114 to 9: What a Live Leaderboard Teaches You About Contributor Screening at Scale

Reframes a 92% drop-off rate as precision filtering. Introduces the funnel of intent as a four-stage conversion model for contributor screening. Analyses L1/L2/L3 task architecture, mock-to-live data transition, PR transparency as reputational accountability, and early-career implications for onboarding friction.

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-04-21
DOI
https://doi.org/10.5281/zenodo.19683106
Primary Topic
Personality Traits and Psychology
Type
article
Field-Weighted Citation Impact
0.00
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article

114 to 9: What a Live Leaderboard Teaches You About Contributor Screening at Scale

Zenodo (CERN European Organization for Nuclear Research)
Personality Traits and Psychology
article

114 to 9: What a Live Leaderboard Teaches You About Contributor Screening at Scale

article en

Abstract

Reframes a 92% drop-off rate as precision filtering. Introduces the funnel of intent as a four-stage conversion model for contributor screening. Analyses L1/L2/L3 task architecture, mock-to-live data transition, PR transparency as reputational accountability, and early-career implications for onboarding friction.

Zenodo (CERN European Organization for Nuclear Research)
Association of British Orchestras (GB)
Openalex Percentile: Top 5%
Personality Traits and Psychology
DOIOpen Access PDFOpenAlex
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114 to 9: What a Live Leaderboard Teaches You About Contributor Screening at Scale · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS