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Exchange Reverseion

This is a mean reversion strategy. The signal is based on cross-sectional exchange price differences. Pnl from backtests is provided, as well as a simple validation.

Assumptions

Traded Pairs

USDT and USD are treated as equivalent

  • BTC/USD
  • ETH/USD

Exchanges

  • Bitfinex
  • Bitstamp
  • Bittrex
  • CEX
  • Gemini
  • Poloniex

Parameters

We fix a look-back period of 6 hours, with a varying lag of the signal. Eg, A lag of 1 hour with a 6 hour look-back means we take the oldest 6 hour period of a 7 hour window.

Signal

The signal is constructed by taking the top/bottom 2 exchanges ranked via total returns in the look-back period. We then long/short the top 2 bottom/top exchanges.

Data

Manually downloaded data from https://www.cryptodatadownload.com/data/

Results

Given the chart below, we see that the strategy is indeed profitable (ignoring slippage and transaction costs). Moreoever, we see that increasing lag time (how long we lag the signal) strongly implies a reduction in PnL. This observation provides a validation of the strat.

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