longitudinal Study

inferredcites →https://doi.org/10.2307/2785979openalex-snapshot

The Diffusion of an Innovation Among Physicians

inferredcites →https://doi.org/10.2307/3556658openalex-snapshot

Network Structure and Knowledge Transfer: The Effects of Cohesion and Range

inferredcites →https://doi.org/10.29173/cmplct8734openalex-snapshot

Six Degrees: The Science of a Connected Age

inferredcites →https://doi.org/10.4324/9780203710753-35openalex-snapshot

Diffusion of Innovations 1

inferredcites →https://doi.org/10.5465/amj.2006.20785500openalex-snapshot

Ties, Leaders, And Time In Teams: Strong Inference About Network Structure’s Effects On Team Viability And Performance

inferredcites →https://doi.org/10.5465/amj.2006.22083026openalex-snapshot

The Interplay Between Exploration and Exploitation

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4076351openalex-extracted

Crowdsourcing Artificial Intelligence in Africa: Analysis of a Data Science Contest

inferred← citeshttps://doi.org/10.1002/smj.70066openalex-snapshot

Searching together versus searching apart: Evidence from Kaggle

inferred← citeshttps://doi.org/10.1016/j.tics.2022.08.009openalex-snapshot

The network science of collective intelligence

inferred← citeshttps://doi.org/10.1038/s41467-024-49528-yopenalex-snapshot

Simple autonomous agents can enhance creative semantic discovery by human groups

inferred← citeshttps://doi.org/10.1038/s41467-024-54612-4openalex-snapshot

Collective dynamics behind success

inferred← citeshttps://doi.org/10.1038/s41467-025-59031-7openalex-snapshot

The dynamics of leadership and success in software development teams

inferred← citeshttps://doi.org/10.1073/pnas.2303568120openalex-snapshot

Multidisciplinary learning through collective performance favors decentralization

inferred← citeshttps://doi.org/10.1098/rstb.2024.0450openalex-snapshot

Heterogeneous learning strategies interact with social network structure and problem complexity to benefit collective search

inferred← citeshttps://doi.org/10.1287/mnsc.2023.4842openalex-snapshot

Learning what they think vs. learning what they do: The micro-foundations of vicarious learning

inferred← citeshttps://doi.org/10.1287/orsc.2022.1601openalex-snapshot

The Dual Challenge of Search and Coordination for Organizational Adaptation: How Structures of Influence Matter

inferred← citeshttps://doi.org/10.18564/jasss.5154openalex-snapshot

Superiority Bias and Communication Noise Can Enhance Collective Problem Solving

inferred← citeshttps://doi.org/10.3389/fhumd.2021.629285openalex-snapshot

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