Research

Published analysis from the Bitcoin Observatory. All papers use the Observatory's canonical dataset and are available for download.

March 2026 v2.0 Verification Methodology Statistics
Formal Verification of the Bitcoin Power Law: Six Claims Tested with Two Independent Methods

We checked our own work. Six core claims verified by GPD (sequential audit) and the Scanner (automated discovery) — two methods that were not coordinating. They converged independently on the same three problems. Out-of-sample R² = 0.546, predicting 2020–2026 prices from parameters estimated on 2010–2020 data alone — the first published OOS measurement in the Bitcoin power law literature. Effective sample size = 24 independent observations. HAC inflation factor 3.7×. Floor multiplier taxonomy resolved. Three confirmed, two qualified, one resolved.

Out-of-sample R²
0.546
Effective sample size
~24
HAC inflation
3.7×
Claims verified
3 confirmed, 2 qualified, 1 resolved
March 2026 v2.0 Retirement Drawdown Product
Fixed BTC or Fixed Fiat? The Optimal Monthly Drawdown Rule for Bitcoin Retirement Income

Fixed BTC produces higher total income in 47 of 50 four-year windows (94%) with a median income premium of +160% and always survives the full window. Fixed fiat exhausts the stack in every test case on 1–3 BTC, surviving 48 months in only 72% of windows even at 10 BTC. Minimum viable stack for $3,000/month: 4.2 BTC. Capital efficiency vs Bengen 4% rule: 8.3×. Direct product implication: default mode for Bitcoin retirement tools should be Wealth Preservation (fixed BTC).

Fixed BTC wins
94% of windows
Median income premium
+160%
Min viable stack
4.2 BTC
vs Bengen 4% rule
8.3× efficient
March 2026 v2.0 Loans Safety Verification
The 1.6× Floor Rule: Empirical Verification of the Bitcoin Loan Safety Threshold

Zero failures across 1,982 safe-zone entries at 50% LTV spanning 13 years and two of the most severe Bitcoin bear markets on record. Above the threshold, 58.6% of entries result in liquidation within 730 days. Failures begin precisely at 1.7× floor (0.18%). The closest call: 7.9% margin (2015-07-12 entry, $310 price, $194 liquidation price, $209 cycle bottom). Claim C5.2 upgraded from ANALYTICAL to VERIFIED. Companion paper to The Reflecting Barrier.

Safe-zone failures
0 / 1,982
Unsafe-zone failure rate
58.6%
First failures at
1.7× floor
Closest call margin
+7.9%
March 2026 v1.0 Floor Truncation Statistics
The Reflecting Barrier: Quantitative Evidence for Floor Truncation in the Bitcoin Power Law Residual Distribution

The power law floor has never been breached on a daily close in 15 years of post-2010 Bitcoin price history. We quantify the strength of this boundary: 81% truncation at the conservative floor (χ² = 203.9, p < 10−50). Zero post-2010 breaches under the conservative definition (0.314×). Near-floor 30-day forward return +20.9% vs +14.5% unconditionally (p = 0.008). The floor is not a passive historical artifact — the distribution is structurally truncated, and the truncation has a measurable market response signature.

Truncation (conservative)
81%
χ² statistic
203.9
Near-floor forward return
+20.9%
Post-2010 breaches
0
March 2026 v1.0 9 pages Survey Metcalfe Literature
Bitcoin Power Law Research: A Comprehensive Survey

The complete intellectual lineage from Trolololo (2014) through Santostasi, Burger, Perrenod, and PlanC. 10+ independent researchers measure the power law exponent between 5.6 and 5.9. Covers origins, Metcalfe’s Law derivation, quantile regression refinements, the spurious regression debate, cross-asset gaps, mining cost floors, game theory, and the Observatory’s position in the landscape. The most complete accounting of this literature assembled to date.

Researchers
10+ independent
Exponent range
5.6 – 5.9
Time span
12 years
Peer-reviewed
6+ papers
March 2026 v3.0 11 pages Floor Cross-Asset Falsification
The Case for the Floor: Seven Independent Attacks on Bitcoin’s Power Law Minimum

Seven independent attacks on the floor assumption: empirical, comparative, mechanistic, statistical, thermodynamic, game-theoretic, and survivorship. The 0.42× floor has been breached 77 times — an important correction published alongside the thesis. Per-cycle P1 rises from 22% to 53% of trend. First systematic cross-asset power law comparison: Bitcoin’s floor grows at 39.8%/year vs gold’s 1.8% — 22× faster. Out-of-sample testing shows 37% fewer breaches than random. Three-way convergence: ceiling falls, floor rises, OLS trend drifts down toward a ~41st percentile attractor.

Floor drift
22% → 53%
vs Gold floor
22× faster
OOS breach reduction
37%
Failure levels
6 defined
March 2026 v1.2 12 pages Methodology Reproduction Floor
Reproducing the Bitcoin Power Law: Independent Parameter Estimation and Floor Methodology

Independent OLS regression on 5,674 daily closes. Beta = 5.694, within 0.006 of the production value. Parameter stability demonstrated via expanding-window regression: beta converges after 2016, R² increases monotonically, sigma decreases monotonically. Evidence against the spurious regression critique. Per-cycle sigma analysis independently confirms volatility decay. Floor methodology documented with four sigma choices and full transparency. Range: $31,399 to $50,460.

Beta (slope)
5.694
Delta vs production
0.006
Stable since
2016
Floor range
$31k–$50k
March 2026 v3.0 13 pages Strategy Accumulation Kelly
The Bitcoin Investment Strategy Pyramid: From DCA to Kelly

How smart should your Bitcoin buying be? Eight accumulation strategies backtested across 13 years with bootstrap CIs, out-of-sample validation, and model-independent controls. At $1,000/month, DCA is nearly unbeatable. At $5,000/month, cycle-phase and floor-proximity strategies generate 361–389% alpha. The optimal strategy depends on capital size, not investor sophistication.

At $1k/mo
DCA wins
At $5k/mo
+389% alpha
OOS validation
+30–34%
Model-independent
Confirmed
March 2026 Synthesis Retirement Floor
Derisking Bitcoin: Living Off the Floor Growth

Bitcoin is widely perceived as too volatile for retirement planning. We show the opposite: the power law floor and structural volatility decay create a mathematically verifiable derisking path. We introduce the floor freedom inequality — when stack × floor growth rate exceeds annual expenses, ruin probability approaches zero and all remaining volatility is upside. Three compounding tailwinds (vol decays, floor rises, BTC-denominated expenses shrink) make the inequality self-reinforcing once crossed. On the floor path alone, Bitcoin is 5× more capital-efficient than index funds for retirement.

Floor breaches
0 in 5,700+ days
Bitcoin Floor Rate
~38% / year
Capital efficiency
5× vs S&P 500
Risk expiration
Cycle 8–10
March 2026 v1.0 12 pages Strategy Accumulation
When to Stack, When to Spread: Optimal Bitcoin Accumulation Strategy as a Function of Power Law Residuals

Lump sum or DCA? The answer depends on where price sits relative to the power law trend. Using 5,713 daily closes and 14,583 backtest scenarios across 1-, 2-, and 4-year horizons, we find a sharp crossover at 1.25× trend (95% CI: 1.20–1.32×). Below this threshold, lump sum wins 95–100% of the time. Above it, DCA progressively dominates. At the current valuation of 0.55× trend, lump sum has outperformed DCA in 100% of historically comparable entries. The crossover is validated out-of-sample and narrows with each halving cycle as volatility compresses.

Crossover
1.25× trend
95% Bootstrap CI
[1.20×, 1.32×]
At 0.55× (today)
LS wins 100%
Backtest scenarios
14,583
March 2026 v2.1 47 pages Lending Floor Bonds
Bitcoin Floor Bonds: Lending Against Structural Growth, Not Spot Price

Traditional Bitcoin loans lend against spot price and carry liquidation risk. Floor Bonds lend against the floor’s projected growth — the ~38% annual structural return established in Paper 2. A 5 BTC portfolio generates $92K in Year 1 borrowing capacity with 26.9% LTV at floor prices. The loan self-liquidates by Year 2. Stress-tested against the 2022 FTX crash (bond issued at ATH): debt peaks Year 6 but never triggers liquidation. Self-liquidation is robust to interest rates up to 15% and safety factors as low as 70%. For lenders, Floor Bonds are carry trade infrastructure: 10× leverage delivers ~13% ROE on near-zero default risk. A 3-of-5 multisig custody architecture eliminates counterparty risk at the protocol level.

Self-liquidating
Year 2
Borrower rate
3–5%
MSTR savings
$247M / year
Custody
3-of-5 Multisig
March 2026 v1.0 22 pages Volatility Halving Cycles
Percentile-Anchored Volatility Decay Analysis

Measures the rate and shape of volatility decay in Bitcoin's price distribution across halving cycles. Using 5,713 daily closes, we find that inter-percentile distances contract across every cycle transition (z-scores from −5.3 to −21.1). The compression is strongly asymmetric: the ceiling collapses toward the median 2.2× faster than the floor rises toward it. The floor-to-median distance compresses by approximately 20% per halving cycle — consistent across two consecutive complete-cycle transitions.

Decay signal
5/5 significant
Asymmetry
Ceiling 2.2× faster
Per-cycle compression
~20% / halving
Convergence
Cycle 8–10 (~2050)
March 2026 v1.6 36 pages Valuation Floor Rate
The Bitcoin Floor Rate: Valuing Bitcoin from Its Structural Minimum Return

Bitcoin's power law floor has never been breached in 15 years. This floor grows at ~38% annualized — the Bitcoin Floor Rate (BFR). Fed into the Gordon Growth Model, the BFR breaks the framework: growth exceeds any fiat discount rate, outputting infinite value. The market prices in just 0.8 years of floor continuation. Monte Carlo simulation shows 5 BTC replaces $2.5M in index funds at 7.14× capital efficiency with >99.99% survival over 30 years.

Floor rate (BFR)
~38% / year
Gordon model
Breaks (g > r)
Premium payback
0.8 years
Capital efficiency
7.14× vs S&P