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BY vs CASH
Which Stock Would AI Choose? Byline Bancorp (BY) vs. Pathward Financial (CASH) Stock Comparison
Key Takeaways
- BY (Byline Bancorp) has delivered stronger recent relative performance, gaining roughly 28% year-to-date versus a roughly 2% move for CASH (Pathward Financial).
- Both are small-cap U.S. banks, but they operate in different niches: Byline focuses on traditional commercial banking in Chicago, while Pathward runs a payments and banking-as-a-service (BaaS) model.
- Pathward trades at a lower trailing price-to-earnings (P/E) multiple but has faced recent credit-quality and earnings volatility, while Byline shows steadier, improving fundamentals.
- Pathward offers a modest dividend yield of roughly 0.3%, well below Byline's approximately 1.5% yield.
- Investor sentiment has diverged, with Byline showing more stable momentum and Pathward facing a steeper recent pullback from its 52-week high.
Introduction
Comparing BY and CASH offers a useful lens on two very different paths within the small-cap financial sector. Byline Bancorp is a Chicago-based commercial bank serving small and mid-sized businesses, while Pathward Financial is a South Dakota-based institution known for tax-refund processing, prepaid cards, and fintech partnerships. This stock comparison is most relevant for investors weighing a traditional, dividend-paying regional bank against a higher-beta, payments-oriented business with a more volatile earnings profile. Understanding their relative performance, market positioning, and risk factors can help clarify which profile better fits a given portfolio.
BY Overview and Recent Performance
Byline Bancorp, Inc. operates as the holding company for Byline Bank, a full-service commercial bank serving small and medium-sized businesses, commercial real estate borrowers, financial sponsors, and consumers. In recent market activity, BY has been among the steadier performers in the regional-bank space, trading near the upper portion of its 52-week range and showing a year-to-date gain of roughly 28%.
Sentiment has been supported by consistent profitability, with return on equity (ROE, a measure of how efficiently a company uses shareholder capital) around 12% and a solid net profit margin. The stock's beta (a gauge of volatility relative to the broader market) of approximately 0.73 indicates below-average price swings. A forward dividend yield near 1.5% adds an income component. Broader themes such as stabilizing net interest margins and disciplined credit performance have reinforced the stock's relatively constructive market positioning in recent weeks.
CASH Overview and Recent Performance
Pathward Financial, Inc., formerly known as Meta Financial Group, operates as the holding company for Pathward, National Association. Its model centers on payments, tax-refund advances, prepaid cards, and banking-as-a-service (BaaS), in which the bank provides the underlying financial infrastructure for fintech partners. CASH has generated a much more volatile return profile, with a year-to-date move of only about 2% and a notable pullback from its 52-week high.
Recent quarters have been shaped by credit-quality concerns, including a jump in nonperforming loans and a higher provision for credit losses tied to commercial finance exposure, alongside an earnings shortfall relative to analyst expectations. These developments pressured sentiment even as the company continued share repurchases and maintained a strong longer-term ROE above 20%. Pathward's lower trailing P/E and its discounted valuation relative to analyst targets reflect both its growth potential and the uncertainty surrounding its near-term credit trends.
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Head-to-Head Comparison
The clearest contrast between these two names is business model. Byline Bancorp is a traditional relationship-driven commercial lender whose results hinge on loan growth, net interest margin, and local economic conditions. Pathward Financial is a payments and fintech-enablement specialist whose revenue leans heavily on fee income, seasonal tax-refund activity, and partner programs, making it less dependent on traditional spread lending.
Growth drivers also diverge. Byline's momentum reflects steady organic expansion and improving profitability. Pathward's story is tied to partner wins, tax-season volumes, and a recovery in credit quality, which introduces more event-driven risk. Valuation and yield differ as well: Byline carries a higher P/E and a more meaningful dividend, while Pathward screens cheaper on earnings but with greater uncertainty.
Risk profiles are the key trade-off. Pathward has recently navigated accounting restatements, a Nasdaq listing concern, and credit deterioration, creating headline risk. Byline's challenges are more conventional, such as exposure to commercial real estate and rate sensitivity. In terms of market positioning, Byline has demonstrated more consistent relative performance, while Pathward offers a potentially higher-risk, higher-optionality payments franchise.
Tickeron AI Verdict
Based on observable factors, Tickeron's AI would likely favor BY over CASH in the current environment. Byline Bancorp's steadier trend, improving fundamentals, higher dividend support, and stronger relative performance suggest more consistent positioning. In contrast, Pathward's elevated credit uncertainty and recent earnings volatility present a less stable near-term setup, even though its valuation and longer-term ROE remain attractive. The AI would likely assign a higher probability of favorable risk-adjusted returns to Byline, while acknowledging Pathward's upside potential if credit trends stabilize and its payments business re-accelerates.
Disclaimer
The information on this webpage is provided for general informational and educational purposes only and is not intended as investment advice, a recommendation to purchase or sell any security, or an offer or solicitation related to investments. It does not consider your personal financial situation, goals, or risk profile, and all investing carries inherent risks, including the possibility of losing your entire investment. For more details, please review our full disclaimer.
To compare these two companies we present long-term analysis, their fundamental ratings and make comparative short-term technical analysis which are presented below. The conclusion is BY is a Hold and CASH is a Hold.
BY in upward trend: price may jump up because it broke its lower Bollinger Band on October 09, 2026
BY may jump back above the lower band and head toward the middle band. Traders may consider buying the stock or exploring call options. In 28 of 39 cases where BY's price broke its lower Bollinger Band, its price rose further in the following month. The odds of a continued upward trend are 72%.
Technical Analysis (Indicators)
Bullish Trend Analysis
The RSI Indicator points to a transition from a downward trend to an upward trend -- in cases where BY's RSI Indicator exited the oversold zone, 15 of 27 resulted in an increase in price. Tickeron's analysis proposes that the odds of a continued upward trend are 56%.
The Momentum Indicator moved above the 0 level on October 20, 2026. You may want to consider a long position or call options on BY as a result. In 57 of 84 past instances where the momentum indicator moved above 0, the stock continued to climb. The odds of a continued upward trend are 68%.
The Moving Average Convergence Divergence (MACD) for BY just turned positive on October 16, 2026. Looking at past instances where BY's MACD turned positive, the stock continued to rise in 26 of 40 cases over the following month. The odds of a continued upward trend are 65%.
BY moved above its 50-day moving average on October 22, 2026 date and that indicates a change from a downward trend to an upward trend.
Following a +1.77% 3-day Advance, the price is estimated to grow further. Considering data from situations where BY advanced for three days, in 157 of 280 cases, the price rose further within the following month. The odds of a continued upward trend are 56%.
Bearish Trend Analysis
The Stochastic Oscillator entered the overbought zone. Expect a price pull-back in the foreseeable future.
Following a 3-day decline, the stock is projected to fall further. Considering past instances where BY declined for three days, the price rose further in 50 of 62 cases within the following month. The odds of a continued downward trend are 57%.
The Aroon Indicator for BY entered a downward trend on October 12, 2026. This could indicate a strong downward move is ahead for the stock. Traders may want to consider selling the stock or buying put options.
Fundamental Analysis (Ratings)
The Tickeron SMR rating for this company is 19 (best 1 - 100 worst), indicating very strong sales and a profitable business model. SMR (Sales, Margin, Return on Equity) rating is based on comparative analysis of weighted Sales, Income Margin and Return on Equity values compared against S&P 500 index constituents. The weighted SMR value is a proprietary formula developed by Tickeron and represents an overall profitability measure for a stock.
The Tickeron PE Growth Rating for this company is 27 (best 1 - 100 worst), pointing to outstanding earnings growth. The PE Growth rating is based on a comparative analysis of stock PE ratio increase over the last 12 months compared against S&P 500 index constituents.
The Tickeron Profit vs. Risk Rating rating for this company is 33 (best 1 - 100 worst), indicating low risk on high returns. The average Profit vs. Risk Rating rating for the industry is 55, placing this stock better than average.
The Tickeron Price Growth Rating for this company is 44 (best 1 - 100 worst), indicating steady price growth. BY’s price grows at a higher rate over the last 12 months as compared to S&P 500 index constituents.
The Tickeron Valuation Rating of 56 (best 1 - 100 worst) indicates that the company is fair valued in the industry. This rating compares market capitalization estimated by our proprietary formula with the current market capitalization. This rating is based on the following metrics, as compared to industry averages: P/B Ratio (1.295) is normal, around the industry mean (1.268). P/E Ratio (11.228) is within average values for comparable stocks, (13.372). Projected Growth (PEG Ratio) (0.160) is also within normal values, averaging (1.190). Dividend Yield (0.015) settles around the average of (0.035) among similar stocks. P/S Ratio (3.712) is also within normal values, averaging (3.738).
The Tickeron Seasonality Score of 95 (best 1 - 100 worst) indicates that the company is significantly overvalued in the industry. The Tickeron Seasonality score describes the variance of predictable price changes around the same period every calendar year. These changes can be tied to a specific month, quarter, holiday or vacation period, as well as a meteorological or growing season.
Momentum Indicator for CASH turns positive, indicating new upward trend
CASH saw its Momentum Indicator move above the 0 level on October 20, 2026. This is an indication that the stock could be shifting in to a new upward move. Traders may want to consider buying the stock or buying call options. Tickeron's A.I.dvisor looked at 76 similar instances where the indicator turned positive. In 58 of the 76 cases, the stock moved higher in the following days. The odds of a move higher are at 76%.
Technical Analysis (Indicators)
Bullish Trend Analysis
The RSI Indicator points to a transition from a downward trend to an upward trend -- in cases where CASH's RSI Indicator exited the oversold zone, 17 of 30 resulted in an increase in price. Tickeron's analysis proposes that the odds of a continued upward trend are 57%.
The Moving Average Convergence Divergence (MACD) for CASH just turned positive on October 05, 2026. Looking at past instances where CASH's MACD turned positive, the stock continued to rise in 29 of 43 cases over the following month. The odds of a continued upward trend are 67%.
Following a +3.82% 3-day Advance, the price is estimated to grow further. Considering data from situations where CASH advanced for three days, in 210 of 321 cases, the price rose further within the following month. The odds of a continued upward trend are 65%.
Bearish Trend Analysis
The Stochastic Oscillator has been in the overbought zone for 2 days. Expect a price pull-back in the near future.
The 50-day moving average for CASH moved below the 200-day moving average on September 21, 2026. This could be a long-term bearish signal for the stock as the stock shifts to an downward trend.
Following a 3-day decline, the stock is projected to fall further. Considering past instances where CASH declined for three days, the price rose further in 50 of 62 cases within the following month. The odds of a continued downward trend are 64%.
CASH broke above its upper Bollinger Band on October 22, 2026. This could be a sign that the stock is set to drop as the stock moves back below the upper band and toward the middle band. You may want to consider selling the stock or exploring put options.
The Aroon Indicator for CASH entered a downward trend on October 22, 2026. This could indicate a strong downward move is ahead for the stock. Traders may want to consider selling the stock or buying put options.
Fundamental Analysis (Ratings)
The Tickeron SMR rating for this company is 16 (best 1 - 100 worst), indicating very strong sales and a profitable business model. SMR (Sales, Margin, Return on Equity) rating is based on comparative analysis of weighted Sales, Income Margin and Return on Equity values compared against S&P 500 index constituents. The weighted SMR value is a proprietary formula developed by Tickeron and represents an overall profitability measure for a stock.
The Tickeron PE Growth Rating for this company is 33 (best 1 - 100 worst), pointing to outstanding earnings growth. The PE Growth rating is based on a comparative analysis of stock PE ratio increase over the last 12 months compared against S&P 500 index constituents.
The Tickeron Valuation Rating of 45 (best 1 - 100 worst) indicates that the company is fair valued in the industry. This rating compares market capitalization estimated by our proprietary formula with the current market capitalization. This rating is based on the following metrics, as compared to industry averages: P/B Ratio (1.874) is normal, around the industry mean (1.268). P/E Ratio (9.558) is within average values for comparable stocks, (13.372). Projected Growth (PEG Ratio) (0.300) is also within normal values, averaging (1.190). Dividend Yield (0.003) settles around the average of (0.035) among similar stocks. P/S Ratio (2.525) is also within normal values, averaging (3.738).
The Tickeron Profit vs. Risk Rating rating for this company is 54 (best 1 - 100 worst), indicating well-balanced risk and returns. The average Profit vs. Risk Rating rating for the industry is 55, placing this stock slightly better than average.
The Tickeron Price Growth Rating for this company is 60 (best 1 - 100 worst), indicating fairly steady price growth. CASH’s price grows at a lower rate over the last 12 months as compared to S&P 500 index constituents.
The Tickeron Seasonality Score of 85 (best 1 - 100 worst) indicates that the company is significantly overvalued in the industry. The Tickeron Seasonality score describes the variance of predictable price changes around the same period every calendar year. These changes can be tied to a specific month, quarter, holiday or vacation period, as well as a meteorological or growing season.
BY | CASH | ||
|---|---|---|---|
OUTLOOK RATING 1..100 | 18 | 27 | |
VALUATION overvalued / fair valued / undervalued 1..100 | 56 Fair valued | 45 Fair valued | |
PROFIT vs RISK RATING 1..100 | 33 | 54 | |
SMR RATING 1..100 | 19 | 16 | |
PRICE GROWTH RATING 1..100 | 44 | 60 | |
P/E GROWTH RATING 1..100 | 27 | 33 | |
SEASONALITY SCORE 1..100 | 90 | 85 |
Tickeron ratings are formulated such that a rating of 1 designates the most successful stocks in a given industry, while a rating of 100 points to the least successful stocks for that industry.
CASH's Valuation (45) in the Savings Banks industry is in the same range as BY (56) in the Regional Banks industry. This means that CASH’s stock grew similarly to BY’s over the last 12 months.
BY's Profit vs Risk Rating (33) in the Regional Banks industry is in the same range as CASH (54) in the Savings Banks industry. This means that BY’s stock grew similarly to CASH’s over the last 12 months.
CASH's SMR Rating (16) in the Savings Banks industry is in the same range as BY (19) in the Regional Banks industry. This means that CASH’s stock grew similarly to BY’s over the last 12 months.
BY's Price Growth Rating (44) in the Regional Banks industry is in the same range as CASH (60) in the Savings Banks industry. This means that BY’s stock grew similarly to CASH’s over the last 12 months.
BY's P/E Growth Rating (27) in the Regional Banks industry is in the same range as CASH (33) in the Savings Banks industry. This means that BY’s stock grew similarly to CASH’s over the last 12 months.
| BY | CASH | |
|---|---|---|
| RSI ODDS (%) | 1 day ago 56% | 1 day ago 57% |
| Stochastic ODDS (%) | 1 day ago 51% | 1 day ago 64% |
| Momentum ODDS (%) | 1 day ago 68% | 1 day ago 76% |
| MACD ODDS (%) | 1 day ago 65% | 1 day ago 67% |
| TrendWeek ODDS (%) | 1 day ago 57% | 1 day ago 64% |
| TrendMonth ODDS (%) | 1 day ago 52% | 1 day ago 61% |
| Advances ODDS (%) | 7 days ago 56% | 1 day ago 65% |
| Declines ODDS (%) | 9 days ago 57% | 9 days ago 64% |
| BollingerBands ODDS (%) | 1 day ago 72% | 1 day ago 63% |
| Aroon ODDS (%) | 1 day ago 50% | 1 day ago 63% |
Long-Term Analysis
It is best to consider a long-term outlook for a ticker by using Fundamental Analysis (FA) ratings. The rating of 1 to 100, where 1 is best and 100 is worst, is divided into thirds. The first third (a green rating of 1-33) indicates that the ticker is undervalued; the second third (a grey number between 34 and 66) means that the ticker is valued fairly; and the last third (red number of 67 to 100) reflects that the ticker is overvalued. We use an FA Score to show how many ratings show the ticker to be undervalued (green) or overvalued (red).
BY’s FA Score shows that 2 FA rating(s) are green while CASH’s FA Score has 1 green FA rating(s).
- BY’s FA Score: 2 green, 3 red.
- CASH’s FA Score: 1 green, 4 red.
Short-Term Analysis
It is best to consider a short-term outlook for a ticker by using Technical Analysis (TA) indicators. We use Odds of Success as the percentage of outcomes which confirm successful trade signals in the past.
If the Odds of Success (the likelihood of the continuation of a trend) for each indicator are greater than 50%, then the generated signal is confirmed. A green percentage from 90% to 51% indicates that the ticker is in a bullish trend. A red percentage from 90% - 51% indicates that the ticker is in a bearish trend. All grey percentages are below 50% and are considered not to confirm the trend signal.
BY’s TA Score shows that 6 TA indicator(s) are bullish while CASH’s TA Score has 4 bullish TA indicator(s).
- BY’s TA Score: 6 bullish, 2 bearish.
- CASH’s TA Score: 4 bullish, 4 bearish.
Price Growth
BY (@Regional Banks) experienced а +2.95% price change this week, while CASH (@Regional Banks) price change was +4.92% for the same time period.
The average weekly price growth across all stocks in the @Regional Banks industry was +2.71%. For the same industry, the average monthly price growth was +0.05%, and the average quarterly price growth was +9.08%.
Reported Earning Dates
BY is expected to report earnings on Oct 22, 2026.
CASH is expected to report earnings on Jan 27, 2027.
Industries' Descriptions
@Regional Banks (+2.71% weekly)Regional banks have a smaller reach than major banks, and cater mostly to one region of a country, such as a state or within a group of states. They offer services often similar – albeit with some limitations/smaller scale – compared to major banks. Taking deposits, making loans, mortgages, leases, credit cards , fund management, insurance and investment banking. SunTrust Banks, State Street Corp., M&T Bank Corp. are some examples of U.S. regional banks.
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BY and
Correlation & Price change
A.I.dvisor indicates that over the last year, BY has been closely correlated with HBNC. These tickers have moved in lockstep 86% of the time. This A.I.-generated data suggests there is a high statistical probability that if BY jumps, then HBNC could also see price increases.
CASH and
Correlation & Price change
A.I.dvisor indicates that over the last year, CASH has been loosely correlated with SSB. These tickers have moved in lockstep 63% of the time. This A.I.-generated data suggests there is some statistical probability that if CASH jumps, then SSB could also see price increases.
| Ticker / NAME | Correlation To CASH | 1D Price Change % | ||
|---|---|---|---|---|
| CASH | 100% | +3.44% | ||
| SSB - CASH | 63% Loosely correlated | +2.37% | ||
| FRME - CASH | 62% Loosely correlated | +2.18% | ||
| AMAL - CASH | 62% Loosely correlated | +5.21% | ||
| ONB - CASH | 62% Loosely correlated | +2.32% | ||
| BY - CASH | 60% Loosely correlated | +1.60% | ||
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