Republic Services Stock Forecast - Naive Prediction

RPU Stock  EUR 207.40  0.70  0.34%   
The Naive Prediction forecasted value of Republic Services on the next trading day is expected to be 208.80 with a mean absolute deviation of 2.65 and the sum of the absolute errors of 161.78. Republic Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Republic Services' historical fundamentals, such as revenue growth or operating cash flow patterns.
  
A naive forecasting model for Republic Services is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Republic Services 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.

Republic Services Naive Prediction Price Forecast For the 30th of November

Given 90 days horizon, the Naive Prediction forecasted value of Republic Services on the next trading day is expected to be 208.80 with a mean absolute deviation of 2.65, mean absolute percentage error of 10.35, and the sum of the absolute errors of 161.78.
Please note that although there have been many attempts to predict Republic 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 Republic Services' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Republic Services Stock Forecast Pattern

Backtest Republic ServicesRepublic Services Price PredictionBuy or Sell Advice 

Republic Services Forecasted Value

In the context of forecasting Republic Services' 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. Republic Services' downside and upside margins for the forecasting period are 207.51 and 210.08, respectively. We have considered Republic Services' 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
207.40
207.51
Downside
208.80
Expected Value
210.08
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 Republic Services stock data series using in forecasting. Note that when a statistical model is used to represent Republic Services 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 Criteria120.4471
BiasArithmetic mean of the errors None
MADMean absolute deviation2.6521
MAPEMean absolute percentage error0.0141
SAESum of the absolute errors161.7756
This model is not at all useful as a medium-long range forecasting tool of Republic Services. 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 Republic Services. 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 Republic Services

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Republic Services. 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
206.82208.10209.38
Details
Intrinsic
Valuation
LowRealHigh
158.96160.24228.91
Details

Other Forecasting Options for Republic Services

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

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

Republic Services 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 Republic Services' 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 Republic Services' current price.

Republic Services Market Strength Events

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

Republic Services Risk Indicators

The analysis of Republic Services' 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 Republic Services' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting republic 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 Republic Stock

When determining whether Republic Services is a strong investment it is important to analyze Republic Services' 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 Republic Services' future performance. For an informed investment choice regarding Republic Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of Republic Services to cross-verify your projections.
For more detail on how to invest in Republic Stock please use our How to Invest in Republic Services guide.
You can also try the Premium Stories module to follow Macroaxis premium stories from verified contributors across different equity types, categories and coverage scope.
Please note, there is a significant difference between Republic Services' value and its price as these two are different measures arrived at by different means. Investors typically determine if Republic Services is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Republic Services' 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.