Last Updated: August 20, 2026
Next Update: Q3 2026 (Expected October 2026)
Total Banks Scored: 4,296
Overview
This analysis identifies U.S. FDIC-insured commercial banks and savings institutions with elevated failure risk. Rankings are based on ensemble machine learning models trained on historical bank failures and quarterly financial data from 2006-2025. Each bank receives a Bank Score that is a weighted average of two failure probabilities: near-term (1-quarter ahead) and medium-term (4-quarters ahead). Lower scores indicate higher failure risk.
Risk Distribution Summary
| Risk Category | Score Range | Count | % of Total | Cumulative |
|---|---|---|---|---|
| Extreme Risk | 0–20 | 4 | 0.09% | 4 (0.09%) |
| Very High Risk | 20–40 | 5 | 0.12% | 9 (0.21%) |
| High Risk | 40–60 | 9 | 0.21% | 18 (0.42%) |
| Elevated Risk | 60–80 | 26 | 0.61% | 44 (1.02%) |
| Moderate Risk | 80–90 | 76 | 1.77% | 120 (2.79%) |
⚙️ Methodology
Our failure prediction framework employs Gradient Boosting (1Q horizon) and Random Forest (4Q horizon) models, selected for their superior performance in handling the extreme class imbalance inherent in bank failure prediction (Cole & White, 2012; Jarrow & van Deventer, 2005). The models achieve test-set AUC scores of 0.797 (1Q) and 0.818 (4Q), indicating strong discriminatory power.
Key predictive features include traditional CAMELS framework ratios—capital adequacy, asset quality, management efficiency, earnings, liquidity, and sensitivity to market risk—supplemented by Cole & White's (2012) growth deviation measures that capture abnormal expansion patterns associated with heightened risk-taking. Recent research by Correia, Luck & Verner (2026) confirms that bank failures across 160 years of U.S. history are highly predictable using simple accounting metrics, with deteriorating fundamentals representing the primary cause of failure.
Cole, R. A., & White, L. J. (2012). Déjà vu all over again: The causes of U.S. commercial bank failures this time around. Journal of Financial Services Research, 42(1), 5–29.
Correia, S., Luck, S., & Verner, E. (2026). Failing banks. Journal of Finance, forthcoming.
Jarrow, R. A., & van Deventer, D. R. (2005). Estimating default correlations using a reduced-form model. Risk, 18(8), 73–77.
At-Risk Banks - Q2 2026
Showing all 120 banks with Bank Score below 90. Banks are ranked by Bank Score (lowest = highest risk).
| Rank | Bank Name | State | Risk Category | Score |
|---|---|---|---|---|
| 1 | LAMONT BANK OF ST. JOHN | WA | Extreme Risk | 0.9 |
| 2 | TIOGA-FRANKLIN SAVINGS BANK | PA | Extreme Risk | 3.7 |
| 3 | SUMMIT NATIONAL BANK | WY | Extreme Risk | 5.1 |
| 4 | CONNECT COMMUNITY BANK | WA | Extreme Risk | 12.2 |
| 5 | MAUCH CHUNK TRUST COMPANY | PA | Very High Risk | 26.1 |
| 6 | UNION COUNTY SAVINGS BANK | NJ | Very High Risk | 30.7 |
| 7 | FIRST STATE BANK OF RANDOLPH COUNTY | GA | Very High Risk | 31.5 |
| 8 | NANO BANC | CA | Very High Risk | 35.3 |
| 9 | COLUMBIA SAVINGS AND LOAN ASSOCIATION | WI | Very High Risk | 38.5 |
| 10 | OLD GLORY BANK | OK | High Risk | 41.2 |
| 11 | TRUSTTEXAS BANK, S.S.B. | TX | High Risk | 51.2 |
| 12 | ANCHORAGE DIGITAL BANK NATIONAL ASSOCIATION | SD | High Risk | 51.6 |
| 13 | PBT BANCORP | KY | High Risk | 52.3 |
| 14 | ADIRONDACK BANK | NY | High Risk | 53.9 |
| 15 | TALBOT STATE BANK | GA | High Risk | 56.1 |
| 16 | FARMERS AND MECHANICS FEDERAL SAVINGS BANK | IN | High Risk | 56.1 |
| 17 | BANK47 | AL | High Risk | 56.3 |
| 18 | FIRST NATIONAL BANK AND TRUST COMPANY | IL | High Risk | 56.8 |
| 19 | DRAKE BANK | MN | Elevated Risk | 64.7 |
| 20 | PROGROWTH BANK | MN | Elevated Risk | 64.8 |
| 21 | NEWTEK BANK, NATIONAL ASSOCIATION | FL | Elevated Risk | 66.3 |
| 22 | STERLING FEDERAL BANK, FEDERAL SAVINGS BANK | IL | Elevated Risk | 66.4 |
| 23 | FIRST NATIONAL BANK OF LAKE JACKSON | TX | Elevated Risk | 69.4 |
| 24 | EAST WISCONSIN SAVINGS BANK | WI | Elevated Risk | 69.8 |
| 25 | BAYFIRST NATIONAL BANK | FL | Elevated Risk | 70.0 |
| 26 | ANAHUAC NATIONAL BANK | TX | Elevated Risk | 72.4 |
| 27 | SOUTHPOINT BANK | AL | Elevated Risk | 72.5 |
| 28 | GRAND RIVERS COMMUNITY BANK | IL | Elevated Risk | 73.0 |
| 29 | 42 NORTH PRIVATE BANK | MA | Elevated Risk | 73.3 |
| 30 | ONE AMERICAN BANK | SD | Elevated Risk | 73.8 |
| 31 | DEVON BANK | IL | Elevated Risk | 74.0 |
| 32 | FARMERS STATE BANK | IL | Elevated Risk | 74.5 |
| 33 | VARO BANK, NATIONAL ASSOCIATION | UT | Elevated Risk | 74.9 |
| 34 | EASTERN NATIONAL BANK | FL | Elevated Risk | 75.9 |
| 35 | FIELDPOINT PRIVATE BANK & TRUST | CT | Elevated Risk | 76.2 |
| 36 | FIRST FINANCIAL BANK | AL | Elevated Risk | 77.2 |
| 37 | UNION BANKING COMPANY, THE | OH | Elevated Risk | 77.6 |
| 38 | YOUNG AMERICANS BANK | CO | Elevated Risk | 77.7 |
| 39 | BANK OF VICI | OK | Elevated Risk | 78.3 |
| 40 | TRI-VALLEY BANK | IA | Elevated Risk | 79.0 |
| 41 | BANK OF GLEN BURNIE, THE | MD | Elevated Risk | 79.1 |
| 42 | SQUARE FINANCIAL SERVICES, INC. | UT | Elevated Risk | 79.2 |
| 43 | FIRST STATE BANK OF FOUNTAIN, THE | MN | Elevated Risk | 79.6 |
| 44 | CHAIN BRIDGE BANK, NATIONAL ASSOCIATION | VA | Elevated Risk | 80.0 |
| 45 | SMBC MANUBANK | CA | Moderate Risk | 80.3 |
| 46 | FM BANK AND TRUST | AR | Moderate Risk | 80.4 |
| 47 | HADDON SAVINGS BANK | NJ | Moderate Risk | 80.8 |
| 48 | BANK OF LITTLE ROCK | AR | Moderate Risk | 81.6 |
| 49 | STRIDE BANK, NATIONAL ASSOCIATION | OK | Moderate Risk | 81.7 |
| 50 | NEIGHBORS BANK | MO | Moderate Risk | 81.7 |
| 51 | USAA FEDERAL SAVINGS BANK | AZ | Moderate Risk | 82.1 |
| 52 | FIRST STATE BANK OF RED WING, THE | MN | Moderate Risk | 82.2 |
| 53 | PHENIX-GIRARD BANK | AL | Moderate Risk | 82.4 |
| 54 | COMMERCEONE BANK | AL | Moderate Risk | 82.6 |
| 55 | TRANSPECOS BANKS, SSB | TX | Moderate Risk | 82.6 |
| 56 | FIRST SOUTHERN BANK | AL | Moderate Risk | 82.6 |
| 57 | MIDLAND FEDERAL SAVINGS AND LOAN ASSOCIATION | IL | Moderate Risk | 82.9 |
| 58 | BANK OF CADIZ AND TRUST COMPANY | KY | Moderate Risk | 83.0 |
| 59 | STREATOR HOME SAVINGS BANK | IL | Moderate Risk | 83.4 |
| 60 | TWIN CEDARS BANK | IA | Moderate Risk | 83.6 |
| 61 | UNB BANK | PA | Moderate Risk | 83.6 |
| 62 | ANCHOR BANK | FL | Moderate Risk | 83.8 |
| 63 | CARVER FEDERAL SAVINGS BANK | NY | Moderate Risk | 83.9 |
| 64 | CITIZENS STATE BANK | MI | Moderate Risk | 84.3 |
| 65 | COMMUNITY BANK OF RAYMORE | MO | Moderate Risk | 84.5 |
| 66 | TRI-COUNTY BANK, THE | NE | Moderate Risk | 84.5 |
| 67 | BESSEMER TRUST COMPANY | NJ | Moderate Risk | 84.6 |
| 68 | ALL CAPITAL BANK | OK | Moderate Risk | 84.7 |
| 69 | CREDIT ONE BANK, NATIONAL ASSOCIATION | NV | Moderate Risk | 84.8 |
| 70 | COASTAL COMMUNITY BANK | WA | Moderate Risk | 84.8 |
| 71 | FIRST STATE BANK OF ROSEMOUNT, THE | MN | Moderate Risk | 84.9 |
| 72 | COLUMN NATIONAL ASSOCIATION | CA | Moderate Risk | 85.0 |
| 73 | GREEN DOT BANK | UT | Moderate Risk | 85.1 |
| 74 | CITIZENS NATIONAL BANK OF HAMMOND, THE | NY | Moderate Risk | 85.1 |
| 75 | FIRST BANK OF COASTAL GEORGIA | GA | Moderate Risk | 85.1 |
| 76 | UNIBANK | WA | Moderate Risk | 85.2 |
| 77 | SUMMIT BANK | CA | Moderate Risk | 85.4 |
| 78 | PARAMOUNT BANK | MO | Moderate Risk | 85.5 |
| 79 | HARVEST BANK | MN | Moderate Risk | 85.8 |
| 80 | MIDWEST REGIONAL BANK | MO | Moderate Risk | 86.1 |
| 81 | ASTRA BANK | KS | Moderate Risk | 86.3 |
| 82 | DU QUOIN STATE BANK | IL | Moderate Risk | 86.3 |
| 83 | CITIZENS BANK OF THE MIDWEST | MO | Moderate Risk | 86.4 |
| 84 | CITIZENS BANK AND TRUST | FL | Moderate Risk | 86.5 |
| 85 | COMPASS SAVINGS BANK | PA | Moderate Risk | 87.1 |
| 86 | ARLINGTON STATE BANK | MN | Moderate Risk | 87.6 |
| 87 | PEOPLES BANK & TRUST COMPANY | OK | Moderate Risk | 87.6 |
| 88 | LINEAGE BANK | TN | Moderate Risk | 87.6 |
| 89 | CITIZENS BANK & TRUST CO., HUTCHINSON, MINN. | MN | Moderate Risk | 87.7 |
| 90 | GRAND MARAIS STATE BANK | MN | Moderate Risk | 87.8 |
| 91 | PROSPECT BANK | IL | Moderate Risk | 87.8 |
| 92 | FIRST & PEOPLES BANK AND TRUST COMPANY | KY | Moderate Risk | 88.0 |
| 93 | CITIZENS NATIONAL BANK OF CHEBOYGAN | MI | Moderate Risk | 88.0 |
| 94 | HOME SAVINGS BANK, FSB | KY | Moderate Risk | 88.2 |
| 95 | LASALLE STATE BANK | IL | Moderate Risk | 88.2 |
| 96 | HOME STATE BANK | IA | Moderate Risk | 88.2 |
| 97 | BHM BANK | AL | Moderate Risk | 88.4 |
| 98 | CAPRA BANK | IA | Moderate Risk | 88.4 |
| 99 | BATTLE BANK, NATIONAL ASSOCIATION | MN | Moderate Risk | 88.5 |
| 100 | FIRST STATE BANK | OK | Moderate Risk | 88.6 |
| 101 | BANK OF TIOGA, THE | ND | Moderate Risk | 88.6 |
| 102 | BANK OF LAFAYETTE, THE | GA | Moderate Risk | 88.6 |
| 103 | PATRIOT BANK, NATIONAL ASSOCIATION | CT | Moderate Risk | 88.7 |
| 104 | BRANNEN BANK | FL | Moderate Risk | 88.8 |
| 105 | FIRST NATIONAL BANK | NM | Moderate Risk | 88.8 |
| 106 | FARMERS STATE BANK, THE | OK | Moderate Risk | 88.9 |
| 107 | LINCOLN SAVINGS BANK | IA | Moderate Risk | 88.9 |
| 108 | BESSEMER TRUST COMPANY OF NEVADA, NATIONAL ASSOCIATION | NV | Moderate Risk | 89.0 |
| 109 | FIRST NATIONAL BANK OF KANSAS | KS | Moderate Risk | 89.1 |
| 110 | FIRST SECURITY BANK, THE | OK | Moderate Risk | 89.2 |
| 111 | LEGACY BANK | CA | Moderate Risk | 89.2 |
| 112 | INTEGRO BANK | AZ | Moderate Risk | 89.3 |
| 113 | LEAD BANK | MO | Moderate Risk | 89.4 |
| 114 | PORTAGE BANK | WA | Moderate Risk | 89.4 |
| 115 | FIRST TEXAS NATIONAL BANK | TX | Moderate Risk | 89.6 |
| 116 | M C BANK & TRUST COMPANY | LA | Moderate Risk | 89.7 |
| 117 | FUNDBANK, NATIONAL ASSOCIATION | TX | Moderate Risk | 89.8 |
| 118 | PACIFIC COAST BANKERS' BANK | CA | Moderate Risk | 89.8 |
| 119 | HOUSTON BANK & TRUST | TX | Moderate Risk | 89.9 |
| 120 | BANK OF LABOR | KS | Moderate Risk | 90.0 |
⚠️ Important Disclaimer
These predictions are statistical estimates based on historical patterns and publicly available financial data. They do not constitute financial advice, investment recommendations, or regulatory assessments. Bank failure is a rare event influenced by numerous factors including management decisions, economic conditions, regulatory actions, and idiosyncratic shocks not captured in quarterly financial ratios.
Low Bank Scores indicate elevated statistical risk based on historical failure patterns, but many banks with low scores do not fail, while some failures occur at institutions with high scores. Users should consult official regulatory sources (FDIC, OCC, Federal Reserve) and conduct independent due diligence before making any financial decisions.
Model Limitations: Predictions are backward-looking and may not capture structural changes in banking regulation, unprecedented market conditions, or institution-specific circumstances not reflected in Call Report data.
Model Performance & Validation
Our models are validated on out-of-sample data from 2020-2025, a period encompassing the COVID-19 pandemic and subsequent monetary tightening cycle. The Gradient Boosting model (1Q) correctly identified high-risk institutions prior to several 2023-2026 failures, while the Random Forest model (4Q) demonstrates superior performance in capturing medium-term deterioration patterns.
Ongoing Refinement: Models are retrained annually incorporating the most recent failure data and regulatory reporting changes. Feature importance analysis confirms that capital adequacy, profitability metrics, and abnormal growth patterns remain the strongest predictors across economic cycles.
Data Sources
All financial data sourced from FDIC Call Reports (FFIEC 031/041) filed quarterly by all insured commercial banks and savings institutions. Historical failure dates obtained from FDIC Failed Bank List. Models use standardized accounting definitions consistent across the 2006-2026 sample period.