ALPS Intermediate ETF Forward View - 4 Period Moving Average
| MNBD ETF | USD 25.96 0.01 0.04% |
The 4 Period Moving Average output for ALPS Intermediate Municipal is derived from daily price data across the evaluation window. The error pattern reveals whether the model tracked prices consistently or diverged during volatile sessions. Parameters are re-estimated as new trading sessions are recorded, keeping the forecast current. The 4 Period Moving Average model projects ALPS Intermediate at 25.96 for the next trading day, at the most recent closing price. ALPS Intermediate's 4 Period Moving Average forecast is intended for short-term analytical reference.
4 Period Moving Average Price Forecast For the 7th of May
Over a 90-day horizon, the 4 Period Moving Average model forecasts ALPS Intermediate at 25.96 for the next trading day, with a mean absolute deviation of 0.05 , mean absolute percentage error of 0.0021 , and sum of absolute errors of 3.16 .This represents a very tight forecast — the model closely tracks ALPS Intermediate's recent price behavior. This output is intended for short-term analytical reference.
ETF Forecast Pattern
| Backtest ALPS Intermediate | ALPS Intermediate Price Prediction | Research Analysis |
Forecasted Value
The projected range for ALPS Intermediate reflects the model's ability to define credible downside and upside scenarios for the next trading day. The projected band runs from roughly 25.78 on the downside to about 26.14 on the upside. The narrow range indicates limited short-term dispersion.
Model Predictive Factors
The table below summarizes the 4 Period Moving Average model's error metrics for ALPS Intermediate ETF. 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.| AIC | Akaike Information Criteria | 107.3374 |
| Bias | Arithmetic mean of the errors | 0.0043 |
| MAD | Mean absolute deviation | 0.0545 |
| MAPE | Mean absolute percentage error | 0.0021 |
| SAE | Sum of the absolute errors | 3.1625 |
Other Forecasting Options for ALPS Intermediate
Relative Strength Index values for ALPS measure the speed and magnitude of recent price changes. Recognizing these clusters in ALPS Intermediate's returns informs position size and stop-loss calibration. Candlestick pattern analysis of ALPS ETF daily data reveals short-term reversal or continuation signals.ALPS Intermediate Related Equities
ALPS Intermediate's market space within the Muni National Interm space is illustrated by the firms listed below. Checking cash flow across this peer set helps gauge ALPS Intermediate's relative financial strength. Peer pricing is more meaningful when the firms compared share similar business models and end markets. Tracking ALPS Intermediate's results against these peers over time helps spot rising trends early.
| Risk & Return | Correlation |
ALPS Intermediate Market Strength Events
Accumulation/Distribution and Balance of Power for ALPS Intermediate reveal whether buying or selling pressure dominates recent sessions. Balance of Power trending positive indicates that buyers are consistently closing ALPS Intermediate near session highs. These signals help explain whether price direction and session structure are moving together for ALPS Intermediate.
ALPS Intermediate Risk Indicators
Risk indicator analysis for ALPS Intermediate quantifies how much price variability the ETF has exhibited over the measurement window. Downside variance exceeding total variance indicates that negative moves in ALPS Intermediate have been larger or more frequent than positive ones. Mean deviation provides a more intuitive measure of typical price fluctuation than variance because it stays in the same units as ALPS Intermediate's price.
| Mean Deviation | 0.1216 | |||
| Standard Deviation | 0.1784 | |||
| Variance | 0.0318 |
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.
More Resources for ALPS ETF Analysis
ALPS Intermediate's market price and NAV each provide useful but distinct information about the fund. These perspectives help frame the broad analytical context for the fund.
Market price and NAV for ALPS Intermediate can move independently over short periods. Category positioning, asset allocation methodology, and cost competitiveness contribute to the assessment.