Vanguard Consumer Etf Forecast - Double Exponential Smoothing

VCR Etf  USD 372.51  1.84  0.49%   
The Double Exponential Smoothing forecasted value of Vanguard Consumer Discretionary on the next trading day is expected to be 373.34 with a mean absolute deviation of 3.23 and the sum of the absolute errors of 190.37. Vanguard Etf Forecast is based on your current time horizon.
  
Double exponential smoothing - also known as Holt exponential smoothing is a refinement of the popular simple exponential smoothing model with an additional trending component. Double exponential smoothing model for Vanguard Consumer works best with periods where there are trends or seasonality.

Vanguard Consumer Double Exponential Smoothing Price Forecast For the 29th of November

Given 90 days horizon, the Double Exponential Smoothing forecasted value of Vanguard Consumer Discretionary on the next trading day is expected to be 373.34 with a mean absolute deviation of 3.23, mean absolute percentage error of 18.47, and the sum of the absolute errors of 190.37.
Please note that although there have been many attempts to predict Vanguard Etf prices using its time series forecasting, we generally do not recommend 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 Consumer's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Vanguard Consumer Etf Forecast Pattern

Backtest Vanguard ConsumerVanguard Consumer Price PredictionBuy or Sell Advice 

Vanguard Consumer Forecasted Value

In the context of forecasting Vanguard Consumer's Etf value on the next trading day, we examine the predictive performance of the model to find good statistically significant boundaries of downside and upside scenarios. Vanguard Consumer's downside and upside margins for the forecasting period are 372.23 and 374.46, respectively. We have considered Vanguard Consumer's daily market price to evaluate the above model's predictive performance. Remember, however, there is no scientific proof or empirical evidence that traditional linear or nonlinear forecasting models outperform artificial intelligence and frequency domain models to provide accurate forecasts consistently.
Market Value
372.51
372.23
Downside
373.34
Expected Value
374.46
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Double Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Vanguard Consumer etf data series using in forecasting. Note that when a statistical model is used to represent Vanguard Consumer etf, 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.
AICAkaike Information CriteriaHuge
BiasArithmetic mean of the errors -0.4006
MADMean absolute deviation3.2266
MAPEMean absolute percentage error0.0095
SAESum of the absolute errors190.3718
When Vanguard Consumer Discretionary prices exhibit either an increasing or decreasing trend over time, simple exponential smoothing forecasts tend to lag behind observations. Double exponential smoothing is designed to address this type of data series by taking into account any Vanguard Consumer Discretionary trend in the prices. So in double exponential smoothing past observations are given exponentially smaller weights as the observations get older. In other words, recent Vanguard Consumer observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for Vanguard Consumer

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Vanguard Consumer. Regardless of method or technology, however, to accurately forecast the etf market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the etf market accurately is still an essential part of the overall investment decision process. Using different forecasting techniques and comparing the results might improve your chances of accuracy even though unexpected events may often change the market sentiment and impact your forecasting results.
Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of Vanguard Consumer's price to converge to an average value over time is called mean reversion. However, historically, high market prices usually discourage investors that believe in mean reversion to invest, while low prices are viewed as an opportunity to buy.
Hype
Prediction
LowEstimatedHigh
370.64371.75372.86
Details
Intrinsic
Valuation
LowRealHigh
335.26395.24396.35
Details

Other Forecasting Options for Vanguard Consumer

For every potential investor in Vanguard, whether a beginner or expert, Vanguard Consumer's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Vanguard Etf price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Vanguard. Basic forecasting techniques help filter out the noise by identifying Vanguard Consumer's price trends.

Vanguard Consumer Related Equities

One of the popular trading techniques among algorithmic traders is to use market-neutral strategies where every trade hedges away some risk. Because there are two separate transactions required, even if one position performs unexpectedly, the other equity can make up some of the losses. Below are some of the equities that can be combined with Vanguard Consumer etf to make a market-neutral strategy. Peer analysis of Vanguard Consumer could also be used in its relative valuation, which is a method of valuing Vanguard Consumer by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

Vanguard Consumer Technical and Predictive Analytics

The etf market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Vanguard Consumer's price movements, a comprehensive understanding of forecasting methods that an investor can rely on to make the right move is invaluable. These methods predict trends that assist an investor in predicting the movement of Vanguard Consumer's current price.

Vanguard Consumer Market Strength Events

Market strength indicators help investors to evaluate how Vanguard Consumer etf reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Vanguard Consumer shares will generate the highest return on investment. By undertsting and applying Vanguard Consumer etf market strength indicators, traders can identify Vanguard Consumer Discretionary entry and exit signals to maximize returns.

Vanguard Consumer Risk Indicators

The analysis of Vanguard Consumer's basic risk indicators is one of the essential steps in accurately forecasting its future price. The process involves identifying the amount of risk involved in Vanguard Consumer's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting vanguard etf prices, we also provide a set of basic risk indicators that can assist in the individual investment decision or help in hedging the risk of your existing portfolios.
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.

Pair Trading with Vanguard Consumer

One of the main advantages of trading using pair correlations is that every trade hedges away some risk. Because there are two separate transactions required, even if Vanguard Consumer position performs unexpectedly, the other equity can make up some of the losses. Pair trading also minimizes risk from directional movements in the market. For example, if an entire industry or sector drops because of unexpected headlines, the short position in Vanguard Consumer will appreciate offsetting losses from the drop in the long position's value.

Moving together with Vanguard Etf

  1.0XLY Consumer DiscretionaryPairCorr
  1.0FDIS Fidelity MSCI ConsumerPairCorr

Moving against Vanguard Etf

  0.91FNGD MicroSectors FANG IndexPairCorr
  0.56WTRE WisdomTree New EconomyPairCorr
  0.5BBBI BondBloxx ETF TrustPairCorr
  0.38HUM Humana Inc Fiscal Year End 23rd of January 2025 PairCorr
The ability to find closely correlated positions to Vanguard Consumer could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Vanguard Consumer when you sell it. If you don't do this, your portfolio allocation will be skewed against your target asset allocation. So, investors can't just sell and buy back Vanguard Consumer - that would be a violation of the tax code under the "wash sale" rule, and this is why you need to find a similar enough asset and use the proceeds from selling Vanguard Consumer Discretionary to buy it.
The correlation of Vanguard Consumer is a statistical measure of how it moves in relation to other instruments. This measure is expressed in what is known as the correlation coefficient, which ranges between -1 and +1. A perfect positive correlation (i.e., a correlation coefficient of +1) implies that as Vanguard Consumer moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Vanguard Consumer moves in either direction, the perfectly negatively correlated security will move in the opposite direction. If the correlation is 0, the equities are not correlated; they are entirely random. A correlation greater than 0.8 is generally described as strong, whereas a correlation less than 0.5 is generally considered weak.
Correlation analysis and pair trading evaluation for Vanguard Consumer can also be used as hedging techniques within a particular sector or industry or even over random equities to generate a better risk-adjusted return on your portfolios.
Pair CorrelationCorrelation Matching
When determining whether Vanguard Consumer is a strong investment it is important to analyze Vanguard Consumer's competitive position within its industry, examining market share, product or service uniqueness, and competitive advantages. Beyond financials and market position, potential investors should also consider broader economic conditions, industry trends, and any regulatory or geopolitical factors that may impact Vanguard Consumer's future performance. For an informed investment choice regarding Vanguard Etf, refer to the following important reports:
Check out Historical Fundamental Analysis of Vanguard Consumer to cross-verify your projections.
You can also try the Fundamental Analysis module to view fundamental data based on most recent published financial statements.
The market value of Vanguard Consumer is measured differently than its book value, which is the value of Vanguard that is recorded on the company's balance sheet. Investors also form their own opinion of Vanguard Consumer's value that differs from its market value or its book value, called intrinsic value, which is Vanguard Consumer's true underlying value. Investors use various methods to calculate intrinsic value and buy a stock when its market value falls below its intrinsic value. Because Vanguard Consumer's market value can be influenced by many factors that don't directly affect Vanguard Consumer's underlying business (such as a pandemic or basic market pessimism), market value can vary widely from intrinsic value.
Please note, there is a significant difference between Vanguard Consumer's value and its price as these two are different measures arrived at by different means. Investors typically determine if Vanguard Consumer is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Vanguard Consumer's price is the amount at which it trades on the open market and represents the number that a seller and buyer find agreeable to each party.