Spotify Technology Stock Forecast - Naive Prediction

SPOT Stock  USD 475.24  1.37  0.29%   
The Naive Prediction forecasted value of Spotify Technology SA on the next trading day is expected to be 467.90 with a mean absolute deviation of 6.98 and the sum of the absolute errors of 425.55. Spotify Stock Forecast is based on your current time horizon.
  
At this time, Spotify Technology's Payables Turnover is comparatively stable compared to the past year. Fixed Asset Turnover is likely to gain to 25.91 in 2024, whereas Inventory Turnover is likely to drop 58.67 in 2024. . Common Stock Shares Outstanding is likely to gain to about 201.4 M in 2024, whereas Net Loss is likely to drop (519.2 M) in 2024.
Forecasting cash, or other financial indicators, requires analysts to apply different statistical methods, techniques, and algorithms to find hidden patterns within the Spotify Technology's financial statements to predict how it will affect future prices.
 
Cash  
First Reported
2016-12-31
Previous Quarter
4.1 B
Current Value
4.7 B
Quarterly Volatility
1.3 B
 
Covid
A naive forecasting model for Spotify Technology is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Spotify Technology SA 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.

Spotify Technology Naive Prediction Price Forecast For the 29th of November

Given 90 days horizon, the Naive Prediction forecasted value of Spotify Technology SA on the next trading day is expected to be 467.90 with a mean absolute deviation of 6.98, mean absolute percentage error of 90.66, and the sum of the absolute errors of 425.55.
Please note that although there have been many attempts to predict Spotify 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 Spotify Technology's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Spotify Technology Stock Forecast Pattern

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Spotify Technology Forecasted Value

In the context of forecasting Spotify Technology'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. Spotify Technology's downside and upside margins for the forecasting period are 465.72 and 470.07, respectively. We have considered Spotify Technology'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
475.24
465.72
Downside
467.90
Expected Value
470.07
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 Spotify Technology stock data series using in forecasting. Note that when a statistical model is used to represent Spotify Technology 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 Criteria122.6176
BiasArithmetic mean of the errors None
MADMean absolute deviation6.9763
MAPEMean absolute percentage error0.0177
SAESum of the absolute errors425.5527
This model is not at all useful as a medium-long range forecasting tool of Spotify Technology SA. 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 Spotify Technology. 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 Spotify Technology

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Spotify Technology. 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
474.27476.44478.61
Details
Intrinsic
Valuation
LowRealHigh
342.93345.10522.76
Details
36 Analysts
Consensus
LowTargetHigh
156.74172.24191.19
Details
Earnings
Estimates (0)
LowProjected EPSHigh
1.341.481.61
Details

Other Forecasting Options for Spotify Technology

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

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

Spotify Technology 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 Spotify Technology'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 Spotify Technology's current price.

Spotify Technology Market Strength Events

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

Spotify Technology Risk Indicators

The analysis of Spotify Technology'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 Spotify Technology's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting spotify 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 Spotify Stock Analysis

When running Spotify Technology's price analysis, check to measure Spotify Technology'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 Spotify Technology is operating at the current time. Most of Spotify Technology's value examination focuses on studying past and present price action to predict the probability of Spotify Technology's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Spotify Technology's price. Additionally, you may evaluate how the addition of Spotify Technology to your portfolios can decrease your overall portfolio volatility.