Technical Documentation

Public Good White Paper

A new model for prediction markets that directly funds positive outcomes while maintaining market integrity and transparency.

Version 1.0
Published November 2025
12 min read

Abstract

Public Good introduces a novel approach to prediction markets where a portion of every stake is automatically allocated to the cause or outcome being predicted. This creates a virtuous cycle: participants forecast the future while simultaneously funding the initiatives that make positive outcomes more likely. Our platform combines the wisdom of crowds with direct impact, transforming speculation into meaningful contribution.

Core Principles

Market Integrity

Transparent, auditable prediction markets with real-time data verification

Direct Impact

Every stake contributes to the cause, creating tangible real-world outcomes

Trust & Security

Blockchain-backed transparency with robust verification mechanisms

Near-Term Focus

Markets resolve within 6-18 months, ensuring accountability and rapid feedback

Mechanism Design

1. Stake Allocation

When participants stake on a market outcome, the stake is split into two components:

  • Market Pool (70-85%): Used for payouts to winning predictions
  • Impact Pool (15-30%): Directly allocated to verified beneficiaries

2. Resolution & Verification

Markets resolve based on verifiable data from trusted sources. Our multi-source verification system ensures accuracy:

  • Primary data sources (WHO, CDC, academic institutions)
  • Secondary verification through independent auditors
  • Community challenge period for disputed outcomes

3. Beneficiary Selection

Organizations receiving impact pool funds undergo rigorous vetting. We prioritize transparency, proven track records, and measurable outcomes. All fund transfers are publicly auditable on-chain.

Use Cases

Climate Action

Predict renewable energy adoption rates while funding solar installations in developing regions

Market: 'Will global solar capacity exceed 2TW by 2026?' → Funds solar projects in sub-Saharan Africa

Public Health

Forecast disease eradication milestones while supporting vaccination programs

Market: 'Will malaria deaths drop below 400K in 2025?' → Funds malaria prevention initiatives

Education

Predict literacy improvements while funding educational programs

Market: 'Will youth literacy in region X reach 95% by 2026?' → Supports local schools and teachers

Technical Architecture

Public Good is built on a hybrid architecture combining blockchain transparency with traditional web scalability:

  • Smart Contracts: Handle stake allocation, market resolution, and fund distribution
  • Off-chain Computation: Real-time market odds calculation and user interface
  • Oracle Network: Secure data feeds from verified sources
  • Audit Trail: Complete transparency of all transactions and resolutions

Conclusion

Public Good reimagines prediction markets as a force for positive change. By aligning financial incentives with social impact, we create a sustainable model where forecasting the future helps build a better one. Our near-term focus ensures accountability, while our transparent mechanisms build trust.

We invite researchers, developers, and impact-focused organizations to join us in building this new paradigm. Together, we can harness collective intelligence not just to predict the future, but to actively shape it for the better.

Join the Movement

Be part of the early community shaping the future of impact-driven prediction markets.

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