Sovereign Default Probability Stack
Six-factor early-warning framework for emerging-market sovereign credit, calibrated to the post-Common Framework dataset.
Problem solved
Investors and policy lenders need a probability-of-default estimate that decomposes into actionable factors: external buffers, debt service profile, fiscal anchor, banking sector contingent liability, political durability, market access. Standard sovereign ratings are slow and binary; CDS is volatile and thin in many EM names. SDPS produces a 12-month and 36-month default probability with a named factor decomposition and a peer-distance view.
Inputs
- IMF Article IV consultation reports and program reviews
- Central bank reserve adequacy versus IMF ARA metric (gross reserves, short-term external debt, broad money, imports)
- Debt stock and amortization schedule (IMF WEO, World Bank IDS, BIS, Refinitiv, Bloomberg)
- Fiscal balance and primary surplus path (IMF Fiscal Monitor, country-MoF data)
- Banking sector NPL and capitalization (FSAP, central bank financial stability reports, ECB SSM where applicable)
- Political tenure and constitutional constraint data (V-Dem, Polity5, executive-tenure dataset)
- Sovereign CDS and EMBI Global spreads (J.P. Morgan EMBI, Bloomberg)
- Recent program participation history (IMF program archive, Paris Club minutes, Common Framework status)
Outputs
- 12-month default probability
- 36-month default probability
- Factor decomposition table (six factors, contribution to probability)
- Distance-to-default to nearest peer with peer cluster identification
- Scenario probability under three external shocks (oil price, FX shock, global rates)
- Common Framework feasibility view if default occurs (creditor mix, China bilateral share)
- Replication package with named source links and rebuild scripts
Method
- Step 1. Pull each of the six factors: external buffers, debt service, fiscal anchor, banking sector, political durability, market access.
- Step 2. Standardize each factor to z-scores against the post-Common Framework EM panel (post-2020).
- Step 3. Apply factor weights calibrated by logistic regression against 2010 to 2025 default and pre-emptive-restructuring events.
- Step 4. Compute 12-month and 36-month default probabilities from the logistic output.
- Step 5. Run sensitivity to three external shocks (oil 30 percent move, FX 20 percent depreciation, US rates 100 bps move).
- Step 6. Output peer comparison: nearest peer by Mahalanobis distance, peer-cluster average probability.
- Step 7. Run Common Framework feasibility check: creditor-mix split (multilateral, bilateral, commercial), China bilateral share, holdout litigation exposure.
- Step 8. Output replication package with named citations and rebuild scripts.
Assumptions
- Logistic calibration uses 35-plus EM episodes from 2010 to 2025 (hard defaults plus pre-emptive restructurings).
- Reserve adequacy follows IMF ARA composite; users can re-run at gross reserves only.
- Banking sector NPLs are reported at face value; FSAP-flagged underreporting is noted but not adjudicated.
- Political tenure proxies use executive-tenure dataset and V-Dem; users can substitute country-specific tenure data.
- Common Framework participation outcomes are scenario-based, not predicted.
Limitations
- Pre-emptive vs. hard default distinction is structural, not modeled in the base probability.
- China bilateral debt position is partial in many EM names; the framework uses Horn-Reinhart-Trebesch and AidData estimates with explicit confidence ranges.
- Political tenure proxies are imperfect for personalist regimes and for parliamentary systems with frequent reshuffles.
- EMBI and CDS data is thin for the smallest EM names; the framework reports a wider band when market data is sparse.
- Three-shock scenario set is illustrative, not exhaustive; users can substitute country-specific shock vectors.
Example application
Applied to the Pakistan, Egypt, Argentina cluster 2026: Pakistan scores highest 12-month probability under base case (binding external buffers, thin reserve adequacy, political durability flagged), Egypt scores second (debt service profile dominates, fiscal anchor improving post-program), and Argentina scores lowest 12-month but highest 36-month (Milei stabilization is the swing variable). The peer-distance view places Pakistan nearest to Sri Lanka pre-2022 by Mahalanobis distance, with the Common Framework feasibility check turning on China bilateral participation. See Pakistan in 2026: IMF program economics under fiscal stress.
Where the method has been applied.
Pakistan in 2026: IMF Program Economics Under Fiscal Stress
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Ghana exits 2025 with a halved cocoa crop, a restructured Eurobond stack, and a new Mahama administration. The 2026 question is whether disinflation, gold recei...
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Read brief → 2026-04-26Mozambique 2026: Frelimo's contested mandate, the Cabo Delgado stabilization, and the LNG restart
Daniel Chapo's Frelimo continuity rests on a CNE result the streets do not believe, a March 2025 reconciliation with Venancio Mondlane, a Rwandan force holding ...
Read brief → 2026-04-26Egypt at the Anchor: IMF EFF Year Two, the Ras El Hekma Cushion, and the Suez and Military Economy Reset
The March 6, 2024 IMF program expansion to USD 8 billion and the USD 35 billion Ras El Hekma sale to ADQ rebuilt Egypt's external buffer and broke the FX peg, b...
Read brief → 2026-04-26China LGFV Debt Resolution: The CNY 12 Trillion Swap, Property Overhang, and the 2026 Counter-Cyclical Test
On November 8, 2024 the National People's Congress Standing Committee endorsed a CNY 12 trillion frame to absorb local government hidden debt. Property investme...
Read brief → 2026-04-26Africa's 2026 Sovereign Restructuring Cycle: Common Framework Outcomes, China Bilateral Geometry, and IMF Program Design
Six African sovereigns defaulted between 2020 and 2024. Zambia, Ghana, Chad, and Ethiopia have now closed Eurobond and bilateral deals. The pipeline runs throug...
Read brief → 2026-04-26Argentina IMF Year Two: Reserve Build, Cepo Sequencing, and the 2026 Stabilization Bet
The April 11, 2025 USD 20 billion Extended Fund Facility reset Argentina's external anchor. Monthly inflation is near 2 percent, the primary surplus holds, and ...
Read brief → 2026-04-26Pakistan 2026: The Sharif Coalition, the Military, and the Political Economy of Stabilization
The PML-N led coalition has bought macro calm through an IMF anchor, a curated judiciary, and a deepening security partnership with the army, but the political ...
Read brief → 2026-04-26Cuba 2026: Currency Collapse, Blackouts, and the Demographic Drain
Five years after Tarea Ordenamiento, Cuba runs a parallel rate near 380 CUP per dollar against an official 24, 750,000 Cubans have walked into the United States...
Read brief → 2026-04-26Argentina at Year Two: The Milei Stabilization After the IMF Pivot and the 2025 Midterm
Twenty-eight months in, the Milei program has produced a primary surplus, single-digit monthly inflation, a lifted FX cepo with reserves near 23 billion dollars...
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