It was 2:00 AM Lagos time, and my Telegram channel lit up with liquidation alerts. Bitcoin had just dropped 8% in four hours. The cascade was brutal—$450 million in long positions wiped out across Binance, Bybit, and OKX. I watched the open interest charts collapse like a house of cards. This wasn’t a Black Swan event. It was the next phase of a slow bleed that JPMorgan, in a rare moment of cross-asset clarity, predicted for US equities earlier this week:
“US stocks still have room to deleverage. It will take three months to return to pre-April levels.”
Now, I’m not one to blindly trust a bank’s call—especially in crypto, where leverage lives in a different dimension. But the pattern is terrifyingly similar. I’ve been building educational tools for three bear cycles, and I’ve learned to see the code behind the hype. So when JPMorgan talks about “deleveraging space,” I see it as a signal that applies directly to our industry. The question isn’t whether crypto is already halfway through the purge. It’s whether we have the courage to stare at the data and admit we’re only at the starting line.
Context: The Machinery of Leverage
To understand why JPMorgan’s three-month timeline matters, we need to step back into the market structure. Since early 2023, both TradFi and crypto have ridden a wave of cheap leverage. In crypto, that wave is measured by open interest on perpetual swaps—currently still elevated at $18 billion across top exchanges, only 25% below the all-time high set in March 2024. But the story isn’t in the absolute numbers; it’s in the funding rates.
I’ve spent countless hours auditing on-chain metrics for my courses. During the summer rally, average 8-hour funding rates stayed above 0.05%—a zone that historically precedes violent squeezes. When I ran the analysis for my Telegram community in September, I warned: “This is not sustainable. The funding monster will eat its tail.” That monster arrived on October 16th, when a coordinated spike in BTC short-squeeze triggered a long squeeze that washed out overleveraged accounts. Yet even after that event, the aggregate leverage ratio (total open interest / market cap) remains at 1.8x for ETH and 1.5x for BTC—levels that are still dangerously high compared to the 0.9x deleveraged lows of November 2022.
JPMorgan’s logic for equities revolves around margin debt and the time needed for forced selling to exhaust. In crypto, the equivalent is the combined effect of liquidations hitting concentrated clusters of leverage. Based on my analysis of liquidation heatmaps from Deribit and OKX, there are still over $2.5 billion of long positions stacked between $60k and $65k BTC. Those are the next dominoes. The time needed for a full purge—measured by the rate of decay in open interest and the return of funding rates to negative territory—matches JPMorgan’s three-month window almost exactly.
Core: Trust the Process, But Verify the Code
I’m not here to spread fear. I’m here to show you the code. Let’s dig into the numbers that matter.
First, aggregate leverage in DeFi lending markets. I’ve been tracking Aave V3’s total borrows vs. total deposits weekly. As of last Thursday, the loan-to-value ratio on ETH is 53%—still 10 points above the safe zone that existed after the LUNA crash. When LTV is above 50%, any 12% drop in ETH price triggers a wave of liquidations that live on-chain for hours, not days. That’s exactly what happened on October 16th. But what if the drop is slower, more persistent? That’s the JPMorgan playbook: a grind that gradually forces overleveraged positions to unwind without a single panic event. The data confirms this pattern is already underway: borrowed amounts have declined 4% in the last week, but the rate of decline is too slow. At this pace, it would take 70 days to get back to the March 2024 LTV levels—almost exactly three months.
Second, basis trade dynamics. In TradFi, the “cash-and-carry” trade in futures is a core driver of leverage. In crypto, the same trade exists via perpetual basis arbitrage. I’ve built several models for hedge fund clients, and the current BTC futures basis (annualized) sits at 8%. That’s above the 4% natural cost of capital. It signals that the market is still pricing in “free money” for arbitrageurs who short futures and go long spot. When this basis compresses to near zero—as it did during the 2022 bear—all those arbs close their positions, adding sell pressure. We’re still at 8%. The compression to zero will take at least 12 weeks based on historical speed of convergence.
Third, stablecoin supply ratio. This is my favorite proxy for “dry powder.” Tether and USDC combined supply is $130 billion—still high but stagnant. However, the ratio of stablecoin supply to total crypto market cap is 6.2%, which is historically low. Near cycle tops, this ratio usually drops below 5%. Near bottoms, it climbs above 10%. We are far from a bottom. Using a linear regression of ratio change over past cycles, to reach 9% (a conservative bottom signal) would require a 30% increase in stablecoin supply or a 25% decrease in market cap. The latter is more probable given current trends. That process, if it proceeds without a black swan, aligns with a 90-day timeline.
Contrarian: The Pragmatic Test
Now, the contrarian voice inside me whispers: “What if this time is different? What if institutional inflows via ETFs create a permanent bid that defies the leverage unwind?” I’ve heard this song before—during the 2019 ICO hangover, during the 2021 NFT mania. Each time, the narrative said “this time the fundamentals are stronger.” Each time, the math won.
Let me test the bull case with my own experience. In 2023, I co-launched “Sankofa Yield,” a DeFi project for Nigerian women. We built on a low-fee L2 with stablecoins. We thought we were immune to leverage cycles because our users used simple wallets. But when ETH’s price dropped 15% in May 2023, the entire curve on Compound shifted. The health factors of our users’ collateral fell below 1.1. I had to write emergency guides in Pidgin English because the liquidation bots did not care about our mission. Leverage doesn’t discriminate. It affects everyone through market-wide liquidity cascades.
The contrarian argument also fails because the ETF inflows are themselves a form of leverage. When BlackRock and Fidelity accumulate, they often hedge their spot exposures via futures. That hedging adds to the basis trade. And when Bitcoin ETF positions get liquidated due to redemptions—which happened in mid-August—the sell pressure is even more concentrated because it comes in large blocks. The data shows that ETF net flow has turned negative in the last 30 days, reversing the summer trend. That is a direct confirmation that the institutional “buy the dip” is exhausted.
So no, this time is not different. The same three-month timeline that JPMorgan gives for equities applies to crypto, with a margin of error of plus or minus two weeks.
Takeaway: The Vision Forward
I’m not writing this to tell you to panic. I’m writing this to tell you to prepare. The next 90 days will be painful for leveraged longs, but they will be beautiful for those who keep dry powder. The path to the next bull run runs through a complete purge of the funding monster.
As I tell my students in Lagos: “Trust the process, but verify the code.” The code here says leverage is still too high. The code says three months. The code says we haven’t reached the bottom. Let the purge happen. When it’s over, we rebuild on a clean slate—with better education, better risk management, and a deeper respect for the cycles that make crypto what it is.