Ladder Trader Research
Research &
insights.
Independent analysis of crypto market structure: liquidity, volatility, derivatives, and the methodology behind defensible data. Figures are computed from live market data.
- Publications
- 37
- Published 2026
- 12
- Published 2025
- 25
FeaturedMicrostructureResearch Note
Reading the Book: What Order-Book Depth Really Tells You
Displayed liquidity is a starting point, not an answer. A practical framework for interpreting depth, imbalance, and resilience in crypto order books.
- Depth should be measured within price bands around the mid, not as a count of levels.
- Top-of-book imbalance is informative over seconds, but decays quickly as a signal.
- Resilience — how fast depth refills after it is consumed — matters more than a snapshot.
Research library

Volatility
Volatility Regimes in BTC, ETH, and SOL
Realized volatility is not a single number. How it clusters, how the three largest assets differ, and why regime awareness belongs in every risk model.
Read research note8 min
Cross-Asset
Correlation Is Not Constant: Crypto Co-Movement Across Regimes
Diversification across crypto assets is real in some conditions and nearly absent in others. Measuring how co-movement shifts over time.
Read research note7 min
Liquidity
Spreads in Basis Points: A Fair Way to Compare Execution Cost
A $1 spread means very different things on a $100 asset and a $70,000 asset. Normalizing the cost of immediacy across instruments and venues.
Read explainer6 min
Derivatives
Perpetual Funding Rates, Explained for Allocators
Perpetual futures have no expiry, so a periodic payment keeps them anchored to spot. What funding measures, how venues calculate it, and how to read it.
Read explainer8 min
Methodology
Two Clocks: Why Exchange Time and Receive Time Diverge
Every market event carries two timestamps: when the venue says it happened and when you learned about it. Treating them as one silently corrupts research.
Read methodology7 min
Liquidity
Weekend Liquidity: How Crypto Trades When Traditional Markets Close
Crypto never closes, but its participants keep calendars. What changes in depth, spreads, and volatility when banks, desks, and equity markets are offline.
Read research note7 min
Microstructure
Intraday Seasonality in Crypto Spreads and Volume
A 24-hour market still has rhythms. How activity follows the handover between Asian, European, and US trading hours — and why averages hide it.
Read research note6 min
Market Structure
Stablecoin Pairs and the Hidden Cost of the Quote Currency
BTC/USD and BTC/USDT are not the same instrument. How the quote currency affects price comparisons, basis, and measured liquidity.
Read explainer6 min
Derivatives
Basis Trades Explained: Spot, Futures, and the Carry Between Them
The gap between futures and spot prices is one of the most watched numbers in crypto. What it represents, how it is traded, and what can go wrong.
Read explainer8 minThe Ladder Brief
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Complete archive
Every published note
37 publications
2026
- Reading the Book: What Order-Book Depth Really Tells YouMicrostructure
- Volatility Regimes in BTC, ETH, and SOLVolatility
- Correlation Is Not Constant: Crypto Co-Movement Across RegimesCross-Asset
- Spreads in Basis Points: A Fair Way to Compare Execution CostLiquidity
- Perpetual Funding Rates, Explained for AllocatorsDerivatives
- Two Clocks: Why Exchange Time and Receive Time DivergeMethodology
- Weekend Liquidity: How Crypto Trades When Traditional Markets CloseLiquidity
- Intraday Seasonality in Crypto Spreads and VolumeMicrostructure
- Stablecoin Pairs and the Hidden Cost of the Quote CurrencyMarket Structure
- Basis Trades Explained: Spot, Futures, and the Carry Between ThemDerivatives
- Measuring Market Impact Without TradingLiquidity
- Data Versioning for Research Teams: Why Immutable Releases MatterMethodology
2025
- Tick Size and Its Effect on Displayed LiquidityMicrostructure
- Implied vs Realized Volatility: Reading the GapVolatility
- Liquidation Cascades: Mechanics and MeasurementDerivatives
- Price Discovery Across Venues: Information Share BasicsMarket Structure
- Detecting Stale Quotes and Crossed Books in Raw FeedsMethodology
- Open Interest: What It Measures and What It Doesn’tDerivatives
- Volume Is Not LiquidityLiquidity
- Tail Risk in Crypto Returns: Beyond Standard DeviationVolatility
- Aggressor Side Inference When Venues Don’t Tell YouMicrostructure
- Building OHLCV Bars From Trades: Choices That Change ResultsMethodology
- The Term Structure of Crypto FuturesDerivatives
- Execution Benchmarks: VWAP, TWAP, and Arrival PriceLiquidity
- Order Flow Toxicity and Adverse SelectionMicrostructure
- Crypto and Equity Correlation: A Measurement GuideCross-Asset
- Sequence Numbers, Gaps, and Order-Book ReconstructionMethodology
- Skew in Crypto Options: What the Smile Tells YouVolatility
- Market Depth Bands: A Standard for Comparing LiquidityLiquidity
- Survivorship Bias in Crypto DatasetsMethodology
- Crypto Volatility Around Macro AnnouncementsVolatility
- Maker-Taker Fees and Their Effect on QuotingMarket Structure
- Stablecoin Depegs: Measuring Stress in Real TimeMarket Structure
- Lead-Lag Between Spot and Perpetual MarketsCross-Asset
- Cleaning Trade Data: Outliers, Busts, and Fat FingersMethodology
- Hidden Liquidity: Icebergs and Reserve OrdersMicrostructure
- A Framework for Liquidity Risk in Digital-Asset PortfoliosLiquidity

