Sleep Cycle Stock Forecast - Naive Prediction

SLEEP Stock  SEK 37.40  0.50  1.36%   
The Naive Prediction forecasted value of Sleep Cycle AB on the next trading day is expected to be 36.03 with a mean absolute deviation of 0.68 and the sum of the absolute errors of 41.32. Sleep Stock Forecast is based on your current time horizon.
  
A naive forecasting model for Sleep Cycle is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Sleep Cycle AB 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.

Sleep Cycle Naive Prediction Price Forecast For the 21st of December

Given 90 days horizon, the Naive Prediction forecasted value of Sleep Cycle AB on the next trading day is expected to be 36.03 with a mean absolute deviation of 0.68, mean absolute percentage error of 0.73, and the sum of the absolute errors of 41.32.
Please note that although there have been many attempts to predict Sleep 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 Sleep Cycle's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Sleep Cycle Stock Forecast Pattern

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Sleep Cycle Forecasted Value

In the context of forecasting Sleep Cycle'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. Sleep Cycle's downside and upside margins for the forecasting period are 34.07 and 37.99, respectively. We have considered Sleep Cycle'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
37.40
36.03
Expected Value
37.99
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 Sleep Cycle stock data series using in forecasting. Note that when a statistical model is used to represent Sleep Cycle 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 Criteria117.7984
BiasArithmetic mean of the errors None
MADMean absolute deviation0.6774
MAPEMean absolute percentage error0.0156
SAESum of the absolute errors41.319
This model is not at all useful as a medium-long range forecasting tool of Sleep Cycle AB. 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 Sleep Cycle. 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 Sleep Cycle

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Sleep Cycle AB. 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
34.9536.9038.85
Details
Intrinsic
Valuation
LowRealHigh
30.1532.1040.59
Details
Bollinger
Band Projection (param)
LowMiddleHigh
36.8940.4443.98
Details

Other Forecasting Options for Sleep Cycle

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

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

Sleep Cycle AB 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 Sleep Cycle'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 Sleep Cycle's current price.

Sleep Cycle Market Strength Events

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

Sleep Cycle Risk Indicators

The analysis of Sleep Cycle'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 Sleep Cycle's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting sleep 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.

Thematic Opportunities

Explore Investment Opportunities

Build portfolios using Macroaxis predefined set of investing ideas. Many of Macroaxis investing ideas can easily outperform a given market. Ideas can also be optimized per your risk profile before portfolio origination is invoked. Macroaxis thematic optimization helps investors identify companies most likely to benefit from changes or shifts in various micro-economic or local macro-level trends. Originating optimal thematic portfolios involves aligning investors' personal views, ideas, and beliefs with their actual investments.
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Additional Tools for Sleep Stock Analysis

When running Sleep Cycle's price analysis, check to measure Sleep Cycle's market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy Sleep Cycle is operating at the current time. Most of Sleep Cycle's value examination focuses on studying past and present price action to predict the probability of Sleep Cycle's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Sleep Cycle's price. Additionally, you may evaluate how the addition of Sleep Cycle to your portfolios can decrease your overall portfolio volatility.