PALO ALTO Stock Forecast - Simple Regression

PANW Stock   24.35  0.28  1.16%   
The Simple Regression forecasted value of PALO ALTO NETWORKS on the next trading day is expected to be 23.94 with a mean absolute deviation of 0.65 and the sum of the absolute errors of 39.82. PALO Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast PALO ALTO stock prices and determine the direction of PALO ALTO NETWORKS's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of PALO ALTO's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
At present, PALO ALTO's Cash is projected to decrease significantly based on the last few years of reporting. The current year's Long Term Investments is expected to grow to about 3.7 B, whereas Total Current Liabilities is forecasted to decline to about 6.6 B.
Simple Regression model is a single variable regression model that attempts to put a straight line through PALO ALTO price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

PALO ALTO Simple Regression Price Forecast For the 23rd of November

Given 90 days horizon, the Simple Regression forecasted value of PALO ALTO NETWORKS on the next trading day is expected to be 23.94 with a mean absolute deviation of 0.65, mean absolute percentage error of 0.58, and the sum of the absolute errors of 39.82.
Please note that although there have been many attempts to predict PALO 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 PALO ALTO's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

PALO ALTO Stock Forecast Pattern

Backtest PALO ALTOPALO ALTO Price PredictionBuy or Sell Advice 

PALO ALTO Forecasted Value

In the context of forecasting PALO ALTO'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. PALO ALTO's downside and upside margins for the forecasting period are 22.20 and 25.69, respectively. We have considered PALO ALTO'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
24.35
23.94
Expected Value
25.69
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Regression forecasting method's relative quality and the estimations of the prediction error of PALO ALTO stock data series using in forecasting. Note that when a statistical model is used to represent PALO ALTO 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 Criteria117.5705
BiasArithmetic mean of the errors None
MADMean absolute deviation0.6528
MAPEMean absolute percentage error0.0297
SAESum of the absolute errors39.8218
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as PALO ALTO NETWORKS historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Predictive Modules for PALO ALTO

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as PALO ALTO NETWORKS. 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
22.6024.3526.10
Details
Intrinsic
Valuation
LowRealHigh
21.9228.9830.73
Details
Bollinger
Band Projection (param)
LowMiddleHigh
21.4223.2725.12
Details

Other Forecasting Options for PALO ALTO

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

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

PALO ALTO NETWORKS 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 PALO ALTO'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 PALO ALTO's current price.

PALO ALTO Market Strength Events

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

PALO ALTO Risk Indicators

The analysis of PALO ALTO'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 PALO ALTO's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting palo 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 PALO ALTO

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 PALO ALTO 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 PALO ALTO will appreciate offsetting losses from the drop in the long position's value.

Moving against PALO Stock

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The ability to find closely correlated positions to PALO ALTO could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace PALO ALTO 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 PALO ALTO - 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 PALO ALTO NETWORKS to buy it.
The correlation of PALO ALTO 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 PALO ALTO moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if PALO ALTO NETWORKS 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 PALO ALTO 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
When determining whether PALO ALTO NETWORKS is a strong investment it is important to analyze PALO ALTO's 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 PALO ALTO's future performance. For an informed investment choice regarding PALO Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of PALO ALTO to cross-verify your projections.
You can also try the Portfolio Holdings module to check your current holdings and cash postion to detemine if your portfolio needs rebalancing.
Please note, there is a significant difference between PALO ALTO's value and its price as these two are different measures arrived at by different means. Investors typically determine if PALO ALTO is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, PALO ALTO'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.