Measuring Memecoin Fragility

TL;DR

This paper introduces a framework to measure the fragility of memecoin ecosystems, analyzing their volatility, ownership concentration, and sentiment sensitivity to understand their vulnerabilities and resilience.

Contribution

The paper presents the first Memecoin Ecosystem Fragility Framework (ME2F) to quantify memecoin risks across multiple dimensions and applies it to real tokens, revealing uneven fragility levels.

Findings

Politically themed tokens exhibit highest risks.

Established memecoins have intermediate fragility.

Mainstream cryptocurrencies like ETH and SOL are more resilient.

Abstract

Memecoins, emerging from internet culture and community-driven narratives, have rapidly evolved into a unique class of crypto assets. Unlike technology-driven cryptocurrencies, their market dynamics are primarily shaped by viral social media diffusion, celebrity influence, and speculative capital inflows. To capture the distinctive vulnerabilities of these ecosystems, we present the first Memecoin Ecosystem Fragility Framework (ME2F). ME2F formalizes memecoin risks in three dimensions: i) Volatility Dynamics Score capturing persistent and extreme price swings together with spillover from base chains; ii) Whale Dominance Score quantifying ownership concentration among top holders; and iii) Sentiment Amplification Score measuring the impact of attention-driven shocks on market stability. We apply ME2F to representative tokens (over 65% market share) and show that fragility is not evenly distributed across the ecosystem. Politically themed tokens such as TRUMP, MELANIA, and LIBRA concentrate the highest risks, combining volatility, ownership concentration, and sensitivity to sentiment shocks. Established memecoins such as DOGE, SHIB, and PEPE fall into an intermediate range. Benchmark tokens ETH and SOL remain consistently resilient due to deeper liquidity and institutional participation. Our findings provide the first ecosystem-level evidence of memecoin fragility and highlight governance implications for enhancing market resilience in the Web3 era.