Complete Guide to Building a Token Ecosystem: Data-Driven Optimization from Design to Deployment

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Sustainable Development of Token Ecosystems: Design, Optimization, and Tool Application

When building a sustainable Token ecosystem, a comprehensive approach is required, including three key stages: discovery, design, and deployment. Each stage has its specific tools and methods to ensure the healthy development of the ecosystem.

Outlier Ventures: Data-driven Token Design and Optimization

Discovery Phase

This stage focuses on the macro level of the ecosystem. The main tasks include:

  • Clearly define the problems and challenges
  • Analyze the value flow between stakeholders
  • Assess the reasonableness of Token usage
  • Formulate high-level planning

Outlier Ventures: Data-Driven Token Design and Optimization

Design Phase

The design phase introduced parametric and quantitative tools:

  • Use spreadsheet and simulation tools such as cadCAD, Token Spice, etc.
  • Optimize and validate the model
  • Conduct risk analysis and forecasting
  • Gain insights into token supply and valuation trends

Outlier Ventures: Data-Driven Token Design and Optimization

Deployment Stage

This stage puts theory into practice:

  • Use programming languages such as Solidity and Rust
  • Use deployment environments like Hardhat
  • Deploy ecosystem tokens or products on the blockchain.

Outlier Ventures: Data-Driven Token Design and Optimization

Token Design Tool

Different stages and fields require the use of different tools:

  • Qualitative tools: problem statements, stakeholder mapping, etc.
  • Spreadsheet Model: Such as QTM( Quantitative Token Model)
  • Simulation tools: such as cadCAD, etc.

Choosing the right tools is crucial for project success, as they can help make informed decisions and promote ecosystem development.

Outlier Ventures: Data-driven Token Design and Optimization

QTM Overview

QTM is a macro simulation model with the following characteristics:

  • 10 years fixed simulation time, with each month as a time step.
  • Includes modules such as incentives, token allocation, airdrops, etc.
  • Consider off-chain business and user adoption situations.
  • The output quality depends on the input quality.
  • Suitable as an educational tool for startups

Outlier Ventures: Data-Driven Token Design and Optimization

Data Analysis

Data analysis can be conducted from multiple perspectives:

  • Macroeconomic Market Perspective
  • Fundraising Round Indicators
  • Participant behavior patterns
  • On-chain data: user growth, TVL, trading volume, etc.
  • Social media platform data

These data can help validate the model and better understand the ecosystem parameters.

Outlier Ventures: Data-Driven Token Design and Optimization

Outlier Ventures: Data-Driven Token Design and Optimization

Outlier Ventures: Data-Driven Token Design and Optimization

Outlier Ventures: Data-Driven Token Design and Optimization

Data-Driven Model

Data-driven models can help:

  • Predict the balance supply situation of different buckets in the future ecosystem.
  • Analyze the overall usage of the Token
  • Introduce the adjusted Token allocation mechanism
  • Simulate the token release amount under different demand scenarios

By using these models, volatility can be reduced and the ecosystem stabilized. While it is not possible to accurately predict the future, potential solution spaces can be explored through Monte Carlo simulations and parameter scans, thereby formulating more comprehensive and flexible strategies.

Outlier Ventures: Data-Driven Token Design and Optimization

In summary, building a sustainable Token ecosystem requires a comprehensive approach, the right tools, and data-driven decisions. Through these methods, a better understanding and optimization of Token economics can be achieved, laying the foundation for the long-term success of Web3 projects.

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NFTArchaeologistvip
· 08-11 02:26
Tsk tsk, this trap is too old.
View OriginalReply0
DefiSecurityGuardvip
· 08-10 22:54
*sigh* another token system with glaring vulnerability vectors... red flags everywhere in this "optimization" scheme tbf
Reply0
GateUser-ccc36bc5vip
· 08-10 22:50
This tool is outdated; it plays people for suckers again.
View OriginalReply0
AirdropCollectorvip
· 08-10 20:52
Talk is cheap; let's take it one step at a time.
View OriginalReply0
MevHuntervip
· 08-10 20:49
Three in a row, an article talking about valuable insights.
View OriginalReply0
SignatureCollectorvip
· 08-10 20:48
The valuation of simulation tools is not accurate.
View OriginalReply0
MissingSatsvip
· 08-10 20:46
It's the same old trap again, talking about it is no different than not talking about it.
View OriginalReply0
DuskSurfervip
· 08-10 20:35
Be Played for Suckers again
View OriginalReply0
SelfMadeRuggeevip
· 08-10 20:22
Again trying to set up this virtual economy trap, huh?
View OriginalReply0
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