Effect of Pull Request Submission by listing individual OSS contributors on GitHub Sponsors
BeaconLabs2023-06-25
oss
Listing individual OSS contributors on GitHub Sponsors
→ Submitting Pull Requests (PRs)
Effect of Code for America Brigade for momentum of OSS activity
BeaconLabs2016-10-07
oss
Construction and Deployment of 'Code for America Brigade'
→ Generation of 'momentum' in existing civic tech projects (e.g., number of page edits, map additions, and photo uploads on LocalWiki).
Effect of a Grant Program on Developer Activity
BeaconLabs2024-11-18
osspublic goods funding
Whether grants were received or token incentives were provided
→ Developer retention, user activity, and Total Value Locked (TVL) of the network
SuperStacks for Sustainable DeFi Liquidity on the Superchain
BeaconLabs2025-08-15
SuperStacks: A New Approach to Rewards on the Superchain
→ Establishing a sustainable DeFi growth loop
SuperStacks increase TVL
BeaconLabs2025-08-15
SuperStacks: A New Approach to Rewards on the Superchain
→ Growth and retention of TVL
Trading Volume and Utilization Outcomes of SuperStacks
BeaconLabs2025-08-15
SuperStacks: A New Approach to Rewards on the Superchain
→ Trading volume and utilization
How Platform Owner Entry Affects OSS Contributions by Existing Contributors: An Experiment with AWS Elasticsearch
BeaconLabs2024-06-20
The platform owner enters the market by introducing its proprietary product, which is based on the complementary firm’s OSS.
→ OSS contributions by existing contributors(the number of commits, lines of code changed/added, and files of code changed/added)
How Platform Owner Entry Affects OSS Contributions by New Contributors: An Experiment with AWS Elasticsearch
BeaconLabs2024-06-20
The platform owner enters the market by introducing its proprietary product, which is based on the complementary firm’s OSS.
→ OSS contributions by new contributors (both the number of new entrants and the average contribution per new entrant).(the number of commits, lines of code changed/added, and files of code changed/added)
How Platform Owner Entry Affects OSS Contributions by Existing and New Contributors: An Experiment with AWS Elasticsearch
BeaconLabs2024-06-20
The platform owner enters the market by introducing its proprietary product, which is based on the complementary firm’s OSS.
→ Overall OSS contributions by combining both existing and new contributors(the number of commits, lines of code changed/added, and files of code changed/added)
How Wikipedia Offline Meetings Shape Participants’ Editing Activity: An Empirical Analysis of the German-Language Community
BeaconLabs2024-11-05
Participation in Wikipedia offline meetings
→ Increase in contributions to Wikipedia(overall change in editing activity)
Effects of Work-Oriented vs. Social Offline Meetings on User Editing Activity
BeaconLabs2024-11-05
Type of offline meeting (work-oriented vs. social)
→ Increase the volume of users’ editing activity (number of edits) and the posibility of presence of editing
How Administrators’ Participation in Offline Meetings Influences Their Contributions
BeaconLabs2024-11-05
Administrators participating in offline meeting
→ Increase the volume of users’ editing activity (number of edits) and the posibility of presence of editing
Continuity of OSS contributions after participating in the Google Summer of Code (GSoC) Program
BeaconLabs2019-12-14
osspublic goods funding
Participation in the Google Summer of Code (GSoC) Program
→ Continuity of Students’ Contributions to GSoC Projects
Analysis of “Hot” and “Cold” Trends in Badgeholders’ Voting Behavior
BeaconLabs2024-05-22
Classification of badgeholders’ voting behavior based on the concept of “temperature”
→ Funding allocation to projects.
Analysis of the impact of project display order in the user interface (UI) on voting results
BeaconLabs2024-05-22
The alphabetical order of the first letter of the project name
→ (a) The total number of votes received by each project, and (b) the average project score
Impact of Changes to Scoring Rules on Fund Allocation
BeaconLabs2024-12-19
Scoring rules (sum, median, mean, etc.)
→ Distribution of funding amounts allocated to each project
Elimination of Alphabetical Order Bias through UI Randomization
BeaconLabs2024-12-19
The first letter of the project name (alphabetical order)
→ Number of votes each project received, and total funding allocated to each project
Reliability Verification of Badgeholder Set Size
BeaconLabs2024-12-19
Subsets of badgeholders (randomly sampled, ranging from 28 to 33 members)
→ Distribution of funding allocations to projects
Relationship Between GitHub Links and Funding Allocation
BeaconLabs2024-05-30
Whether or not the project application included a GitHub link
→ The amount of FIL allocated to the project
No Correlation Between Development Effort and Funding Allocation
BeaconLabs2024-05-30
Developer months as a proxy for development effort
→ The amount of FIL allocated to each project
Comparison of Funding Allocation Distribution in Filecoin and Optimism’s RetroPGF
BeaconLabs2024-05-30
Type of funding program (Filecoin RetroPGF 1 vs. Optimism RetroPGF3)
→ Distribution of funding amounts across projects