Quaker Chemical Stock Forecast - Polynomial Regression
| KWR Stock | USD 141.06 3.07 2.13% |
The Polynomial Regression forecasted value of Quaker Chemical on the next trading day is expected to be 135.78 with a mean absolute deviation of 3.42 and the sum of the absolute errors of 208.46. Quaker Stock Forecast is based on your current time horizon. Although Quaker Chemical's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Quaker Chemical's systematic risk associated with finding meaningful patterns of Quaker Chemical fundamentals over time.
Quaker |
Quaker Chemical Polynomial Regression Price Forecast For the 21st of December
Given 90 days horizon, the Polynomial Regression forecasted value of Quaker Chemical on the next trading day is expected to be 135.78 with a mean absolute deviation of 3.42, mean absolute percentage error of 21.26, and the sum of the absolute errors of 208.46.Please note that although there have been many attempts to predict Quaker 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 Quaker Chemical's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Quaker Chemical Stock Forecast Pattern
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Quaker Chemical Forecasted Value
In the context of forecasting Quaker Chemical'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. Quaker Chemical's downside and upside margins for the forecasting period are 133.42 and 138.13, respectively. We have considered Quaker Chemical'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.
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 Quaker Chemical stock data series using in forecasting. Note that when a statistical model is used to represent Quaker Chemical 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 | 121.1675 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 3.4173 |
| MAPE | Mean absolute percentage error | 0.0211 |
| SAE | Sum of the absolute errors | 208.4554 |
Predictive Modules for Quaker Chemical
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Quaker Chemical. 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 Quaker Chemical's 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 Quaker Chemical
For every potential investor in Quaker, whether a beginner or expert, Quaker Chemical's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Quaker Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Quaker. Basic forecasting techniques help filter out the noise by identifying Quaker Chemical's price trends.Quaker Chemical 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 Quaker Chemical stock to make a market-neutral strategy. Peer analysis of Quaker Chemical could also be used in its relative valuation, which is a method of valuing Quaker Chemical by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Quaker Chemical 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 Quaker Chemical'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 Quaker Chemical's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
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| Statistic Functions | ||
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| Volume Indicators |
Quaker Chemical Market Strength Events
Market strength indicators help investors to evaluate how Quaker Chemical stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Quaker Chemical shares will generate the highest return on investment. By undertsting and applying Quaker Chemical stock market strength indicators, traders can identify Quaker Chemical entry and exit signals to maximize returns.
Quaker Chemical Risk Indicators
The analysis of Quaker Chemical'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 Quaker Chemical's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting quaker 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 | 1.54 | |||
| Standard Deviation | 2.37 | |||
| Variance | 5.63 |
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 Quaker Chemical
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 Quaker Chemical 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 Quaker Chemical will appreciate offsetting losses from the drop in the long position's value.The ability to find closely correlated positions to Quaker Chemical could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Quaker Chemical 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 Quaker Chemical - 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 Quaker Chemical to buy it.
The correlation of Quaker Chemical 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 Quaker Chemical moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Quaker Chemical 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 Quaker Chemical 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.Additional Tools for Quaker Stock Analysis
When running Quaker Chemical's price analysis, check to measure Quaker Chemical'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 Quaker Chemical is operating at the current time. Most of Quaker Chemical's value examination focuses on studying past and present price action to predict the probability of Quaker Chemical's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Quaker Chemical's price. Additionally, you may evaluate how the addition of Quaker Chemical to your portfolios can decrease your overall portfolio volatility.