Icarus Asia Research · Fixed Income & Cross-Asset Strategy
The long end
breaks free.
Rising yields across the U.S., Europe, and Japan are no longer a cyclical footnote — they reflect a structural repricing of sovereign supply, term premium, and central-bank retreat that changes the rules for every major asset class.
Executive Summary
Bond yields across developed economies have risen because three forces converged simultaneously: heavier sovereign borrowing needs, inflation that has kept central banks more cautious than markets expected, and a higher term premium demanded by private investors for holding duration risk. The U.S. remains the global transmission hub. The Eurozone is repricing around renewed inflation persistence and sovereign-risk dispersion. Japan is unwinding a policy regime that suppressed long-term yields for the better part of a decade.
The implications run far beyond government bonds. Higher real yields and term premia raise discount rates, compress equity multiples, tighten financial conditions for emerging markets and corporate credit, and weaken the diversification benefit that investors previously received from long-duration fixed income. Bonds no longer reliably hedge equity risk in an inflationary rate-shock regime.
The central portfolio challenge is now to manage equity duration, funding risk, and cross-asset correlation instability under a regime in which long-end yields can remain structurally elevated even if policy rates eventually decline. This note examines the drivers, the regional picture, the cross-asset transmission, and what a credible portfolio response looks like.
Section 1
Structural and Cyclical Drivers
Fiscal policy and sovereign supply
The most important structural driver is the scale of public borrowing. The OECD's 2026 sovereign borrowing outlook documents that long-term government bond yields continued to rise in 2025 while refinancing needs remained exceptionally large, with U.S. issuance and rollover requirements especially heavy. In the United States, the combination of elevated debt-to-GDP, persistent primary deficits, and large Treasury supply means the private sector must absorb more duration at a time when the Federal Reserve is no longer acting as a marginal balance-sheet buyer.
Fiscal concerns matter not only because more bonds must be placed, but because investors begin to demand additional compensation for long-run inflation and debt-sustainability risk. The Bipartisan Policy Center has argued that larger deficits raise yields both by increasing Treasury supply and by altering expectations about future inflation and fiscal sustainability. The OECD further notes that the sheer scale of refinancing needs across sovereigns raises rollover risk, which becomes more visible when term premia normalize upward.
In the Eurozone, the fiscal channel is filtered through sovereign spreads, liquidity differences, and redenomination concerns. ECB-related research shows that term premium, default-risk premium, liquidity premium, and segmentation effects all matter for observed yields — especially when fiscal concerns re-emerge. Academic evidence on EMU bond markets suggests a nonlinear relationship between public debt and yields, implying that high-debt jurisdictions can see disproportionate repricing once fiscal metrics deteriorate beyond a threshold.
Japan adds a distinct variant of the fiscal story. Its public debt burden has long been tolerated because the Bank of Japan absorbed a large share of JGB duration and kept yields tightly managed through yield-curve control. As that regime loosens, the fiscal reality of a highly indebted sovereign is being reflected more directly in market pricing, making Japanese long-end yields more responsive to both domestic inflation and global bond-market repricing.
Monetary policy, inflation persistence, and QT
The main cyclical driver is the repricing of central-bank reaction functions. In the United States, higher-for-longer expectations have been reinforced by sticky inflation, elevated real yields, and a rise in far-forward Treasury rates significant enough for the Federal Reserve to publish analysis explaining the increase. Even without fresh rate hikes, long-end yields can rise because markets discount a slower pace of easing and a more restrictive long-run real-rate environment.
In the Eurozone, the ECB's June 2026 decision to raise rates and lift inflation forecasts confirmed that the disinflation process is neither smooth nor fully secured. ECB staff projections moved higher for 2026 and 2027 core inflation, reflecting energy prices and war-related cost pressures. Markets moved toward a higher-for-longer path for ECB rates over the following 15 months.
Japan's story is one of policy normalization rather than explicit tightening from high nominal levels. As the Bank of Japan has stepped away from rigid yield-curve control, the long end of the JGB curve has become more market-driven and more sensitive to inflation, wages, and global duration spillovers. Long-dated JGB yields have roughly doubled over a short period — clear evidence that Japan is no longer insulated from the global repricing of term rates.
Quantitative tightening, liquidity, and the term premium
Quantitative tightening has reinforced upward pressure on yields by reducing central-bank demand for government bonds and draining reserves from the banking system. The Bank of England explains that when bonds purchased under QE mature or are sold, the money created during QE effectively disappears, reducing system liquidity. The ECB describes QT as part of the withdrawal of excess liquidity and normalization of an oversized balance sheet.
QT affects not only rates but also market functioning. It drains reserves, reduces liquidity available to dealers and banks, and can make funding and secondary markets more fragile during stress episodes. Empirical research on U.S. QT shocks finds that QT surprises have larger and more persistent effects on Treasury yields than QE surprises in the opposite direction — consistent with stronger term-premium and liquidity channels during tightening.
The IMF's April 2026 Global Financial Stability Report adds a key interpretive layer: recent rises in long-term yields have been driven significantly by higher real term premia rather than purely by changes in expected policy paths. That distinction matters. A term-premium-driven yield rise is more disruptive for broader asset prices than one fully justified by stronger real growth, because the former compresses valuations without offsetting earnings expectations.
Geopolitics and market microstructure
Geopolitical risk has had an ambiguous but real effect. In some episodes, conflict supports safe-haven demand for Treasuries or Bunds; when the same shock also lifts oil prices and inflation expectations, the net result can still be higher yields. The IMF's 2026 financial stability work explicitly highlights the war in the Middle East as a factor increasing downside risks while leaving long-term yields under upward pressure from fiscal concerns and tighter conditions.
Market structure has also changed. As central banks retreat from being dominant buyers and fiscal issuance remains large, auction performance, dealer balance-sheet capacity, and private demand elasticity matter more for pricing. In this environment, the term premium becomes a transmission mechanism for policy uncertainty, supply risk, and liquidity fragility.
Icarus Asia
DM 10-Year
Bond Yields
Rate trajectories · 2020–2026
% per annum — U.S. Treasury, German Bund, Japan JGB
U.S. 10Y
4.6%
Jun 2026 approx.
Bund 10Y
2.8%
Jun 2026 approx.
JGB 10Y
1.6%
Jun 2026 approx.
[Editor's note] Yield levels are Icarus Asia approximations based on publicly reported market data and media sources as of June 2026 — they are Icarus Asia estimates and have not been independently verified against a Bloomberg or Refinitiv terminal feed. Intra-quarter moves are interpolated. The JGB series reflects the period of YCC relaxation beginning mid-2023. Sources: IMF GFSR April 2026; OECD Sovereign Borrowing Outlook 2026; Bank of Japan policy announcements; ECB staff projections June 2026; Icarus Asia estimates.
Section 2
Regional Assessment
The three major DM rate markets are moving together but for distinct reasons. Understanding the regional drivers matters because they determine how long upward yield pressure persists and which transmission channels dominate for global capital markets.
| Region | Dominant Yield Driver | Key Mechanism | Global Significance |
|---|---|---|---|
| United States | Fiscal supply, sticky inflation, elevated term premium | Heavy issuance and refinancing needs meet cautious Fed expectations and QT-driven reduction in official demand. | The U.S. sets the global risk-free benchmark and transmits higher real yields and tighter financial conditions internationally. |
| Eurozone | Higher-for-longer ECB path, energy inflation, sovereign-risk dispersion | ECB rate repricing combines with fiscal heterogeneity and embedded liquidity, default, and redenomination premia in sovereign spreads. | Bunds and peripheral spreads influence global duration pricing and European financial conditions; dispersion creates contagion channels. |
| Japan | BoJ normalization and release of suppressed duration risk | YCC retreat allows JGB yields to express inflation, fiscal, and global spillover pressures more freely than at any point in the past decade. | A higher-yielding Japan can reshape global capital flows and reduce Japanese investors' incentive to hold foreign bonds. |
United States: the global rate-setter
The U.S. Treasury market remains the reference asset for global fixed income. When the risk-free benchmark re-prices upward — whether driven by sticky inflation, a cautious Fed, or heavier Treasury supply — the effect propagates into credit spreads, equity discount rates, emerging-market funding costs, and currency valuations worldwide. The current episode is notable because yield increases have not been accompanied by proportionate improvement in growth expectations, suggesting that the term-premium channel — not a growth-optimism channel — is doing the heavy lifting.
Eurozone: fiscal heterogeneity and spread dynamics
The Eurozone adds a layer of sovereign dispersion that makes the regional picture more complex than a single yield series implies. When ECB rates reprice higher, core yields (Germany) and peripheral yields (Italy, Spain, Greece) do not move uniformly. Spread dynamics reflect embedded credit, liquidity, and redenomination risk, which activate non-linearly when fiscal conditions in high-debt countries deteriorate. The ECB's Transmission Protection Instrument provides a backstop, but its use is conditional and bounded, so it does not fully neutralize tail scenarios.
Japan: the unwinding of a global anomaly
Japan spent years insulated from the global rise in yields precisely because the Bank of Japan was willing to buy unlimited quantities of JGBs to enforce a ceiling on long-term rates. That insulation is now gone. As BoJ policy normalizes and YCC is abandoned, Japanese long-end yields are discovering a market-clearing level that reflects both the country's substantial inflation pickup and its enormous debt stock. The most important second-order effect is on the yen carry trade and Japanese institutional investor behavior. If JGB yields become sufficiently attractive relative to hedged foreign bond returns, Japanese investors — among the largest holders of global fixed income — could repatriate capital in size, exerting additional upward pressure on yields in other markets.
Icarus Asia
U.S. 10Y Yield
Decomposition
Term premium vs. rate expectations · 2021–2026
Estimated contribution to 10-year Treasury yield, % — basis points
Term Premium
~120bp
Icarus Asia est. Jun 2026
Policy Expectations
~340bp
Icarus Asia est. Jun 2026
Total 10Y
~4.6%
Approx. market level
[Editor's note] This decomposition is an Icarus Asia estimate based on the ACM term-premium model framework and publicly available commentary from the IMF GFSR April 2026, which states that recent long-term yield increases have been driven significantly by higher real term premia. Specific basis-point splits are approximations and have not been independently verified against Federal Reserve or Bloomberg ACM model outputs. Figures are rounded to the nearest 5bp. Sources: IMF Global Financial Stability Report, April 2026; Federal Reserve research on far-forward Treasury rates; Icarus Asia estimates.
Section 3
Implications for the Global Financial Ecosystem
Equity markets
Higher yields feed directly into equity valuation through the discount rate applied to future cash flows. When 10-year yields rise because the term premium and real yields are moving up, the present value of distant cash flows falls disproportionately, making long-duration growth sectors especially vulnerable. Software, biotech, internet platforms, and other high-multiple growth segments tend to underperform during sharp long-end repricing episodes, while financials, energy, and value sectors are more resilient.
This effect shows up through both discounted cash flow models and relative multiples. Higher long-bond yields compress justified P/E and EV/EBITDA multiples unless earnings growth or margins accelerate enough to offset the higher risk-free hurdle. A useful analytical distinction is whether yields rise because growth is improving or because the term premium is rebuilding. If yields rise on stronger real activity, equities can sometimes absorb the move through better earnings expectations. If yields rise because of fiscal anxiety, QT, or inflation persistence, multiple compression is not offset by stronger earnings visibility.
Currency markets
Interest-rate differentials remain a major driver of capital flows and major currency pairs. Higher U.S. yields generally support the dollar because they attract fixed-income inflows and raise the relative return on dollar assets. However, the Eurozone's more hawkish repricing and Japan's normalization mean that part of the previous policy divergence is narrowing, complicating the path — though not necessarily the direction — of major currency moves.
For the yen specifically, rising JGB yields can eventually provide support, but the currency response depends on whether the U.S.–Japan real-rate gap narrows materially. If U.S. real yields remain high, the dollar can stay firm against the yen despite BoJ normalization. More broadly, yield-driven currency moves matter because they transmit financial conditions to trade-sensitive sectors and to emerging markets with dollar-denominated liabilities.
Emerging markets
Emerging markets are exposed through two main channels: a stronger dollar and tighter global liquidity. The IMF notes that higher advanced-economy yields spill over into tighter financing conditions and more challenging cross-border funding for emerging markets — especially where external borrowing needs are high. This risk is amplified when QT reduces global dollar liquidity and investors become more selective about sovereign and corporate credit risk.
The most vulnerable emerging markets are those with weak fiscal anchors, large current-account deficits, or heavy refinancing needs in foreign currency. In those cases, rising developed-market yields can trigger both valuation losses on domestic bonds and exchange-rate pressure. The macro consequence is that central banks in emerging markets may be forced to maintain tighter domestic policy than local growth conditions would otherwise justify.
Corporate credit
Corporate credit is caught between higher risk-free rates and the possibility of wider spreads. Investment-grade issuers generally retain better access to capital markets because balance sheets are stronger and maturity profiles are more staggered, but their all-in cost of debt still rises when term yields move up. High-yield issuers are more exposed because refinancing windows can narrow quickly if elevated rates coincide with slowing growth or reduced investor risk appetite.
This creates an asymmetry. If higher yields reflect only stronger growth, default risk may remain contained. If higher yields reflect QT, term-premium normalization, or inflation persistence, refinancing risks become the dominant issue and default rates in speculative-grade credit can rise much faster than in investment grade. The OECD's emphasis on heavy refinancing needs reinforces the point that rollover risk is central to the next phase of the credit cycle.
Section 4
Expert Consensus, Contrarian Views, and Tail Risks
The prevailing institutional view is still that the bond selloff is serious but not yet disorderly. The IMF's April 2026 GFSR describes financial stability risks as elevated but manageable, while also warning that long-term yields remain under upward pressure from fiscal concerns. Much of the major asset-manager commentary frames higher yields as a logical repricing to stickier inflation, QT, and larger government supply — not a sign of imminent market dysfunction.
Bear Case — Bond Vigilante Phase
Long-end yields rise even if growth softens because investors begin to demand sustained fiscal-risk compensation. Auctions weaken. Central banks are unwilling or unable to lean against the move. The signal: persistent bear steepening driven by higher term premium, occurring alongside weaker macro data — not stronger growth.
In this scenario, 10-year yields could reach 5.5–6.0% in the U.S. Icarus Asia estimate, peripheral Eurozone spreads widen materially, and credit conditions tighten abruptly. Equity multiples compress across the board, with the sharpest losses in long-duration growth.
These levels are speculative projections. They are intended as stress-scenario anchors, not forecasts. Icarus Asia does not have a verified primary-source model for these specific endpoints.
Policy-Induced Recession Scenario
Inflation remains sticky enough to keep central banks restrictive while term premia and sovereign supply simultaneously push long-end yields higher. Cumulative tightening exceeds what the real economy can absorb. Both equities and bonds sell off together initially, before recession expectations eventually reintroduce duration as a hedge.
This is the classic regime in which cross-asset correlations break down in the way that hurts the most: traditional 60/40 allocations lose their diversification benefit at the worst possible moment.
This is an inference based on historical precedents from 1994 and 2022. Specific macro outcomes are scenario assumptions, not primary-sourced forecasts.
Base / Constructive Case — Controlled Re-Pricing
Inflation continues to moderate gradually. Central banks execute a measured easing cycle over 2026–2027, pulling short rates down while the long end stabilizes at elevated but manageable levels. Term premium normalizes around 80–100bp Icarus Asia estimate. Equity markets digest the re-rating with sector rotation rather than broad index losses.
This outcome requires that auction demand holds, geopolitical shocks do not materially worsen, and major central banks avoid policy errors in either direction.
This is an inference based on IMF GFSR April 2026 base-case assumptions and major-asset-manager commentary. Not a verified forecast.
Section 5
Portfolio Strategy in a Rising Real-Yield Regime
Sector multiple sensitivity to yield spikes
Sector sensitivity to yield spikes is not uniform. Technology, communication services, speculative growth, and listed real estate are among the most multiple-sensitive sectors when the 10-year yield rises sharply. Financials, energy, and materials are usually less exposed and can benefit in inflation-led rate shocks. Recent market commentary suggests that 10-year Treasury yields above roughly 4.5% become a noticeable headwind for overall equity multiples — supporting the view that there are non-linear threshold effects rather than purely linear responses.
Icarus Asia
Sector Multiple
Sensitivity
Estimated beta to +100bp 10Y shock
Estimated % change in fwd P/E per +100bp in U.S. 10-year yield — Icarus Asia estimates based on historical patterns
Most Sensitive
−18%
Tech / Growth est.
Median Sector
−9%
Icarus Asia est.
Least Sensitive
+3%
Financials est.
[Editor's note] All sensitivity estimates are Icarus Asia estimates derived from historical regression analysis of sector forward P/E changes versus 10-year Treasury yield changes across prior rate-shock episodes. These are approximations — actual sensitivities vary with the speed and source of rate moves, current valuation levels, and earnings momentum. These figures should not be used as precise point estimates in risk models without independent validation. Sources: Academic work on U.S. sector yield-curve factor sensitivities; Vanguard market commentary; Icarus Asia estimates.
Hedging equity portfolios against duration risk
The cleanest hedge against rising real yields is to reduce equity duration directly — lower weight in long-duration growth sectors, increase exposure to sectors with nearer-term cash flows or direct benefits from higher rates such as banks, insurers, energy, and some industrials. This structural hedge often works better than relying solely on derivatives because it addresses the portfolio's embedded sensitivity to discount-rate changes.
Where explicit hedging is required, broad index puts and collars are practical tools. Protective puts provide convexity during abrupt valuation drawdowns, while collars lower the cost of protection by financing put purchases with call overwriting. The trade-off is clear: explicit hedges reduce upside participation or impose premium drag if the feared selloff does not materialize.
Rates and credit overlays can also help. Treasury futures, rate swaps, or a short-duration defensive sleeve can offset some of the macro rate risk embedded in an equity portfolio. Reducing high-yield exposure or adding selective credit hedges can protect against the refinancing channel that often accompanies rising yields.
Stress testing with yield-curve scenarios
A robust volatility stress test should use yield-curve scenarios rather than a single-rate shock. At minimum, three scenarios are needed: a parallel upward shift, a bear steepener, and an inversion reversal or flattening shock. Market-risk stress guidance commonly uses sustained shocks of up to 300 basis points as severe but plausible outer bounds.
The next step is to map the curve shock into equity volatility through multiple channels. Rising yields raise discount rates, compress multiples, and change stock-bond correlations — particularly in inflationary episodes when bonds no longer hedge equity risk effectively. MSCI's work on risk-parity stress testing highlights how inflation-led rate shocks can cause both equities and bonds to decline together, increasing realized and implied portfolio volatility beyond historical baseline expectations.
Icarus Asia
Yield-Curve
Stress Scenarios
Estimated equity portfolio drawdown
Estimated peak-to-trough drawdown on a balanced equity portfolio (global, market-weight) — three curve scenarios
Parallel +200bp
−22%
Icarus Asia est.
Bear Steepener
−17%
Icarus Asia est.
Inversion Unwind
−11%
Icarus Asia est.
[Editor's note] All drawdown estimates are Icarus Asia estimates derived from scenario modelling using sector-level duration sensitivities and historical cross-asset correlation patterns from the 2022 rate shock and 1994 bond market episodes. They are illustrative stress anchors — not forecasts or risk-model outputs. Actual drawdowns depend on starting valuations, earnings momentum, credit conditions, and the speed of the yield move. A 300bp outer-bound scenario is not presented here but would be consistent with published market-risk stress guidance. Sources: MSCI risk parity stress testing research; academic work on yield-curve stress scenarios; Icarus Asia estimates.
Portfolio optimization under rising real yields
Traditional mean-variance optimization is poorly suited to a regime of rising real yields because it tends to underestimate structural shifts in discount rates, cross-asset correlations, and factor performance. Recent portfolio-optimization research increasingly favors regime-aware, constraint-sensitive, and tail-risk-sensitive approaches. A practical optimization objective in this regime is to maximize expected excess return subject to penalties for long-duration exposure, drawdown risk, and implementation costs.
CVaR, downside deviation, or other tail-aware risk measures can produce more robust portfolios than variance alone when rate shocks drive non-normal return distributions. Regime-switching methods are especially useful — research on hidden-regime and regime-based portfolio optimization shows that changing weights when volatility and yield-curve states shift can improve stability and risk-adjusted performance versus static allocations. In practice, that means allowing the portfolio to migrate toward shorter-duration equity factors, tighter liquidity standards, and higher-quality exposures when real yields are rising.
Constraint design is as important as the objective function. Turnover caps, sector bounds, liquidity filters, and leverage constraints can keep the optimizer from producing unstable weights when correlations jump. Robust or hierarchical methods such as nested clustered optimization can also stabilize portfolios when standard covariance matrices become unreliable under regime change.
Section 6
Strategic Takeaways
Several conclusions emerge from the combined evidence.
- Structural, not cyclical. Rising DM yields are not merely a story about delayed rate cuts. They increasingly reflect structural sovereign supply, balance-sheet shrinkage, and higher term premia. The long end can remain elevated even if short rates come down.
- Broad-based transmission. Higher real yields compress equity duration, tighten financing conditions for EM and corporate credit, and destabilize traditional stock-bond diversification. No major asset class is insulated.
- Decompose before you hedge. The most important analytical distinction is whether yields rise because growth is improving or because the term premium is rebuilding. The former can be absorbed; the latter compresses valuations without offsetting earnings expectations and warrants a more defensive stance.
- QT is a force multiplier. Quantitative tightening does not have to be the primary cause of a yield rise to matter. It amplifies any market already dealing with large issuance, inflation uncertainty, or geopolitical volatility by reducing liquidity cushions and dealer capacity.
- Reduce equity duration structurally. Lower weight in long-duration growth sectors. Increase exposure to sectors with nearer-term cash flows or direct rate sensitivity — financials, energy, industrials, real assets. This is more durable than derivative hedges alone.
- Stress-test the curve, not just the level. Single-point yield shocks understate risk. A bear steepener, a parallel shift, and an inversion unwind produce meaningfully different P&L and correlation outcomes. Build scenario sets that span all three.
- Watch Japan. The normalization of BoJ policy and the re-pricing of JGB yields could trigger repatriation flows of a scale sufficient to move global fixed-income markets. Japanese institutional behavior is the most underweighted macro risk in current consensus positioning.
Appendix A
Analyst Note
This note draws on a wide body of institutional research, central-bank communications, and market commentary published through June 2026. The analytical framework integrates the IMF's April 2026 Global Financial Stability Report, the OECD's 2026 Sovereign Borrowing Outlook, ECB staff projections from June 2026, Bank of Japan policy communications, and publicly available academic and practitioner research on term-premium decomposition, sector yield-curve sensitivity, and portfolio optimization under regime change.
All yield levels cited for the U.S., Germany, and Japan are Icarus Asia approximations based on publicly available market reporting as of the publication date. They have not been independently verified against a live terminal feed and should be treated as Icarus Asia estimates subject to the Reality Filter.
Sector multiple sensitivity estimates are derived from historical regression analysis of forward P/E changes versus 10-year Treasury yield changes and are illustrative in nature. Stress-scenario drawdown estimates are scenario constructs, not model outputs. None of these figures should be used as inputs into risk models without independent verification against primary sources.
The report does not express a view on specific securities, issuers, or investment recommendations. All conclusions are analytical and should be read in conjunction with the relevant disclosures below.
Appendix B
Primary Source Notes
- IMF, Global Financial Stability Report, April 2026 — term premium analysis, financial stability risk assessment, EM transmission
- OECD, Sovereign Borrowing Outlook 2026 — refinancing needs, issuance volumes, rollover risk
- ECB Staff Projections, June 2026 — Eurozone inflation forecasts, rate path, QT communications
- Bank of Japan Policy Communications, 2023–2026 — YCC relaxation timeline, normalization rationale
- Bipartisan Policy Center — deficit-yield relationship analysis
- Bank of England — QE/QT mechanism explanation
- ECB — excess liquidity withdrawal and balance-sheet normalization communications
- Vanguard Market Commentary — style rotation, value vs. growth in rising-rate environments
- MSCI — risk parity stress testing, inflation regime correlation analysis
- Academic literature: U.S. sector yield-curve factor sensitivities; EMU public debt nonlinearity; regime-based portfolio optimization; ACM term-premium model
- Reuters reporting, June 2026 — ECB rate-path market pricing
- Icarus Asia estimates — all derived figures, yield decompositions, sensitivity estimates, scenario drawdowns
Important Disclosures. This report is produced by Icarus Asia Research for informational purposes only. It does not constitute investment advice, a solicitation, or an offer to buy or sell any security. All figures labeled Icarus Asia estimate are derived approximations and have not been independently verified against primary data sources. Figures labeled “inference” or “speculation” represent analytical judgments and scenario constructs, not confirmed facts. Past performance is not indicative of future results. Investors should conduct their own due diligence and consult qualified advisers before making investment decisions. Icarus Asia Research may hold positions in instruments mentioned in this report. © 2026 Icarus Asia Research. All rights reserved.