ALPS ETF Trust ALPS Intermediate Municipal Bond ETF (MNBD)
Seasonality Analysis
ALPS ETF Trust ALPS Intermediate Municipal Bond ETF Annual Seasonality Statistics
ALPS ETF Trust ALPS Intermediate Municipal Bond ETF Monthly Seasonality Performance
| Month | Avg Return | Win Rate | Strength |
|---|---|---|---|
| January | 0.66% | Weak | |
| February | -0.27% | Weak | |
| March | -0.50% | Very Weak | |
| April | -0.42% | Very Weak | |
| May | 0.37% | Weak | |
| June | 0.23% | Moderate | |
| July | 0.59% | Weak | |
| August | -0.75% | Very Weak | |
| September WORST | -0.92% | Weak | |
| October | -0.72% | Very Weak | |
| November BEST | 2.16% | Strong | |
| December | -0.36% | Weak |
ALPS ETF Trust ALPS Intermediate Municipal Bond ETF 2026 vs Historical Pattern
ALPS ETF Trust ALPS Intermediate Municipal Bond ETF Interactive Seasonality Chart
ALPS ETF Trust ALPS Intermediate Municipal Bond ETF Pattern Scanner
ALPS ETF Trust ALPS Intermediate Municipal Bond ETF Seasonal Historical Performance
About ALPS ETF Trust ALPS Intermediate Municipal Bond ETF (MNBD) Seasonality
ALPS ETF Trust ALPS Intermediate Municipal Bond ETF (MNBD) has been analyzed using 4 years of historical data to identify seasonal patterns. Classified under ETFs, ALPS ETF Trust ALPS Intermediate Municipal Bond ETF shows distinct seasonal tendencies based on historical data.
The strongest month for ALPS ETF Trust ALPS Intermediate Municipal Bond ETF is historically November, with an average return of 2.16% and a win rate of 100%. Conversely, September tends to be the weakest month, averaging -0.92% return.
Looking at the full calendar year, ALPS ETF Trust ALPS Intermediate Municipal Bond ETF has an average annual return of 0.06% with an overall monthly win rate of 45.8%. Out of 12 months, 5 typically show positive average returns.
The seasonal pattern for ALPS ETF Trust ALPS Intermediate Municipal Bond ETF has a consistency score of 58.8 (Fair), based on 5 years of data. Higher consistency means the seasonal pattern has been more reliable across different market conditions.
ALPS ETF Trust ALPS Intermediate Municipal Bond ETF Seasonality FAQ
What is the best month to buy ALPS ETF Trust ALPS Intermediate Municipal Bond ETF (MNBD)?
Historically, November has been the best month for ALPS ETF Trust ALPS Intermediate Municipal Bond ETF, with an average return of 2.16% and a win rate of 100%. However, past performance does not guarantee future results.
What is the worst month for ALPS ETF Trust ALPS Intermediate Municipal Bond ETF (MNBD)?
Based on historical data, September has been the weakest month for ALPS ETF Trust ALPS Intermediate Municipal Bond ETF, with an average return of -0.92%. This is a historical observation and does not guarantee future results.
How reliable is MNBD seasonality data?
The seasonality analysis for ALPS ETF Trust ALPS Intermediate Municipal Bond ETF is based on 4 years of historical price data. While seasonal patterns can provide useful insights, they should be combined with other forms of analysis. Past patterns do not guarantee future performance.
How can I use ALPS ETF Trust ALPS Intermediate Municipal Bond ETF seasonality in my trading?
Use ALPS ETF Trust ALPS Intermediate Municipal Bond ETF (MNBD) seasonality as one factor in your analysis. Identify historically strong and weak months, combine with other research methods. SeasOptima provides premium tools including interactive charts, pattern scanning, and historical performance data for deeper analysis.