Peloton Interactive Stock Forecast - Naive Prediction

2ON Stock  EUR 9.20  0.19  2.02%   
The Naive Prediction forecasted value of Peloton Interactive on the next trading day is expected to be 9.58 with a mean absolute deviation of 0.30 and the sum of the absolute errors of 18.54. Peloton Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Peloton Interactive's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
A naive forecasting model for Peloton Interactive is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Peloton Interactive value for a given trading day is simply the observed value for the previous period. Due to the simplistic nature of the naive forecasting model, it can only be used to forecast up to one period.

Peloton Interactive Naive Prediction Price Forecast For the 29th of November

Given 90 days horizon, the Naive Prediction forecasted value of Peloton Interactive on the next trading day is expected to be 9.58 with a mean absolute deviation of 0.30, mean absolute percentage error of 0.15, and the sum of the absolute errors of 18.54.
Please note that although there have been many attempts to predict Peloton Stock 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 Peloton Interactive's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Peloton Interactive Stock Forecast Pattern

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Peloton Interactive Forecasted Value

In the context of forecasting Peloton Interactive's Stock 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. Peloton Interactive's downside and upside margins for the forecasting period are 3.30 and 15.86, respectively. We have considered Peloton Interactive'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
9.20
9.58
Expected Value
15.86
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Naive Prediction forecasting method's relative quality and the estimations of the prediction error of Peloton Interactive stock data series using in forecasting. Note that when a statistical model is used to represent Peloton Interactive stock, 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 Criteria118.0261
BiasArithmetic mean of the errors None
MADMean absolute deviation0.2991
MAPEMean absolute percentage error0.0522
SAESum of the absolute errors18.543
This model is not at all useful as a medium-long range forecasting tool of Peloton Interactive. This model is simplistic and is included partly for completeness and partly because of its simplicity. It is unlikely that you'll want to use this model directly to predict Peloton Interactive. Instead, consider using either the moving average model or the more general weighted moving average model with a higher (i.e., greater than 1) number of periods, and possibly a different set of weights.

Predictive Modules for Peloton Interactive

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Peloton Interactive. Regardless of method or technology, however, to accurately forecast the stock market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the stock 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.
Hype
Prediction
LowEstimatedHigh
3.179.3915.61
Details
Intrinsic
Valuation
LowRealHigh
0.496.7112.93
Details

Other Forecasting Options for Peloton Interactive

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

Peloton Interactive 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 Peloton Interactive stock to make a market-neutral strategy. Peer analysis of Peloton Interactive could also be used in its relative valuation, which is a method of valuing Peloton Interactive by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

Peloton Interactive Technical and Predictive Analytics

The stock market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Peloton Interactive'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 Peloton Interactive's current price.

Peloton Interactive Market Strength Events

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

Peloton Interactive Risk Indicators

The analysis of Peloton Interactive'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 Peloton Interactive's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting peloton stock 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.

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Additional Information and Resources on Investing in Peloton Stock

When determining whether Peloton Interactive offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Peloton Interactive's financial statements, including income statements, balance sheets, and cash flow statements, to assess its financial health. Key financial ratios are used to gauge profitability, efficiency, and growth potential of Peloton Interactive Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Peloton Interactive Stock:
Check out Historical Fundamental Analysis of Peloton Interactive to cross-verify your projections.
For more detail on how to invest in Peloton Stock please use our How to Invest in Peloton Interactive guide.
You can also try the Commodity Directory module to find actively traded commodities issued by global exchanges.
Please note, there is a significant difference between Peloton Interactive's value and its price as these two are different measures arrived at by different means. Investors typically determine if Peloton Interactive is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Peloton Interactive'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.