PPG Industries Stock Forecast - Polynomial Regression
| PPG Stock | USD 131.16 0.26 0.20% |
The Polynomial Regression forecasted value of PPG Industries on the next trading day is expected to be 129.18 with a mean absolute deviation of 1.36 and the sum of the absolute errors of 84.37. PPG Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast PPG Industries stock prices and determine the direction of PPG Industries's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of PPG Industries' historical fundamentals, such as revenue growth or operating cash flow patterns. Although PPG Industries' naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of PPG Industries' systematic risk associated with finding meaningful patterns of PPG Industries fundamentals over time.
Check out Historical Fundamental Analysis of PPG Industries to cross-verify your projections. PPG |
Open Interest Against 2024-04-26 PPG Option Contracts
Although open interest is a measure utilized in the options markets, it could be used to forecast PPG Industries' spot prices because the number of available contracts in the market changes daily, and new contracts can be created or liquidated at will. Since open interest in PPG Industries' options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for PPG Industries stock based on available contracts left at the end of a trading day.
Please note that to derive more accurate forecasting about market movement from the current PPG Industries' open interest, investors have to compare it to PPG Industries' spot prices. As Ford's stock price increases, high open interest indicates that money is entering the market, and the market is strongly bullish. Conversely, if the price of PPG Industries is decreasing and there is high open interest, that is a sign that the bearish trend will continue, and investors may react by taking short positions in PPG. So, decreasing or low open interest during a bull market indicates that investors are becoming uncertain of the depth of the bullish trend, and a reversal in sentiment will likely follow.
Most investors in PPG Industries cannot accurately predict what will happen the next trading day because, historically, stock markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the PPG Industries' time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets PPG Industries' price structures and extracts relationships that further increase the generated results' accuracy.
PPG Industries polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for PPG Industries as well as the accuracy indicators are determined from the period prices. PPG Industries Polynomial Regression Price Forecast For the 24th of April
Given 90 days horizon, the Polynomial Regression forecasted value of PPG Industries on the next trading day is expected to be 129.18 with a mean absolute deviation of 1.36, mean absolute percentage error of 3.03, and the sum of the absolute errors of 84.37.Please note that although there have been many attempts to predict PPG 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 PPG Industries' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
PPG Industries Stock Forecast Pattern
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PPG Industries Forecasted Value
In the context of forecasting PPG Industries' 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. PPG Industries' downside and upside margins for the forecasting period are 128.02 and 130.34, respectively. We have considered PPG Industries' 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.
Model Predictive Factors
The below table displays some essential indicators generated by the model showing the Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of PPG Industries stock data series using in forecasting. Note that when a statistical model is used to represent PPG Industries 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.| AIC | Akaike Information Criteria | 121.0573 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 1.3607 |
| MAPE | Mean absolute percentage error | 0.0097 |
| SAE | Sum of the absolute errors | 84.3665 |
Predictive Modules for PPG Industries
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as PPG Industries. 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.Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of PPG Industries' price to converge to an average value over time is called mean reversion. However, historically, high market prices usually discourage investors that believe in mean reversion to invest, while low prices are viewed as an opportunity to buy.
Other Forecasting Options for PPG Industries
For every potential investor in PPG, whether a beginner or expert, PPG Industries' price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. PPG Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in PPG. Basic forecasting techniques help filter out the noise by identifying PPG Industries' price trends.PPG Industries 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 PPG Industries stock to make a market-neutral strategy. Peer analysis of PPG Industries could also be used in its relative valuation, which is a method of valuing PPG Industries by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
PPG Industries 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 PPG Industries' 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 PPG Industries' current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
PPG Industries Market Strength Events
Market strength indicators help investors to evaluate how PPG Industries stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading PPG Industries shares will generate the highest return on investment. By undertsting and applying PPG Industries stock market strength indicators, traders can identify PPG Industries entry and exit signals to maximize returns.
| Accumulation Distribution | 37871.21 | |||
| Daily Balance Of Power | 0.1287 | |||
| Rate Of Daily Change | 1.0 | |||
| Day Median Price | 130.24 | |||
| Day Typical Price | 130.55 | |||
| Price Action Indicator | 1.05 | |||
| Period Momentum Indicator | 0.26 |
PPG Industries Risk Indicators
The analysis of PPG Industries' 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 PPG Industries' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting ppg 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.
| Mean Deviation | 0.9525 | |||
| Standard Deviation | 1.19 | |||
| Variance | 1.41 |
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.
PPG Industries Investors Sentiment
The influence of PPG Industries' investor sentiment on the probability of its price appreciation or decline could be a good factor in your decision-making process regarding taking a position in PPG. The overall investor sentiment generally increases the direction of a stock movement in a one-year investment horizon. However, the impact of investor sentiment on the entire stock market does not have solid backing from leading economists and market statisticians.
Investor biases related to PPG Industries' public news can be used to forecast risks associated with an investment in PPG. The trend in average sentiment can be used to explain how an investor holding PPG can time the market purely based on public headlines and social activities around PPG Industries. Please note that most equities that are difficult to arbitrage are affected by market sentiment the most.
PPG Industries' market sentiment shows the aggregated news analyzed to detect positive and negative mentions from the text and comments. The data is normalized to provide daily scores for PPG Industries' and other traded tickers. The bigger the bubble, the more accurate is the estimated score. Higher bars for a given day show more participation in the average PPG Industries' news discussions. The higher the estimated score, the more favorable is the investor's outlook on PPG Industries.
PPG Industries Implied Volatility | 24.56 |
PPG Industries' implied volatility exposes the market's sentiment of PPG Industries stock's possible movements over time. However, it does not forecast the overall direction of its price. In a nutshell, if PPG Industries' implied volatility is high, the market thinks the stock has potential for high price swings in either direction. On the other hand, the low implied volatility suggests that PPG Industries stock will not fluctuate a lot when PPG Industries' options are near their expiration.
Some investors attempt to determine whether the market's mood is bullish or bearish by monitoring changes in market sentiment. Unlike more traditional methods such as technical analysis, investor sentiment usually refers to the aggregate attitude towards PPG Industries in the overall investment community. So, suppose investors can accurately measure the market's sentiment. In that case, they can use it for their benefit. For example, some tools to gauge market sentiment could be utilized using contrarian indexes, PPG Industries' short interest history, or implied volatility extrapolated from PPG Industries options trading.
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Check out Historical Fundamental Analysis of PPG Industries to cross-verify your projections. For more detail on how to invest in PPG Stock please use our How to Invest in PPG Industries guide.You can also try the Watchlist Optimization module to optimize watchlists to build efficient portfolios or rebalance existing positions based on the mean-variance optimization algorithm.
Complementary Tools for PPG Stock analysis
When running PPG Industries' price analysis, check to measure PPG Industries' 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 PPG Industries is operating at the current time. Most of PPG Industries' value examination focuses on studying past and present price action to predict the probability of PPG Industries' future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move PPG Industries' price. Additionally, you may evaluate how the addition of PPG Industries to your portfolios can decrease your overall portfolio volatility.
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Is PPG Industries' industry expected to grow? Or is there an opportunity to expand the business' product line in the future? Factors like these will boost the valuation of PPG Industries. If investors know PPG will grow in the future, the company's valuation will be higher. The financial industry is built on trying to define current growth potential and future valuation accurately. All the valuation information about PPG Industries listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Quarterly Earnings Growth 0.523 | Dividend Share 2.57 | Earnings Share 5.93 | Revenue Per Share 77.038 | Quarterly Revenue Growth (0.02) |
The market value of PPG Industries is measured differently than its book value, which is the value of PPG that is recorded on the company's balance sheet. Investors also form their own opinion of PPG Industries' value that differs from its market value or its book value, called intrinsic value, which is PPG Industries' true underlying value. Investors use various methods to calculate intrinsic value and buy a stock when its market value falls below its intrinsic value. Because PPG Industries' market value can be influenced by many factors that don't directly affect PPG Industries' underlying business (such as a pandemic or basic market pessimism), market value can vary widely from intrinsic value.
Please note, there is a significant difference between PPG Industries' value and its price as these two are different measures arrived at by different means. Investors typically determine if PPG Industries is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, PPG Industries' 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.