Trader OS
Phase 6 · Professional trading

Chapter 32 · Portfolio

Does holding BTC, ETH, and SOL together diversify your risk?

Reading mode
Skills to practice
Capital allocationControl losses
3D simulation
Portfolio command center · Portfolio(planned)

Market scene

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Lin divides $100,000 into BTC, ETH, and SOL at 30% each, plus 10% cash. Quantities and names differ, but dollars invested are equal. He believes he is diversified.

This fictional 30-day market is relatively calm for 20 days, then switches to joint sharp declines for 10. Month-end equity is $90,653.72; peak-to-later-trough drawdown reaches 16.01%. Which position dominates volatility?

Your decision

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Choose how to examine these four allocations, then consider what it answers and misses.

Observe the result

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The default buy-and-hold scenario is locked by seed 32, not historical data:

ItemValue
Start$100,000
Day 1 close$99,133.30
Day 21 close$93,827.23
Day 30 close$90,653.72
Maximum closing drawdown16.01%

The 9,346.28 loss from inception is not the largest decline along the path: the portfolio previously reached a higher level.

The mechanism

Defaults allocate 30% to each risky asset and 10% to cash, with no rebalancing. Daily changes use three random shocks from the same seed. Normal and crisis regimes specify mean returns, amplitudes, and co-movement separately.

  1. Each asset's volatility
  2. How assets move together
  3. Amount invested in each asset
  4. Combined fluctuations of the whole account

Changing only co-movement isolates its effect. The full crisis also changes means and volatility, so default losses cannot all be attributed to correlation.

At initial target weights, model-implied daily volatility is 2.15% normally and 5.65% in the full crisis. These describe distributional risk, not realized volatility measured from the 30-day path. Buy-and-hold weights drift, changing risk each day.

Cash earns no interest here; initial allocation is free and terminal liquidation is not forced. Rebalancing charges 10 bps on each intervening token trade, without charging cash movements twice. The model compares mechanisms and recommends no weights.

What it is called

PortfolioPortfolio
Positions and cash within one account view. Evaluate their joint result rather than separate asset stories.
CorrelationCorrelation
Here, co-movement of normal log-return shocks. This is no historical estimate and does not guarantee future constancy.
DiversificationDiversification
Different risk sources may reduce an individual shock's effect. More token names alone do not guarantee it.
Risk contributionRisk Contribution
Allocate portfolio volatility according to position influence. This chapter uses Euler decomposition, whose contributions sum to portfolio volatility. Hedging can produce negative contributions; zero-risk portfolio shares are zero.
ExposureExposure
Amounts affected by prices and their shared risks. Grouping may use tokens, venues, or strategies.

Real markets

The same forced-selling waveMarch 12, 2020Crypto

Chapter 18 illustrates shared-pressure selling. This page asserts no particular historical correlation; investigate whether positions depend on the same cash-needing participants.

Different tokens can depend on one venueNovember 2022FTX

Revisit the Chapter 16 case: price portfolios and custody/venue concentration need separate tables. Lower price correlation cannot eliminate shared venue unavailability.

One underlying, different contracts

Chapter 17 compares spot, dated futures, and perpetuals. They may share direction but differ in financing and maturity rules. Check genuinely independent risks before counting products.

Hands-on

LabSeparate capital shares from risk shares30 minutesThis site's synthetic portfolio experiment

30 synthetic days for BTC, ETH, SOL, and cash; seed 32. The first three equally split non-cash capital. The correlation-only comparison preserves drift, volatility, and random drivers; the full crisis changes them together.

Final equity (USD)
90,653.72
Maximum drawdown at closes
16.01%
Rebalancing fees (USD)
0.00
Ex-ante daily volatility in selected conditions
5.65%

Course versionV1-docs; sourcep4:portfolio;Chapter 32 / TRD-PRO-002

Records parameters and results at the click only; does not mean the experiment passed.
View snapshot to save
Initial target weights and ex-ante risk contributions in selected conditions
AssetCapital weightShare of risk contribution
BTC30.0%19.78%
ETH30.0%29.86%
SOL30.0%50.37%
CASH10.0%0.00%
Daily equity data
DayEquity (USD)Drawdown
199,133.300.87%
2101,373.870.00%
3100,464.370.90%
498,748.452.59%
598,218.893.11%
698,891.142.45%
798,537.942.80%
899,384.161.96%
998,324.893.01%
1097,438.683.88%
1197,788.943.54%
1294,855.166.43%
1393,495.207.77%
1490,840.6410.39%
1591,399.519.84%
1691,205.3510.03%
1790,629.6710.60%
1887,572.9513.61%
1986,701.8414.47%
2088,712.3512.49%
2193,827.237.44%
2295,283.826.01%
2398,612.042.72%
2496,423.904.88%
2590,009.8811.21%
2685,140.2816.01%
2786,009.1515.16%
2891,418.599.82%
2988,507.2812.69%
3090,653.7210.57%

Cash earns no interest. Unleveraged spot; buy-and-hold weights drift. Interim rebalancing costs 10 bps one-way. Initial allocation and final liquidation are neither charged nor executed. The model has no predictive ability.

  1. Keep defaults and verify month-end equity, drawdown, and SOL's risk contribution.
  2. Select “Keep normal regime,” then “Increase correlation only.” Hold cash and rebalancing constant; record differences.
  3. Restore the full crisis and change either cash or rebalancing frequency alone. Explain cost and weight-drift effects.
  4. Write a portfolio note: dominant risk sources, budget adjustments under stress, and omitted risks.

Change one variable

IfReplace only normal correlation with crisis correlation
Drift, volatility, and random shocks stay fixed. This isolates shared shocks rather than calling every change a correlation effect.
IfSet cash to 100%
Equity stays 100,000 with zero model costs and risk. This is zero-interest teaching cash; real stablecoins, exchange balances, and custody arrangements are not necessarily riskless.
IfChange buy-and-hold to daily target-weight rebalancing
Reallocate after each close using post-fee equity. Costs are self-financed; cash movements incur no duplicate fees. Path and cumulative costs update. More rebalancing does not guarantee higher returns.

Three depths

One knowledge nodeTRD-PRO-002: one question at each of three depths
  1. FoundationDoes holding BTC, ETH, and SOL diversify risk?Chapter 32
  2. AdvancedHow do Risk Contribution, Risk Parity, and correlation matrices guide allocation?Advanced D · Portfolio and risk
  3. InstitutionalHow should multi-strategy portfolios allocate capital and risk budgets?Institutional
  4. 3DManage BTC, ETH, SOL, and cash. Random macro, volatility, and correlation changes show normally low-correlated assets falling together in crises.Portfolio command center

List amounts, then shared risks. Even equal capital across tokens requires inspecting unequal volatility contributions. Preserve stress tests rather than treating calm-period relationships as permanent.

Questions to take away

6
How large should the position be?
What are capital weights, risk contributions, and stress losses separately?
9
What is the current market regime?
Can the allocation survive a sudden shift to joint declines?
5
What is the worst-case loss?
How should omitted venue, custody, and execution risks enter budgets?

Chapter self-test

One idea to take away

Portfolio risk depends on correlations. Assets with low normal correlations often fall together in crises.

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Does holding BTC, ETH, and SOL diversify risk?

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