Lennox International Stock Forecast - Polynomial Regression

LII Stock  USD 667.13  7.09  1.07%   
The Polynomial Regression forecasted value of Lennox International on the next trading day is expected to be 687.98 with a mean absolute deviation of 9.35 and the sum of the absolute errors of 570.37. Lennox Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Lennox International's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
As of now, Lennox International's Inventory Turnover is decreasing as compared to previous years. The Lennox International's current Fixed Asset Turnover is estimated to increase to 10.47, while Payables Turnover is projected to decrease to 9.02. . The Lennox International's current Common Stock Shares Outstanding is estimated to increase to about 40.6 M. The Lennox International's current Net Income Applicable To Common Shares is estimated to increase to about 600.2 M.
Lennox International polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Lennox International as well as the accuracy indicators are determined from the period prices.

Lennox International Polynomial Regression Price Forecast For the 2nd of December

Given 90 days horizon, the Polynomial Regression forecasted value of Lennox International on the next trading day is expected to be 687.98 with a mean absolute deviation of 9.35, mean absolute percentage error of 119.27, and the sum of the absolute errors of 570.37.
Please note that although there have been many attempts to predict Lennox 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 Lennox International's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Lennox International Stock Forecast Pattern

Backtest Lennox InternationalLennox International Price PredictionBuy or Sell Advice 

Lennox International Forecasted Value

In the context of forecasting Lennox International'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. Lennox International's downside and upside margins for the forecasting period are 686.46 and 689.50, respectively. We have considered Lennox International'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
667.13
686.46
Downside
687.98
Expected Value
689.50
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 Lennox International stock data series using in forecasting. Note that when a statistical model is used to represent Lennox International 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 Criteria122.8919
BiasArithmetic mean of the errors None
MADMean absolute deviation9.3503
MAPEMean absolute percentage error0.0153
SAESum of the absolute errors570.3658
A single variable polynomial regression model attempts to put a curve through the Lennox International 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 Lennox International

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Lennox International. 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
665.24666.76668.28
Details
Intrinsic
Valuation
LowRealHigh
594.28595.80733.84
Details
Bollinger
Band Projection (param)
LowMiddleHigh
611.71651.64691.57
Details
20 Analysts
Consensus
LowTargetHigh
361.92397.71441.46
Details

Other Forecasting Options for Lennox International

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

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

Lennox International 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 Lennox International'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 Lennox International's current price.

Lennox International Market Strength Events

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

Lennox International Risk Indicators

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

Currently Active Assets on Macroaxis

When determining whether Lennox International offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Lennox International'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 Lennox International Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Lennox International Stock:
Check out Historical Fundamental Analysis of Lennox International to cross-verify your projections.
For more detail on how to invest in Lennox Stock please use our How to Invest in Lennox International guide.
You can also try the Sync Your Broker module to sync your existing holdings, watchlists, positions or portfolios from thousands of online brokerage services, banks, investment account aggregators and robo-advisors..
Is Building Products space 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 Lennox International. If investors know Lennox 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 Lennox International 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
0.83
Dividend Share
4.5
Earnings Share
21.08
Revenue Per Share
144.796
Quarterly Revenue Growth
0.096
The market value of Lennox International is measured differently than its book value, which is the value of Lennox that is recorded on the company's balance sheet. Investors also form their own opinion of Lennox International's value that differs from its market value or its book value, called intrinsic value, which is Lennox International'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 Lennox International's market value can be influenced by many factors that don't directly affect Lennox International'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 Lennox International's value and its price as these two are different measures arrived at by different means. Investors typically determine if Lennox International is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Lennox International'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.