Ally Zach Profile picture
May 29 15 tweets 3 min read Read on X
1/ Today's crypto users are statistically more impatient and impulsive than the average population.

Understanding these tendencies is key to crafting effective airdrop schemes🧵 Image
2/ Airdrops have evolved from their early days to serve as a multifaceted tool to:

+ reward early users
+ decentralize governance
+ boost product marketing
3/ While the airdrop meta has been a highlight of this cycle, the underlying concept of rewarding user adoption is far from novel

It's actually a common strategy in Web2 bootstrapping
4/ Take Paypal:

In its early days, PayPal paid new users $10 to use its product and cover switching costs.

The idea was that paying enough people to join would eventually raise the network value, leading new users to join for free and creating a self-sustaining network Image
5/ Designing an effective airdrop mechanism is challenging and almost an art form. Key considerations include:

• Who to reward
• The value attributed to their efforts
• When and how to distribute rewards
6/ Most frameworks rely on guesswork, sentiment, or precedents, but using a quantitative framework ensures fairness and strategic alignment with long-term objectives.
7/ Enter the quasi-hyperbolic discounting model:

U(x)= U(t)*β*δ^t

A framework exploring how individuals make choices involving trade-offs between immediate and future rewards, especially where impulsivity and inconsistency affect decision-making.
8/ It uses two population-specific terms:
9/ Present Bias (𝛽): Measures preference for immediate rewards over future ones

1: balanced
0: favors immediate rewards

Discount Factor (𝛿): Reflects how future rewards’ value diminishes over time

1: future rewards valued more
0: steeply discounted
10/ Last year, Pantera Research Lab studied a sample of crypto users to see how they compared on these parameters to benchmark studies on normal people...
11/ Crypto users show high present bias (~0.4) and notably low discount factor indicating a tendency toward impatience and immediate gratification

Not surprising, given the natural periodicity of crypto markets and the generally speculative nature of crypto apps at the moment. Image
12/ This doesn't mean crypto users won’t wait

It means there’s a shorter timeframe in which they will wait for a higher reward.

In the context of airdrops, vesting schedules or gradual releases can be timed based on recipient tendencies.
13/ Just a few weeks ago, @DriftProtocol implemented a gradual release mechanism where users' rewards doubled if they waited 6 hours to claim

~85% of recipients waited to claim to receive their full allocation
14/ Based on our research, for a doubled reward, Drift could have extended the period a few months and still would have appeased most users
15/ For more on the study, the model, and the implications, check out the full piece from @stephensonmatt and me:

pantera-research-lab.vercel.app

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More from @0xallyzach

Jan 11
. @dogwifcoin 's market cap escalated from under $1M to a massive $350M in just a few weeks.

What sparked Solana's latest memecoin frenzy?

What can past performers like WIF teach us about identifying future memecoin trends? 👇 Image
Solana's DeFi sector staged a dramatic comeback in the last two months:

+ DEX trading volume surged, briefly outpacing Ethereum & tripling historic average
+ Weekly active DEX traders up 6x from October Image
The JTO airdrop on Solana catalyzed a 'wealth effect', attracting new Defi users from the massive liquidity injection

In fact, new weekly DEX users hit a high of 200k in a single week Image
Read 17 tweets
Dec 6, 2023
1/ Solana's ecosystem has seen exceptional growth lately:

+ SOL up over 6x from Dec '22 lows
+ active addresses up ~2x
+ TVL up ~2x

But, do these figures reflect fundamental growth, or is there a disconnect between price action and network development? 🧵 Image
2/ While Solana was initially poised as a new Defi hub when it launched, it has diversified over time.

New infra and tooling (like compressed NFTs) have yielded new consumer apps on the platform.

For most of 2023, consumer apps served as the primary gateway for first-time users Image
3/ However, since Breakpoint in early Nov, Solana's DeFi sector has been reignited...

especially after a series of airdrop announcements for some of the largest projects in ecosystem, leading Jupiter to be the top gateway app for the past month
Read 18 tweets
Nov 2, 2023
In the last year, L2s exploded in growth, now representing +150% of Ethereum's daily active addresses

But, not all L2s are growing equally, and many see inflated numbers due to airdrop farmers (& sybils)

So, how do we identify which ecosystems are genuinely gaining traction? 👇 Image
Sybil accounts create multiple fake accounts to exploit token distributions on new platforms.

They artificially inflate user numbers, which complicates the assessment of genuine user engagement and network health, hindering accurate revenue projections and sustainable growth.
My methodology for detecting airdrop sybil attacks uses directional network graphs to visualize transactional relationships between users.

I used a combination of weighted and unweighted degrees to flag suspicious accounts.
Read 15 tweets
Sep 14, 2023
1/ @farcaster_xyz has seen all time high usage over the past few weeks and is gearing up for a public release in the near future

But what are the key aspects driving Farcaster's growth and how can it sustain this momentum? 🧵 Image
2/ Farcaster is a DeSoc network that has a unique hybrid architecture consisting of

+ on-chain smart contracts for identity
+ off-chain P2P network of Hubs for executing & storing social actions Image
3/ Recently, Farcaster migrated their core smart contracts to Optimism mainnet instead of launching directly on Ethereum.

This move comes after a line of product upgrades like the integration of subreddit-like channels and support for @ensdomains usernames Image
Read 11 tweets
Jul 21, 2023
1/ Token incentives play a pivotal role in fostering protocol growth.

We commonly see three core models:

+ one-time airdrops
+ ongoing rewards
+ campaign models

Let's unpack 6 case studies to understand the effectiveness of these varied token incentive models👇 Image
2/ Case 1: @Uniswap 's UNI launch

To counter @SushiSwap 's vampire attack in the DeFi summer of 2020, @Uniswap released UNI, setting a precedent for many protocols.

Early adopters received UNI as a token of appreciation and an effort to decentralize governance.
3/ Yet, UNI recipients currently make up a fraction (<5%) of Uniswap's growing user base and most (~98%) have never participated in governance Image
Read 24 tweets
Jun 1, 2023
1/ @solana has experienced a remarkable 2x surge in unique users within the past month, with a significant portion comprising new users.

What attracts these users and how do they engage within the ecosystem?🧵 Image
2/ Gateway apps are the very first interaction a user has within an ecosystem, and play a crucial role in user onboarding and engagement.
3/ In the past year, the focus of gateway apps on @solana has transitioned through various sectors:

Defi -> Gaming -> NFT Markets -> Mix

Notably in recent months a larger portion of gateway apps come from the consumer sector, like @saydialect and @AccessProtocol Image
Read 7 tweets

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