All Articles

The Macro-to-FX Transmission Series · Part 8

Safe-Haven Currencies: Why JPY and CHF Move When Everything Else Falls

Academic evidence proves JPY and CHF appreciate during crises through nonlinear safe-haven effects. Net foreign asset position is the determinant. Learn why safe-haven flows override rate differentials and when they activate.

Dashboard element: Pair Bias

Friends, there is a moment in every crisis when the textbook stops working. Rate differentials say the dollar should strengthen against the yen. The yield spread is wide. The carry is attractive. Everything points one direction. And then VIX spikes to 30, and USDJPY drops 500 pips in a week. The yen just did what yen does. It went home. Safe-haven currencies are the exception to the rate differential rule we covered in Part 5 of this series. They are the reason you cannot build an FX framework on rates alone. They are the reason the volatility regime (Parts 1 and 2) sits at the top of the transmission chain, above rates, above the dollar, above everything. Because when the volatility regime shifts to stressed, safe-haven flows can overwhelm every other signal in the system. Two currencies have earned this designation through decades of empirical evidence: the Japanese yen and the Swiss franc. Understanding why they behave the way they do, when they activate, and how strongly they override other signals is essential for any serious FX framework.

The Academic Evidence: This Is Not Folklore

The safe-haven behavior of JPY and CHF is one of the most robust empirical findings in the entire currency literature. It is not a rule of thumb. It is not a trader’s heuristic. It is a documented, quantified, and repeatedly confirmed phenomenon. Ranaldo and Soderlind published “Safe Haven Currencies” in the Review of Finance in 2010, using high-frequency data from 1993 to 2008. Their methodology was rigorous: they measured how currencies responded to changes in US stock prices, bond prices, and FX volatility at the daily and intraday level. Their finding was unambiguous: the Swiss franc and Japanese yen systematically appreciate against the US dollar when US stock prices fall and when FX volatility rises. The paper is available on SSRN: papers.ssrn.com But the finding goes further. The safe-haven effect is nonlinear. It does not operate as a constant mild pull. It amplifies during crises. The worse things get, the stronger the safe- haven appreciation becomes. This nonlinearity is what makes safe havens so dangerous for traders who are short JPY or CHF during stress events. The move does not accelerate gradually. It accelerates exponentially. A more recent study by Fatum, Yamamoto, and Zhu (2024), published in the Journal of Money, Credit and Banking, confirmed and extended these findings using data through 2020. They found that the safe-haven property of JPY and CHF is robust across different crisis types (financial crises, geopolitical events, pandemics) and different measurement frequencies. The effect is not an artifact of a specific historical period. It is a structural feature of these currencies. The paper is available from the Dallas Fed working paper series: www.dallasfed.org

Why JPY and CHF? The Net Foreign Asset Answer

The obvious question is: why these two currencies and not others? The US dollar is also a safe haven. Why doesn’t it always strengthen during stress? Why don’t other G10 currencies qualify? Habib and Stracca answered this in a 2012 ECB Working Paper. They tested multiple candidate explanations: current account balance, government debt levels, financial market depth, inflation history, geopolitical stability, and net foreign asset position. The winner, by a significant margin, was net foreign asset position. The paper is available from the ECB: www.ecb.europa.eu

Japan and Switzerland both hold massive positive net foreign asset positions. Japan’s net international investment position exceeds $3 trillion. Switzerland’s is proportionally even larger relative to its economy. This means Japanese and Swiss investors collectively own enormous quantities of foreign assets: US Treasuries, European equities, emerging market bonds, global real estate. When global stress hits, these investors do something entirely rational: they bring money home. Japanese insurance companies reduce their unhedged foreign bond exposure. Swiss pension funds repatriate capital from emerging markets. The flows are enormous, institutional, and directional. They buy yen. They buy francs. The currencies appreciate. This is not speculative positioning. This is balance-of-payments flow driven by institutional risk management. It is the same VaR-constraint mechanism we discussed in Parts 1 and 2, but operating through the lens of the world’s largest creditor nations pulling capital home. The US dollar also benefits from safe-haven flows, but through a different mechanism. Foreign investors buy US Treasuries for their perceived safety, which is a demand for dollars from abroad. JPY and CHF appreciate through repatriation of domestic capital from abroad. The distinction matters because the dollar’s safe-haven bid depends on foreign investor confidence in US assets, while JPY and CHF safe-haven bids are self-generated by domestic capital coming home.

The Safest Safe Haven: JPY in Extremis

Here is a finding that surprises even experienced FX traders: during the most extreme stress events, JPY appreciates against all other safe-haven currencies, including CHF and USD. Fatum and Yamamoto documented this during the Global Financial Crisis. As Lehman Brothers collapsed and the global financial system seized up, JPY strengthened not just against risk currencies (AUD, NZD, EM) but also against CHF and even the dollar. The yen was the last currency standing. Every other currency, including supposed safe havens, lost ground to the yen. The mechanism is Japan’s uniquely large net foreign asset position combined with the unwinding of the yen carry trade. Because JPY has been the primary funding currency for global carry trades for decades (owing to its near-zero interest rates), any global deleveraging event forces carry traders to buy yen to close their positions. The buying is involuntary. It comes from stop-losses, margin calls, and risk limit breaches. The more violent the deleveraging, the more yen is bought. The more yen is bought, the more carry positions are forced to unwind. The feedback loop produces the sharp, violent JPY appreciation that characterizes extreme stress episodes. This dynamic was replicated almost exactly in August 2024, when a Bank of Japan rate

signal triggered a global carry trade unwind. The BIS documented the episode in Bulletin No. 90: www.bis.org VIX briefly exceeded 60. The Mexican peso lost nearly 10% against the yen in days. The Australian dollar was hammered. Even the US dollar weakened against JPY despite being the other major safe haven. The yen carry trade unwind was the dominant force, and nothing else mattered until it was done.

When Safe-Haven Flows Override Rate Differentials

This is the practical question that matters most for FX traders: when do safe-haven flows win? The answer is tied directly to the volatility regime. In Parts 1 and 2 of this series, we discussed how VIX and MOVE function as regime indicators. The safe-haven override activates when the volatility regime crosses from calm or caution into stressed territory. At VIX below 18, the rate differential is the dominant driver. USDJPY rises when the US- Japan yield spread widens. The carry trade works. The safe-haven channel is dormant. At VIX between 18 and 25, the rate differential still dominates but with increasing noise. Safe-haven flows begin to show up as temporary JPY and CHF strength during intraday risk- off moves, but they typically revert. The rate channel reasserts itself. At VIX above 25, the safe-haven channel activates as a structural force. JPY and CHF appreciate against most currencies, including USD in some cases. The rate differential is still real, but it is overwhelmed by the flow magnitude. This is the EM liquidation trigger zone we discussed in Part 2. At VIX above 35, the safe-haven channel becomes the only thing that matters. All other signals, rates, DXY, technicals, are secondary. Capital flows home. The yen goes up. Full stop. The Harvard Business School published research by Koijen, Moskowitz, Pedersen, and Vrugt examining this dynamic through the lens of carry trade crash risk. Their work, “Flight to Safety or Flight from Carry?”, demonstrates that the carry trade unwind and the safe-haven appreciation are two sides of the same mechanism: leveraged positions being closed under stress. The paper is available from HBS: www.hbs.edu An MDPI journal article from 2026, “Risk Premiums, Market Volatility, and Exchange Rate

Dynamics: Evidence from the Yen Carry Trade,” provides recent empirical confirmation that the mechanism remains active. The yen carry trade risk premium is directly linked to VIX dynamics: www.mdpi.com The

Highest-Beta Rate Pair with the Sharpest Reversal Risk

USDJPY occupies a unique position in the G10 FX universe. It has the highest sensitivity to rate differentials (approximately 5. 0% per 1 percentage point OIS widening, as the Fed’s FEDS Note documented) and the most violent safe-haven reversal risk. These two properties coexist because they are driven by the same underlying factor: Japan’s massive net foreign investment position. When US rates are rising and Japanese rates are pinned near zero, the wide differential attracts capital into dollar assets, funded by yen borrowing. USDJPY rises. The carry is enormous. The trend is smooth. Everything looks wonderful. But the same massive foreign investment position that makes the carry trade attractive is also the source of the repatriation flow when stress hits. The larger the accumulated foreign exposure, the larger the potential repatriation. The carry trade builds the fuel. The crisis lights the match. This is why USDJPY is sometimes described as “the escalator up and the elevator down.” The appreciation is gradual, driven by steady carry flows and widening rate differentials. The reversal is sudden, driven by deleveraging, margin calls, and institutional repatriation. The asymmetry is not a market anomaly. It is a structural feature of how the carry trade operates. For retail traders, this asymmetry has a concrete implication: being long USDJPY on the basis of rate differentials alone is an incomplete thesis. It is correct on the structural level (the rate channel supports the position) but blind to the tail risk (the safe-haven reversal can wipe out months of carry in days). The volatility regime is the gate. If VIX is below 25 and MOVE is below 75, the rate channel is reliable. If either breaches its threshold, the safe- haven reversal becomes a live risk that rate differentials cannot protect against.

USDCHF: The Quieter Safe Haven

The Swiss franc operates as a safe haven through the same net foreign asset mechanism as JPY, but with several important differences. First, Switzerland’s safe-haven flows are somewhat smaller in absolute terms than Japan’s,

reflecting the country’s smaller economy. The moves tend to be less violent. Second, the Swiss National Bank has a long history of intervening in the FX market to prevent excessive CHF appreciation. The SNB accumulated massive foreign exchange reserves (exceeding $800 billion at their peak) by selling francs and buying foreign currency during periods of safe-haven inflows. This intervention dampens the safe-haven effect relative to what it would be in a free-floating regime. Traders who expect USDCHF to behave like USDJPY during stress episodes are often disappointed by the muted response. Third, the Swiss franc’s safe-haven property is concentrated in European stress events rather than global ones. During the European sovereign debt crisis of 2010-2012, CHF appreciated so aggressively that the SNB imposed a floor of 1. 20 on EURCHF. During global events where the US is also stressed (like the 2008 financial crisis), CHF and USD compete for safe-haven flows, and the net effect on USDCHF can be ambiguous. The practical result: USDCHF is a weaker safe-haven signal than USDJPY. During global stress, both CHF and USD attract haven flows, which mutes the USDCHF response. During European stress specifically, CHF outperforms and USDCHF falls. During US-specific stress, USD weakens and USDCHF also falls, but because CHF is also catching a haven bid, the move is less clean than EURUSD or GBPUSD.

How to Use Safe-Haven Knowledge in Practice

The safe-haven channel does not tell you to avoid USDJPY or USDCHF. It tells you to condition your positions on the volatility regime. When the volatility regime is calm (VIX below 22, MOVE below 70), the rate differential drives USDJPY and USDCHF. Carry trades work. Your analysis of the yield curve and rate spreads from Parts 3, 4, and 5 of this series applies normally. When the volatility regime shifts to caution or stressed (VIX approaching or above 25, MOVE approaching or above 75), the safe-haven channel becomes the dominant force for these two pairs specifically. Your rate differential analysis is still valid structurally, but the near- term price action may run against it. Position sizing should shrink. Horizons should shorten. Stop-losses become non-negotiable. This is exactly why the 4xForecaster framework (www.hbs.edu 4xforecaster. com/) places the volatility regime at the top of the transmission chain, not at the bottom. For most G10 pairs, the rate differential is the primary driver regardless of the volatility regime. But for JPY and CHF, the volatility regime can flip the pair-level bias entirely. You cannot score USDJPY without first knowing whether you are in a carry-friendly regime or a safe-haven regime. The volatility gate comes first. Always. The rate differential tells you where JPY and CHF should go based on fundamentals. The

volatility regime tells you where they will go based on capital flows. When the two agree, the trade is clean. When they conflict, the safe-haven flow wins in the short term. Every time. Respecting that hierarchy is the difference between a position that makes money and a position that is structurally correct but practically underwater. This is Part 8 of the Macro-to-FX Transmission Series from 4xForecaster. Next: Carry Trades Explained: The Strategy That Makes Billions Until It Doesn’t.