Ranger Energy Stock Forecast - Naive Prediction

RNGR Stock  USD 15.81  0.27  1.74%   
The Naive Prediction forecasted value of Ranger Energy Services on the next trading day is expected to be 15.79 with a mean absolute deviation of 0.24 and the sum of the absolute errors of 14.85. Ranger Stock Forecast is based on your current time horizon. Although Ranger Energy's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Ranger Energy's systematic risk associated with finding meaningful patterns of Ranger Energy fundamentals over time.
  
At this time, Ranger Energy's Receivables Turnover is relatively stable compared to the past year. As of 11/20/2024, Fixed Asset Turnover is likely to grow to 2.84, while Inventory Turnover is likely to drop 57.14. . As of 11/20/2024, Net Income Applicable To Common Shares is likely to grow to about 18.2 M, while Common Stock Shares Outstanding is likely to drop slightly above 13.4 M.

Ranger Energy Cash Forecast

Forecasting financial indicators like cash flow involves analysts applying various statistical methods, techniques, and algorithms. These tools reveal hidden trends within the Ranger Energy's financial statements to estimate their effects on upcoming price movements.
 
Cash  
First Reported
2015-12-31
Previous Quarter
8.7 M
Current Value
14.8 M
Quarterly Volatility
M
 
Yuan Drop
 
Covid
A naive forecasting model for Ranger Energy is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Ranger Energy 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.

Ranger Energy Naive Prediction Price Forecast For the 21st of November

Given 90 days horizon, the Naive Prediction forecasted value of Ranger Energy Services on the next trading day is expected to be 15.79 with a mean absolute deviation of 0.24, mean absolute percentage error of 0.09, and the sum of the absolute errors of 14.85.
Please note that although there have been many attempts to predict Ranger 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 Ranger Energy's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Ranger Energy Stock Forecast Pattern

Backtest Ranger EnergyRanger Energy Price PredictionBuy or Sell Advice 

Ranger Energy Forecasted Value

In the context of forecasting Ranger Energy'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. Ranger Energy's downside and upside margins for the forecasting period are 14.04 and 17.54, respectively. We have considered Ranger Energy'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
15.81
15.79
Expected Value
17.54
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 Ranger Energy stock data series using in forecasting. Note that when a statistical model is used to represent Ranger Energy 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 Criteria117.5177
BiasArithmetic mean of the errors None
MADMean absolute deviation0.2396
MAPEMean absolute percentage error0.0188
SAESum of the absolute errors14.8544
This model is not at all useful as a medium-long range forecasting tool of Ranger Energy 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 Ranger Energy. 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 Ranger Energy

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Ranger Energy 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
13.6015.3317.06
Details
Intrinsic
Valuation
LowRealHigh
14.3016.0317.76
Details
2 Analysts
Consensus
LowTargetHigh
13.6515.0016.65
Details
Earnings
Estimates (0)
LowProjected EPSHigh
0.140.190.14
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Ranger Energy. Your research has to be compared to or analyzed against Ranger Energy's peers to derive any actionable benefits. When done correctly, Ranger Energy's competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in Ranger Energy Services.

Other Forecasting Options for Ranger Energy

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

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

Ranger Energy 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 Ranger Energy'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 Ranger Energy's current price.

Ranger Energy Market Strength Events

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

Ranger Energy Risk Indicators

The analysis of Ranger Energy'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 Ranger Energy's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting ranger 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.

Pair Trading with Ranger Energy

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 Ranger Energy 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 Ranger Energy will appreciate offsetting losses from the drop in the long position's value.

Moving together with Ranger Stock

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  0.74DNOW Now IncPairCorr

Moving against Ranger Stock

  0.67XPRO Expro Group HoldingsPairCorr
  0.49DTI Drilling Tools InterPairCorr
  0.33WFRD Weatherford InternationalPairCorr
The ability to find closely correlated positions to Ranger Energy could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Ranger Energy 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 Ranger Energy - 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 Ranger Energy Services to buy it.
The correlation of Ranger Energy 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 Ranger Energy moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Ranger Energy Services 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 Ranger Energy 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

Additional Tools for Ranger Stock Analysis

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