Vanguard Limited Mutual Fund Forward View - Simple Exponential Smoothing
| VMLUX Fund | USD 11.03 0.01 0.09% |
The Simple Exponential Smoothing reference information for Vanguard Limited summarizes the forecasted value and model error statistics based on historical price data. This data is provided for reference and analytical review.
The Simple Exponential Smoothing forecasted value of Vanguard Limited Term Tax Exempt on the next trading day is expected to be 11.03 with a mean absolute deviation of 0.01 and the sum of the absolute errors of 0.31.This simple exponential smoothing model begins by setting Vanguard Limited Term Tax Exempt forecast for the second period equal to the observation of the first period. In other words, recent Vanguard Limited observations are given relatively more weight in forecasting than the older observations. Vanguard Limited's Simple Exponential Smoothing reference values are drawn from available trading data and are presented for informational reference only. Simple Exponential Smoothing Price Forecast For the 19th of March
Given 90 days horizon, the Simple Exponential Smoothing forecasted value of Vanguard Limited Term Tax Exempt on the next trading day is expected to be 11.03 with a mean absolute deviation of 0.01 , mean absolute percentage error of 0.0001 , and the sum of the absolute errors of 0.31 .Please note that although there have been many attempts to predict Vanguard Mutual Fund prices using its time series forecasting, we generally do not suggest using it to place bets in the real market. The most commonly used models for forecasting predictions are the autoregressive models, which specify that Vanguard Limited's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Mutual Fund Forecast Pattern
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Forecasted Value
For the next trading day, Macroaxis evaluates Vanguard Limited's predictive range by looking for statistically meaningful downside and upside boundaries. The projected forecast band currently runs from roughly 10.94 on the downside to about 11.12 on the upside.
Model Predictive Factors
The below table displays some essential indicators generated by the model showing the Simple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Vanguard Limited mutual fund data series using in forecasting. Note that when a statistical model is used to represent Vanguard Limited mutual fund, the representation will rarely be exact; so some information will be lost using the model to explain the process. AIC estimates the relative amount of information lost by a given model: the less information a model loses, the higher its quality.| AIC | Akaike Information Criteria | 108.9002 |
| Bias | Arithmetic mean of the errors | -0.0021 |
| MAD | Mean absolute deviation | 0.0051 |
| MAPE | Mean absolute percentage error | 5.0E-4 |
| SAE | Sum of the absolute errors | 0.31 |
Other Forecasting Options for Vanguard Limited
Investors evaluating Vanguard at any level need to understand the significance of Vanguard Limited's price movement for their investment outcomes. The presence of noise in Vanguard Mutual Fund price charts demands careful analysis to avoid misinterpreting short-term fluctuations as trends.Vanguard Limited Related Equities
The following equities are related to Vanguard Limited within the Muni National Short space and can be used for peer comparison, relative valuation, or portfolio diversification. Comparing Vanguard Limited against peers on metrics such as P/E, margins, and return on equity helps contextualize its positioning and identify relative strengths or weaknesses.
| Risk & Return | Correlation |
Vanguard Limited Market Strength Events
Market strength indicators applied to Vanguard Limited help investors evaluate how the mutual fund tracks overall market momentum and conditions. These signals are used to determine optimal timing for entering or exiting Vanguard Limited Term Tax Exempt positions.
| Rate Of Daily Change | 1.0 | |||
| Day Median Price | 11.03 | |||
| Day Typical Price | 11.03 | |||
| Price Action Indicator | 0.005 | |||
| Period Momentum Indicator | 0.01 | |||
| Relative Strength Index | 56.14 |
Vanguard Limited Risk Indicators
The assessment of Vanguard Limited's risk indicators plays a key role in forecasting its future price and managing investment exposure. Investors who measure Vanguard Limited's risk profile carefully are better equipped to decide how to manage their positions.
| Mean Deviation | 0.054 | |||
| Standard Deviation | 0.0866 | |||
| Variance | 0.0075 | |||
| Downside Variance | 0.0245 | |||
| Semi Variance | -0.02 | |||
| Expected Short fall | -0.13 |
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.
Story Coverage note for Vanguard Limited
The amount of media and story coverage tied to Vanguard Limited Term Tax Exempt can signal where market attention is concentrating at the moment. This is most useful when investors want to understand why a security is suddenly drawing more public discussion.
Other Macroaxis Stories
Macroaxis publishes story content for a diverse readership that includes finance students, independent investors, money managers, and market-focused operating teams. What connects that audience is a focus on building stronger portfolios through better research, risk awareness, and comparative analysis.