Data Period: Q1 2026 (March 31, 2026)
Last Updated: May 16, 2026
Next Update: Q2 2026 (Expected July 2026)
Total Banks Scored: 4,335

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

106
At-Risk Banks
2.4%
Of Total Banks
73.8
Avg Bank Score
26.2%
Avg Failure Prob
Risk Category Score Range Count % of Total Cumulative
Extreme Risk 0–20 5 0.12% 5 (0.12%)
Very High Risk 20–40 6 0.14% 11 (0.25%)
High Risk 40–60 9 0.21% 20 (0.46%)
Elevated Risk 60–80 23 0.53% 43 (0.99%)
Moderate Risk 80–90 63 1.45% 106 (2.45%)

⚙️ 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.

Selected References:
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 - Q1 2026

Showing all 106 banks with Bank Score below 90. Banks are ranked by Bank Score (lowest = highest risk).

Rank Bank Name State Risk Category Score
1 TIOGA-FRANKLIN SAVINGS BANK PA Extreme Risk 10.0
2 SUMMIT NATIONAL BANK WY Extreme Risk 13.3
3 SMALL BUSINESS BANK KS Extreme Risk 16.1
4 LAMONT BANK OF ST. JOHN WA Extreme Risk 16.8
5 KENTLAND FEDERAL SAVINGS AND LOAN ASSOCIATION IN Extreme Risk 18.1
6 CONNECT COMMUNITY BANK WA Very High Risk 24.6
7 MAUCH CHUNK TRUST COMPANY PA Very High Risk 28.0
8 COLUMBIA SAVINGS AND LOAN ASSOCIATION WI Very High Risk 34.5
9 TRUSTTEXAS BANK, S.S.B. TX Very High Risk 35.6
10 DRAKE BANK MN Very High Risk 37.6
11 OLD GLORY BANK OK Very High Risk 37.9
12 UNION COUNTY SAVINGS BANK NJ High Risk 40.9
13 FIRST STATE BANK OF RANDOLPH COUNTY GA High Risk 43.7
14 BANK OF VICI OK High Risk 48.3
15 FIRST FINANCIAL BANK AL High Risk 48.4
16 FIRST STATE BANK OF ROSEMOUNT, THE MN High Risk 48.9
17 FIELDPOINT PRIVATE BANK & TRUST CT High Risk 52.7
18 BANK OF CADIZ AND TRUST COMPANY KY High Risk 57.7
19 FARMERS STATE BANK IL High Risk 58.3
20 PBT BANCORP KY High Risk 59.5
21 TALBOT STATE BANK GA Elevated Risk 62.4
22 UNION BANKING COMPANY, THE OH Elevated Risk 64.4
23 NANO BANC CA Elevated Risk 64.7
24 PHENIX-GIRARD BANK AL Elevated Risk 65.8
25 FIRST STATE BANK OF FOUNTAIN, THE MN Elevated Risk 66.2
26 EAST WISCONSIN SAVINGS BANK WI Elevated Risk 66.5
27 PROGROWTH BANK MN Elevated Risk 68.4
28 TRI-VALLEY BANK IA Elevated Risk 69.1
29 FIRST STATE BANK OF RED WING, THE MN Elevated Risk 70.1
30 DEVON BANK IL Elevated Risk 70.1
31 BANK OF LAFAYETTE, THE GA Elevated Risk 70.6
32 HERITAGE BANK IA Elevated Risk 70.9
33 DU QUOIN STATE BANK IL Elevated Risk 71.7
34 ANAHUAC NATIONAL BANK TX Elevated Risk 71.9
35 ONE AMERICAN BANK SD Elevated Risk 72.9
36 CITIZENS BANK AND TRUST FL Elevated Risk 73.8
37 UINTA BANK WY Elevated Risk 75.1
38 EASTERN NATIONAL BANK FL Elevated Risk 75.5
39 FIRST NATIONAL BANK OF KANSAS KS Elevated Risk 75.6
40 NEWTEK BANK, NATIONAL ASSOCIATION FL Elevated Risk 76.6
41 SMBC MANUBANK CA Elevated Risk 77.1
42 BAYFIRST NATIONAL BANK FL Elevated Risk 78.9
43 FIRST NATIONAL BANK AND TRUST COMPANY IL Elevated Risk 79.9
44 USAA FEDERAL SAVINGS BANK AZ Moderate Risk 80.1
45 GRAND RIVERS COMMUNITY BANK IL Moderate Risk 80.6
46 FIRST NATIONAL BANK OF LAKE JACKSON TX Moderate Risk 80.7
47 ODIN STATE BANK MN Moderate Risk 81.5
48 FARMERS AND MECHANICS FEDERAL SAVINGS BANK IN Moderate Risk 81.6
49 BRANNEN BANK FL Moderate Risk 82.1
50 HERITAGE BANK OF SAINT TAMMANY LA Moderate Risk 82.4
51 BANK47 AL Moderate Risk 82.6
52 HADDON SAVINGS BANK NJ Moderate Risk 83.2
53 SQUARE FINANCIAL SERVICES, INC. UT Moderate Risk 83.5
54 FIRST NATIONAL BANK OF ANSON, THE TX Moderate Risk 83.5
55 JONESBORO STATE BANK LA Moderate Risk 83.5
56 FIRST SOUTHERN BANK AL Moderate Risk 83.6
57 42 NORTH PRIVATE BANK MA Moderate Risk 83.8
58 PROSPECT BANK IL Moderate Risk 83.9
59 YOUNG AMERICANS BANK CO Moderate Risk 83.9
60 STATE SAVINGS BANK IA Moderate Risk 84.5
61 FIRST NATIONAL BANK OF HUGO CO Moderate Risk 84.8
62 GREEN DOT BANK UT Moderate Risk 85.2
63 FIRST NATIONAL BANK OF ASPERMONT, THE TX Moderate Risk 85.5
64 FM BANK AND TRUST AR Moderate Risk 85.6
65 BANK OF GLEN BURNIE, THE MD Moderate Risk 85.6
66 FIRST & PEOPLES BANK AND TRUST COMPANY KY Moderate Risk 85.7
67 FIRST NATIONAL BANK TX Moderate Risk 85.8
68 STREATOR HOME SAVINGS BANK IL Moderate Risk 86.0
69 ARLINGTON STATE BANK MN Moderate Risk 86.1
70 BESSEMER TRUST COMPANY NJ Moderate Risk 86.1
71 FIRST BANK OF COASTAL GEORGIA GA Moderate Risk 86.4
72 BANK OF TIOGA, THE ND Moderate Risk 86.6
73 BHM BANK AL Moderate Risk 86.8
74 FIRST STATE BANK OK Moderate Risk 86.9
75 FIRST NATIONAL BANK IN TRINIDAD CO Moderate Risk 87.1
76 UNB BANK PA Moderate Risk 87.2
77 HOMETOWN SAVINGS BANK, THE IN Moderate Risk 87.2
78 ASTRA BANK KS Moderate Risk 87.6
79 BANK OF NEW YORK MELLON, THE NY Moderate Risk 87.7
80 CITIZENS BANK OF THE MIDWEST MO Moderate Risk 87.7
81 TBO BANK MO Moderate Risk 87.8
82 FLINT HILLS BANK KS Moderate Risk 87.8
83 LINEAGE BANK TN Moderate Risk 88.0
84 TRANSPECOS BANKS, SSB TX Moderate Risk 88.1
85 PORTAGE BANK WA Moderate Risk 88.2
86 BATTLE BANK, NATIONAL ASSOCIATION MN Moderate Risk 88.4
87 CALIFORNIA PACIFIC BANK CA Moderate Risk 88.5
88 SOUTHPOINT BANK AL Moderate Risk 88.5
89 COMMERCIAL BANK OF OZARK, THE AL Moderate Risk 88.6
90 SECURITY STATE BANK OF AITKIN MN Moderate Risk 88.8
91 SOLERA NATIONAL BANK CO Moderate Risk 89.0
92 COMMUNITY BANK OF RAYMORE MO Moderate Risk 89.0
93 HOME STATE BANK IA Moderate Risk 89.2
94 SSB BANK PA Moderate Risk 89.4
95 CITIZENS STATE BANK MI Moderate Risk 89.4
96 INDEPENDENT CORRESPONDENT BANKERS' BANK, INC. KY Moderate Risk 89.5
97 BANK OF COMMERCE AND TRUST COMPANY, THE KS Moderate Risk 89.5
98 FIRST NATIONAL BANK NM Moderate Risk 89.6
99 TEXAS NATIONAL BANK OF JACKSONVILLE TX Moderate Risk 89.7
100 FCNB BANK MO Moderate Risk 89.7
101 NEIGHBORS BANK MO Moderate Risk 89.8
102 WALDEN MUTUAL BANK NH Moderate Risk 89.8
103 CB&S BANK, INC. AL Moderate Risk 89.8
104 VARO BANK, NATIONAL ASSOCIATION UT Moderate Risk 89.9
105 HARVEST BANK MN Moderate Risk 90.0
106 UNIBANK WA 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.