đ Expert Analysis of #Bitcoinâs Toxic Order Flow (TOF): Impacts and Mitigation
In crypto, as in traditional stock markets, market participants can be classified into two categories: informed traders vs. uninformed traders. As informed tradersâ activity increases, it signals an upcoming price change.
đ TOF Origins
The study of Toxic Order Flow is often analyzed through VPIN: Volume Synchronized Probability of INformed trading. Developed by Easley, Prado, and OâHara in 2012, VPIN builds upon their earlier work on the Probability of Informed Trading (PIN, 1992).
The Kingfisher adapted this model to crypto trading, providing valuable insights, especially when used alongside accurate liquidation maps.
đ€ What is TOF?
Toxic Order Flow (TOF) identifies the probability that part of the order flow belongs to informed traders. High TOF indicates a likely spike in volatility. This is because informed traders' actions create significant volume imbalances.
â ïž Impact of TOF
TOF occurs when uninformed traders provide liquidity at a loss to informed traders. For example, retail FOMO after a viral social media post fills the standing orders set by informed traders.
đ Feedback Loop
Thereâs a positive feedback loop between TOF and high-frequency liquidity. A negative liquidity shock boosts VPIN locally, leading to further liquidity drain and potential liquidations. Market makers widen their spread during high TOF, increasing local volatility.
đTextbook $BTC liq hunt & TOF:
On the 30th of May, in the early morning, #Bitcoinâs price shot up over 6% within 8h. Can liquidations and toxic order flow offer an explanation as to what happened?
1: Right before the first pump, we can see a short liquidation cluster built up right above the price (box 1)
This liquidity was captured by a first âsmall pumpâ, forcefully draining the local liquidity
2: Toxic Order Flow starts to build up â market makers slowly remove liquidity (box 2)
3: Pulling a short-term liquidation map (optical_opti) shows a new short liquidation cluster built up right below the previous high (box 3)
4: Toxic order flow further increases as liquidity locally drains, yet again, as #3âs liq cluster gets captured, leading to market makers further increasing their spread and removing liquidity
5: Liq all them short đŁ
Thanks for playing!
đ§ Using Kingfisherâs TOF
Spike in Toxic Order Flow on 1-min candles indicates over-extended price action. This can be traded for quick scalps. TOF is useful in higher timeframes too.
đ Learn More:
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#Bitcoin #Crypto #ToxicOrderFlow #VPIN #TradingAnalysis #MarketInsights




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