# kaal:claim:5454054-038

**Claim.** The retention uplifts claimed for LER remain unvalidated: empirical pilots are needed to confirm them and to refine the smart contract designs, particularly for AI-personalized airdrops.

**Type.** failure  **Support.** asserted

**Holds when.**

- current state of evidence as of 2025

**Source quote.**

> Empirical pilots are needed to validate retention uplifts and refine smart contract designs.

**From.** Wulf A. Kaal, *Liquid Equity Rewards* (2025), Market and Operational Benefits, page 22

**Cite as.** Wulf A. Kaal, Liquid Equity Rewards (2025). SSRN: https://ssrn.com/abstract=5454054

**Verify.** sha256 of source PDF `9f53a865e6f0e5424640779df8f9b50923cd7d05649301dd4cc727144749b6e6` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202025%20-%20Liquid%20Equity%20Rewards.pdf

**Failure mode.** unvalidated retention uplift  (family: research-design-limitation)

**Topics.** empirical-evidence

**Keywords.** empirical-validation, pilots, retention, evidence-gap

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