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The Earth Optimization Prize Fund

A scale engine for trying to win the Earth Optimization Prize

Keywords

war-on-disease, 1-percent-treaty, medical-research, public-health, peace-dividend, decentralized-trials, dfda, dih, victory-bonds, health-economics, cost-benefit-analysis, clinical-trials, drug-development, regulatory-reform, military-spending, peace-economics, decentralized-governance, wishocracy, blockchain-governance, impact-investing

The Thesis

The goal is not “better plans.” The goal is to help humanity raise healthy life years and median income fast enough to win the Earth Optimization Prize141.

This paper is about one possible scale engine: the prize pool is not modeled as passive escrow. It is modeled as the world’s largest, most efficient investment fund.

Depositors wishocratically allocate capital via pairwise sliders. The same mechanism that lets crowds outperform experts at picking trivia answers lets them outperform fund managers at picking investments. The accreditation wall comes down. $70T in retirement assets stops propping up sclerotic oligopolies and starts funding dynamic new companies. If capital allocation improves, the economy improves with it.

This chapter is the canonical pool-growth model used by the prize math.

But it is not the first institutional check the papers should ask for. The first check is activation underwriting: enough capital to make mass participation and recruitment credible. The second is visible PRIZE pool seeding. This chapter explains the later-scale thesis for why much larger pools should join once the network is publicly legible.

Why the Baseline Is Venture, Not Public Equity

Ninety-nine percent of humans are legally locked out of the best-performing asset class. Venture capital and private equity produce 17% (95% CI: 13%-22%) gross annual returns142. Your retirement fund produces 6.5% (95% CI: 5%-8%) after fees. The difference is not skill. It is a door marked “accredited investors only” that keeps $70T trapped in index funds that track yesterday’s winners.

The Prize Fund removes the accreditation wall. A pooled vehicle is, by definition, an accredited investor. A $100 depositor gets the same allocation as a pension fund. Reg CF ($5M/yr), Reg A+ Tier 2 ($75M/yr), and the fund-as-institutional-investor pathway make this legal today.

At $70T in global retirement assets, the fund invests across the entire venture and private equity sector. The baseline is venture gross return (17% (95% CI: 13%-22%)) because that is what capital earns in high-growth companies when you remove the fees.

Two things that sound like separate alpha sources are already IN this baseline:

  • Fee elimination. Venture gross return is before 2-and-20 fees. The Prize Fund has zero management fees (the allocation mechanism is the crowd, not a GP charging 2% for the privilege of losing to an index). No separate alpha needed.
  • Lockup premium. Venture and PE are illiquid assets. The 15-year prize accumulation period is a natural lockup. The illiquidity premium is already priced into the 17% (95% CI: 13%-22%) gross return. No separate alpha needed.

Scale: What Happens When You 15x the Venture Market

Current global VC deployment is roughly $300 billion per year. If a meaningful share of $70T flows through the Prize Fund, deployment rises to roughly $4.7 trillion per year. That is a 15x expansion of the venture market.

That is the end-state scale vision, not the opening ask to a board. The opening ask is to underwrite activation and seed credibility. The scale-capital case matters once the network is visibly real enough that pensions, endowments, foundations, and family offices can justify reallocating serious capital into it.

Diminishing returns are real. More capital chasing deals compresses returns: -2.5% (95% CI: -5%–1%) in the model.

But the market EXPANDS. Every viable business idea gets funded. The old economy (oligopolies surviving on regulatory moats, defense contractors billing $400 for a hammer, pharmaceutical companies spending more on lobbying than on R&D) faces real competition for the first time. The 15x expansion does not chase the same number of deals. It creates a world where every garage inventor, every clinical researcher with a promising compound, every infrastructure project that pencils out actually gets capital. The venture market is not a fixed pie. It is a pie factory.

High-growth startups create up to half of all new jobs143. Right now those startups compete for $300 billion. Give them $4.7 trillion and find out what happens to job creation, innovation, and the companies that were surviving on lobbying rather than products.

The 91% vs 65% Advantage

Your species already knows that crowds beat experts. The Millionaire data (91% crowd accuracy vs. 65% for phone-a-friend experts11) has been replicated across prediction markets, forecasting tournaments, and every situation where the expert has any incentive to shade the truth. The investment industry is entirely composed of incentive-shading.

Applied to investment allocation: the crowd picks the better sector (biotech vs. coal, growth vs. value, emerging vs. declining) 91% of the time. Conventional fund managers, committees, and pension boards pick it 65% of the time. The return spread between sectors is 8% (95% CI: 5%-12%). The alpha:

\[ \begin{gathered} \alpha_{crowd} \\ = S_{alloc} \times (Acc_{crowd} - Acc_{expert}) \\ = 8\% \times (91\% - 65\%) \\ = 2.08\% \end{gathered} \]

That is 2.08% (95% CI: 1.3%-2.84%) in annual alpha from better allocation alone.

Three features of wishocratic allocation make this floor rather than ceiling:

  • Random pairs prevent gaming. No single ballot to saturate with ads. Each voter sees random pairwise comparisons. The only way to “advertise” is to make your company genuinely better than whatever it is randomly compared against.
  • Skip what you don’t understand. Voters who know biotech vote on biotech. Voters who know infrastructure vote on infrastructure. The steering wheel, not the engine.
  • Politicians (the real “experts”) are worse than 65%. Phone-a-friend experts are at least trying to get the right answer. Your appropriations committee is being paid by one of the answer choices. The 65% baseline is generous.

The S&P SPIVA scorecard confirms: 88% of actively managed large-cap funds underperformed the S&P 500 over 15 years144. The professionals are losing to a dartboard. The crowd does better than the dartboard.

Home Bias: 70+ Countries Each Betting on Themselves

National pension systems overweight domestic assets. Japanese pensions overweight Japanese stocks. American 401(k)s overweight American stocks. Nigerian pensions overweight Nigerian bonds. Each country is betting that its own economy will outperform the global average, which is arithmetically impossible for all of them simultaneously.

The cost: 0.8% (95% CI: 0.3%-1.5%) in annual return drag from missed global diversification.

Wishocratic allocation is inherently global. A Nigerian depositor and a Norwegian depositor see the same pairwise comparisons. Capital flows to wherever the crowd thinks it will do the most good, regardless of national borders. The home bias drag disappears.

Structural Return (Before the World Gets Better)

Before any feedback loops, before the treaty passes, before a single disease is cured, the fund’s structural return is:

Component Value
Venture gross return (baseline)

17% (95% CI: 13%-22%)

Scale compression (15x market expansion)

-2.5% (95% CI: -5%–1%)

Crowd allocation alpha (91% vs 65%) +2.08% (95% CI: 1.3%-2.84%)
Home bias elimination (global allocation) +0.8% (95% CI: 0.3%-1.5%)
Structural annual return 17.4% (95% CI: 10.6%-23.9%)

Compare to conventional retirement: 6.5% (95% CI: 5%-8%) after fees. The structural advantage is not a feedback loop or a hope. It is arithmetic from removing fees, removing the accreditation wall, and letting crowds allocate.

Why the Real Return Is Higher

The 17.4% (95% CI: 10.6%-23.9%) structural return is what the fund earns from architecture alone. The real return is probably higher, because the fund makes the world measurably better and that improvement feeds back into portfolio performance. The treaty redirects military spending to research, which grows GDP (peace dividend). Cured diseases produce healthier workers, which grows GDP (health dividend). The destructive economy145 shrinks as institutions strengthen. Depositors rationally divest from military contractors (funding the opposition to your own prize is a terrible investment strategy). More participants means deeper markets and better crowd wisdom. And the fund’s investments directly cause the outcomes that make the prize pay out: it is the engine, not the scoreboard.

These effects are real, directional, and mutually reinforcing. The model omits them to keep the claim conservative and auditable. The structural return alone is sufficient to make the case.

Expected Return and 15-Year Multiple

Metric Value
Expected annual return 17.4% (95% CI: 10.6%-23.9%)
15-year compound multiple 11.1x (95% CI: 4.5x-24.9x)

$100 deposited today becomes $100 times 11.1x (95% CI: 4.5x-24.9x) through 2040 at the current modeled pool growth rate.

Opportunity Cost Is Negative

Conventional retirement earns 6.5% (95% CI: 5%-8%) after fees. The Prize Fund models 17.4% (95% CI: 10.6%-23.9%).

At the pool level, this is not modeled as a donation. It is modeled as capital compounding under a higher-return allocation rule than a conventional portfolio. Participant-level payout still depends on the branch: depositors recover pro rata from the same realized pool on failure, while VOTE point-holders share that pool on success.

The conventional portfolio:

  • Charges 1-2% in fees (advisory + fund expenses)
  • Locks you out of venture and PE (the best-performing asset class)
  • Allocates via committees being paid by the answer choices
  • Overweights your home country
  • Does not improve as the world improves (your 60/40 portfolio does not get better when diseases get cured)

The Prize Fund:

  • Charges zero fees (the crowd is the allocator)
  • Invests across the full venture/PE spectrum
  • Allocates via 91%-accurate crowd wisdom
  • Is inherently global
  • Gets better as it makes the world better

The opportunity cost of not participating is the difference between 6.5% (95% CI: 5%-8%) and 17.4% (95% CI: 10.6%-23.9%), compounded over however many years you plan to keep earning money. That is not a small number.

Venture Democratization

The legal pathway exists today. A pooled vehicle is an accredited investor. The fund structure makes every $100 depositor a participant in the same asset class that was previously reserved for people with $1 million in liquid assets.

Three regulatory pathways:

  1. Regulation Crowdfunding (Reg CF): Up to $5M per year in offerings to unaccredited investors.
  2. Regulation A+ Tier 2: Up to $75M per year with SEC qualification, available to all investors.
  3. Fund-as-institutional-investor: The pooled fund itself qualifies as an accredited/institutional investor, accessing deals on behalf of all depositors.

The accreditation wall was built to “protect” small investors from risky investments. It protected them so well that they earned 6.5% (95% CI: 5%-8%) while accredited investors earned 17% (95% CI: 13%-22%). The Prize Fund does not fight the wall. It walks through the door that the wall left open for pooled vehicles.

Why PRIZE Is Not a Retirement Account (and What Is)

This chapter compares the Prize Fund’s returns to conventional retirement. That comparison is honest on the failure branch: depositors get their pro-rata share of the realized pool, which models at 11.1x (95% CI: 4.5x-24.9x) vs. 2.57x (95% CI: 2.14x-3.07x) for conventional retirement. On the failure branch, PRIZE deposits outperform your 401(k).

The success branch is a different story. On success, the depositor’s money goes to VOTE point-holders. The depositor gets nothing back from the pool (they live in a world where diseases are cured and they are $15.7M (95% CI: $4.94M-$68.4M) richer, but their specific deposit is gone). A retirement plan administrator has fiduciary obligations under ERISA (your species’ law requiring that people managing your retirement money act in your interest, not theirs, which is apparently unusual enough to require legislation). A fiduciary cannot put client money into a vehicle where the best-case outcome means the money goes to someone else. This is not a technicality. It is the structural reason PRIZE deposits cannot be a 401(k) allocation option in their current form.

Three instruments serve three audiences:

Instrument What happens on success What happens on failure Retirement-compatible? Who it’s for
PRIZE deposit Pool goes to VOTE holders (your deposit is gone) Pro-rata share of realized pool (11.1x (95% CI: 4.5x-24.9x)) No (success branch violates fiduciary duty) Depositors who understand the conditional structure and want the coordination upside
IAB 272% perpetual revenue share Money was spent on the campaign (principal at risk) Yes (standard securities, Reg D/CF/A+) Investors who want returns tied to treaty passage
Conventional retirement 2.57x (95% CI: 2.14x-3.07x) after 15 years Same (market risk only) Yes (that’s what it is) People who want predictable market exposure

The retirement-compatible instrument is the IAB, not PRIZE. Incentive Alignment Bonds146 are straightforward revenue-share securities. An investor buys a bond, the money funds the campaign, and if the treaty passes, the investor receives a perpetual revenue share from treaty funding flows. This is a standard security with a clear risk/return profile. It can be offered under Reg D (accredited investors), Reg CF ($5M/year to anyone), or Reg A+ ($75M/year with SEC qualification). A 401(k) plan administrator can evaluate it like any other fixed-income-adjacent security.

PRIZE deposits are a coordination mechanism. IABs are an investment. The Prize Fund chapter compares PRIZE returns to retirement because the comparison illustrates that even the failure branch outperforms conventional retirement. But the comparison should not imply that PRIZE is a retirement substitute. It is a conditional bet on civilization, with a very attractive consolation prize.

If your retirement fund wants exposure to the treaty succeeding, IABs are the instrument. If you personally want to put skin in the game and earn VOTE points by recruiting, PRIZE is the instrument. Both exist because they serve different functions for different audiences.

The Self-Fulfilling Property

The fund does not bet on whether targets get hit. It funds hitting them.

A conventional investment fund analyzes whether a company will succeed and bets accordingly. The Prize Fund allocates capital to companies that cure diseases, build infrastructure, and raise incomes, which ARE the prize targets. If the fund allocates well, the targets get hit. If the targets get hit, the same realized pool routes to VOTE point-holders. If the targets do not get hit, depositors divide that same realized pool pro rata.

In the canonical prize framing, the first institutional question is whether $30B (95% CI: $15.7B-$46.4B) can make mass participation credible. The secondary visible-pool question is whether $1.8T (95% CI: $1.04T-$3.35T) can make two referred votes worth $9.98K (95% CI: $7.7K-$12.7K) on success for a representative saver.

This is not circular. It is a positive feedback loop with a clear entry point: deposit, allocate wisely, the world improves, you get paid. The circularity objection assumes the fund is passive. The fund is the largest active capital allocator in human history, pointed at two numbers that everyone agrees on.