Cass Information Stock Forward View - 4 Period Moving Average

Key Indicators . 4 Period Moving Average . Stocks . USA . 
Stock . Cass Information Systems
CASS Stock  USD 46.71  -0.95  -1.99%   
4 Period Moving Average is applied to Cass Information Systems's daily closing prices, and the resulting forecast is presented with accuracy metrics. Wide deviation between fitted and observed values suggests the model's assumptions may not match current market conditions. The 4 Period Moving Average model projects Cass Information at 47.17 for the next trading day, above the most recent closing price. This 4 Period Moving Average output is provided as analytical reference and does not constitute a trading recommendation.
The four-period moving average forecast for Cass Information Systems replaces each daily value with the mean of that value and the four preceding closing prices. This smoothing window is wide enough to dampen short-term noise while still responding to recent price shifts in Cass Information.

4 Period Moving Average Price Forecast For the 12th of May 2026

Over a 90-day horizon, the 4 Period Moving Average model forecasts Cass Information at 47.17 for the next trading day, with a mean absolute deviation of 0.55 , mean absolute percentage error of 0.01 , and sum of absolute errors of 31.51 .
This represents a very tight forecast — the model closely tracks Cass Information's recent price behavior. This output is intended for short-term analytical reference.

Stock Forecast Pattern

Backtest Cass Information  Cass Information Price Prediction  Research Analysis  

Forecasted Value

Cass Information's next-session forecast estimates practical downside and upside boundaries based on the model's historical fit. The current forecast range spans downside near 45.72 and upside near 48.63. The moderate spread reflects defined uncertainty around the forecast.
Market Value
46.71
45.72
Downside
47.17
Expected Value
48.63
Upside
Target Odds

Model Predictive Factors

The table below summarizes the 4 Period Moving Average model's error metrics for Cass Information stock. Lower MAD and MAPE values indicate tighter forecast accuracy. AIC measures relative model quality — lower values indicate less information loss and a better-fitting model. A large Bias suggests systematic over- or under-prediction.
AICAkaike Information Criteria110.0885
BiasArithmetic mean of the errors -0.0977
MADMean absolute deviation0.5529
MAPEMean absolute percentage error0.012
SAESum of the absolute errors31.5125
The model is suited for higher-volatility price series where a two-period average would be too reactive. It does not extrapolate a trend equation, so its forecasting utility is limited to one or two periods ahead. Tighter error metrics (lower MAD/MAPE) indicate that Cass Information price movement is well-captured by this smoothing window.

Other Forecasting Options for Cass Information

The distribution of Cass Information's daily returns is typically non-normal, with fatter tails than a Gaussian model predicts. This reveals hidden support and resistance zones in Cass Information's chart that simple price charts miss.
Naive Prediction
Simple Exponential Smoothing
Double Exponential Smoothing
Triple Exponential Smoothing
Simple Regression
Polynomial Regression
Simple Moving Average
4 Period Moving Average
8 Period Moving Average
20 Period Moving Average

Cass Information Related Equities

Sizing up Cass Information against these stocks within the Industrials space shows how it compares on key financial measures. Checking Cass Information against peers on P/E, margins, and return on equity helps put its position in context. How Cass Information ranks within this group can shift over time as the competitive picture changes.
 Risk & Return  Correlation

Cass Information Market Strength Events

Market strength indicators for Cass Information stock provide a framework for assessing security responsiveness. A rising Accumulation/Distribution line alongside rising price confirms institutional buying interest in Cass Information.
Accumulation Distribution2605.1
Daily Balance Of Power-0.52
Rate Of Daily Change0.98
Day Median Price47.52
Day Typical Price47.25
Price Action Indicator-1.28
Period Momentum Indicator-0.95
Relative Strength Index51.35

Cass Information Risk Indicators

Assessing Cass Information's risk indicators is a structured way to evaluate the risk-return trade-off for cass information stock. The level of risk embedded in Cass Information's feeds directly into exposure calibration.
Mean Deviation1.05
Semi Deviation1.29
Standard Deviation1.42
Variance2.02
Downside Variance1.83
Semi Variance1.66
Expected Short fall-1.11
Please note, the risk measures we provide can be used independently or collectively to perform a risk assessment. When comparing two potential investments, we recommend comparing similar equities with homogenous growth potential and valuation from related markets to determine which investment holds the most risk.

Cass Information Short Properties

Short-interest signals around Cass Information reveal whether skeptical positioning is starting to pressure price predictability and market tone. When applied, these measures clarify when hedging or timing discipline may matter more than conviction alone.
Common Stock Shares Outstanding13.46 million
Cash And Short Term Investments392.27 million

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