Avista Stock Forecast - Polynomial Regression

AVA Stock  USD 37.61  0.14  0.37%   
The Polynomial Regression forecasted value of Avista on the next trading day is expected to be 38.14 with a mean absolute deviation of  0.45  and the sum of the absolute errors of 27.30. Avista Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Avista stock prices and determine the direction of Avista's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Avista's historical fundamentals, such as revenue growth or operating cash flow patterns. Although Avista's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Avista's systematic risk associated with finding meaningful patterns of Avista fundamentals over time.
Check out Historical Fundamental Analysis of Avista to cross-verify your projections.
For information on how to trade Avista Stock refer to our How to Trade Avista Stock guide.
  
At present, Avista's Payables Turnover is projected to increase slightly based on the last few years of reporting. The current year's Receivables Turnover is expected to grow to 8.31, whereas Inventory Turnover is forecasted to decline to 4.17. . As of May 8, 2024, Common Stock Shares Outstanding is expected to decline to about 60.2 M. In addition to that, Net Income Applicable To Common Shares is expected to decline to about 108.8 M.

Open Interest Against 2024-05-17 Avista Option Contracts

Although open interest is a measure utilized in the options markets, it could be used to forecast Avista's 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 Avista's options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for Avista 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 Avista's open interest, investors have to compare it to Avista's 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 Avista 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 Avista. 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 Avista 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 Avista's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Avista's price structures and extracts relationships that further increase the generated results' accuracy.
Avista polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Avista as well as the accuracy indicators are determined from the period prices.

Avista Polynomial Regression Price Forecast For the 9th of May

Given 90 days horizon, the Polynomial Regression forecasted value of Avista on the next trading day is expected to be 38.14 with a mean absolute deviation of 0.45, mean absolute percentage error of 0.28, and the sum of the absolute errors of 27.30.
Please note that although there have been many attempts to predict Avista 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 Avista's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Avista Stock Forecast Pattern

Backtest AvistaAvista Price PredictionBuy or Sell Advice 

Avista Forecasted Value

In the context of forecasting Avista'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. Avista's downside and upside margins for the forecasting period are 36.82 and 39.46, respectively. We have considered Avista'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
37.61
38.14
Expected Value
39.46
Upside

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 Avista stock data series using in forecasting. Note that when a statistical model is used to represent Avista 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 Criteria116.8436
BiasArithmetic mean of the errors None
MADMean absolute deviation0.4476
MAPEMean absolute percentage error0.0131
SAESum of the absolute errors27.3045
A single variable polynomial regression model attempts to put a curve through the Avista historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm

Predictive Modules for Avista

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Avista. 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 Avista'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.
Hype
Prediction
LowEstimatedHigh
36.4337.7539.07
Details
Intrinsic
Valuation
LowRealHigh
34.9536.2741.53
Details
Bollinger
Band Projection (param)
LowMiddleHigh
32.8335.4438.05
Details
5 Analysts
Consensus
LowTargetHigh
33.6737.0041.07
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Avista. Your research has to be compared to or analyzed against Avista's peers to derive any actionable benefits. When done correctly, Avista'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 Avista.

Other Forecasting Options for Avista

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

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

Avista 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 Avista'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 Avista's current price.

Avista Market Strength Events

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

Avista Risk Indicators

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

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

Moving together with Avista Stock

  0.72AES AES Sell-off TrendPairCorr
  0.84ALE Allete IncPairCorr

Moving against Avista Stock

  0.71HE Hawaiian Electric Financial Report 14th of May 2024 PairCorr
  0.68MNTK Montauk RenewablesPairCorr
  0.58ELP Companhia ParanaensePairCorr
  0.56ELPC Companhia ParanaensePairCorr
  0.54DUKB Duke Energy CorpPairCorr
The ability to find closely correlated positions to Avista could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Avista 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 Avista - 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 Avista to buy it.
The correlation of Avista 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 Avista moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Avista 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 Avista 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 Avista offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Avista's financial statements, including income statements, balance sheets, and cash flow statements, to assess its financial health. Key financial ratios are used to gauge profitability, efficiency, and growth potential of Avista Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Avista Stock:
Check out Historical Fundamental Analysis of Avista to cross-verify your projections.
For information on how to trade Avista Stock refer to our How to Trade Avista Stock guide.
You can also try the Sign In To Macroaxis module to sign in to explore Macroaxis' wealth optimization platform and fintech modules.

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When running Avista's price analysis, check to measure Avista'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 Avista is operating at the current time. Most of Avista's value examination focuses on studying past and present price action to predict the probability of Avista's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Avista's price. Additionally, you may evaluate how the addition of Avista to your portfolios can decrease your overall portfolio volatility.
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Is Avista's 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 Avista. If investors know Avista 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 Avista 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
0.247
Dividend Share
1.855
Earnings Share
2.42
Revenue Per Share
24.452
Quarterly Revenue Growth
0.284
The market value of Avista is measured differently than its book value, which is the value of Avista that is recorded on the company's balance sheet. Investors also form their own opinion of Avista's value that differs from its market value or its book value, called intrinsic value, which is Avista's 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 Avista's market value can be influenced by many factors that don't directly affect Avista's 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 Avista's value and its price as these two are different measures arrived at by different means. Investors typically determine if Avista is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Avista'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.