Aimia Stock Forward View - Polynomial Regression

AIM Stock  CAD 3.00  0.01  0.33%   
Aimia Stock outlook is based on your current time horizon. Although Aimia's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Aimia's systematic risk associated with finding meaningful patterns of Aimia fundamentals over time.
As of today, The relative strength index (RSI) of Aimia's share price is at 59. This suggests that the stock is in nutural position, most likellhy at or near its resistance level. The main idea of RSI analysis is to track how fast people are buying or selling Aimia, making its price go up or down.

Momentum 59

 Buy Extended

 
Oversold
 
Overbought
The successful prediction of Aimia's future price could yield a significant profit. We analyze noise-free headlines and recent hype associated with Aimia Inc, which may create opportunities for some arbitrage if properly timed. Below are the key fundamental drivers impacting Aimia's stock price prediction:
Quarterly Earnings Growth
1.3 K
EPS Estimate Next Quarter
0.04
EPS Estimate Current Year
0.49
EPS Estimate Next Year
0.25
Wall Street Target Price
3.75
Using Aimia hype-based prediction, you can estimate the value of Aimia Inc from the perspective of Aimia response to recently generated media hype and the effects of current headlines on its competitors.
The Polynomial Regression forecasted value of Aimia Inc on the next trading day is expected to be 3.13 with a mean absolute deviation of 0.04 and the sum of the absolute errors of 2.35.

Aimia after-hype prediction price

    
  CAD 3.03  
There is no one specific way to measure market sentiment using hype analysis or a similar predictive technique. This prediction method should be used in combination with more fundamental and traditional techniques such as stock price forecasting, technical analysis, analysts consensus, earnings estimates, and various momentum models.
  
Check out Historical Fundamental Analysis of Aimia to cross-verify your projections.

Aimia Additional Predictive Modules

Most predictive techniques to examine Aimia price help traders to determine how to time the market. We provide a combination of tools to recognize potential entry and exit points for Aimia using various technical indicators. When you analyze Aimia charts, please remember that the event formation may indicate an entry point for a short seller, and look at other indicators across different periods to confirm that a breakdown or reversion is likely to occur.
Aimia polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Aimia Inc as well as the accuracy indicators are determined from the period prices.

Aimia Polynomial Regression Price Forecast For the 1st of February

Given 90 days horizon, the Polynomial Regression forecasted value of Aimia Inc on the next trading day is expected to be 3.13 with a mean absolute deviation of 0.04, mean absolute percentage error of 0, and the sum of the absolute errors of 2.35.
Please note that although there have been many attempts to predict Aimia 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 Aimia's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Aimia Stock Forecast Pattern

Backtest Aimia  Aimia Price Prediction  Buy or Sell Advice  

Aimia Forecasted Value

In the context of forecasting Aimia'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. Aimia's downside and upside margins for the forecasting period are 1.68 and 4.58, respectively. We have considered Aimia'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
3.00
3.13
Expected Value
4.58
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 Aimia stock data series using in forecasting. Note that when a statistical model is used to represent Aimia 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 Criteria113.9495
BiasArithmetic mean of the errors None
MADMean absolute deviation0.038
MAPEMean absolute percentage error0.0133
SAESum of the absolute errors2.3534
A single variable polynomial regression model attempts to put a curve through the Aimia 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 Aimia

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Aimia Inc. 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
1.583.034.48
Details
Intrinsic
Valuation
LowRealHigh
1.022.473.92
Details
Earnings
Estimates (0)
LowProjected EPSHigh
0.12-0.080.12
Details

Aimia After-Hype Price Density Analysis

As far as predicting the price of Aimia at your current risk attitude, this probability distribution graph shows the chance that the prediction will fall between or within a specific range. We use this chart to confirm that your returns on investing in Aimia or, for that matter, your successful expectations of its future price, cannot be replicated consistently. Please note, a large amount of money has been lost over the years by many investors who confused the symmetrical distributions of Stock prices, such as prices of Aimia, with the unreliable approximations that try to describe financial returns.
   Next price density   
       Expected price to next headline  

Aimia Estimiated After-Hype Price Volatility

In the context of predicting Aimia's stock value on the day after the next significant headline, we show statistically significant boundaries of downside and upside scenarios based on Aimia's historical news coverage. Aimia's after-hype downside and upside margins for the prediction period are 1.58 and 4.48, respectively. We have considered Aimia's daily market price in relation to the headlines to evaluate this method's predictive performance. Remember, however, there is no scientific proof or empirical evidence that news-based prediction models outperform traditional linear, nonlinear models or artificial intelligence models to provide accurate predictions consistently.
Current Value
3.00
3.03
After-hype Price
4.48
Upside
Aimia is slightly risky at this time. Analysis and calculation of next after-hype price of Aimia Inc is based on 3 months time horizon.

Aimia Stock Price Outlook Analysis

Have you ever been surprised when a price of a Company such as Aimia is soaring high without any particular reason? This is usually happening because many institutional investors are aggressively trading Aimia backward and forwards among themselves. Have you ever observed a lot of a particular company's price movement is driven by press releases or news about the company that has nothing to do with actual earnings? Usually, hype to individual companies acts as price momentum. If not enough favorable publicity is forthcoming, the Stock price eventually runs out of speed. So, the rule of thumb here is that as long as this news hype has nothing to do with immediate earnings, you should pay more attention to it. If you see this tendency with Aimia, there might be something going there, and it might present an excellent short sale opportunity.
Expected ReturnPeriod VolatilityHype ElasticityRelated ElasticityNews DensityRelated DensityExpected Hype
  0.12 
1.45
  0.03 
  0.02 
12 Events / Month
2 Events / Month
In about 12 days
Latest traded priceExpected after-news pricePotential return on next major newsAverage after-hype volatility
3.00
3.03
1.00 
690.48  
Notes

Aimia Hype Timeline

Aimia Inc is presently traded for 3.00on Toronto Exchange of Canada. The entity has historical hype elasticity of 0.03, and average elasticity to hype of competition of -0.02. Aimia is expected to increase in value after the next headline, with the price projected to jump to 3.03 or above. The average volatility of media hype impact on the company the price is over 100%. The price boost on the next news is estimated to be 1.0%, whereas the daily expected return is presently at 0.12%. The volatility of related hype on Aimia is about 1026.55%, with the expected price after the next announcement by competition of 2.98. The company reported the revenue of 500.8 M. Net Loss for the year was (53.5 M) with profit before overhead, payroll, taxes, and interest of 126.1 M. Assuming the 90 days trading horizon the next expected press release will be in about 12 days.
Check out Historical Fundamental Analysis of Aimia to cross-verify your projections.

Aimia Related Hype Analysis

Having access to credible news sources related to Aimia's direct competition is more important than ever and may enhance your ability to predict Aimia's future price movements. Getting to know how Aimia's peers react to changing market sentiment, related social signals, and mainstream news is a great way to find investing opportunities and time the market. The summary table below summarizes the essential lagging indicators that can help you analyze how Aimia may potentially react to the hype associated with one of its peers.
Hype
Elasticity
News
Density
Semi
Deviation
Information
Ratio
Potential
Upside
Value
At Risk
Maximum
Drawdown
OLYOlympia Financial Group(1.67)8 per month 1.68 (0.02) 2.85 (1.74) 12.30 
SBCBrompton Split Banc 0.30 6 per month 1.19  0.07  1.78 (1.77) 5.27 
URB-AUrbana(0.20)5 per month 0.93  0.18  3.92 (1.91) 7.28 
URBUrbana 0.50 4 per month 1.50  0.17  3.92 (2.93) 11.09 
STCKStack Capital Group(0.08)8 per month 2.18  0.21  7.35 (3.72) 13.53 
GDVGlobal Dividend Growth 0.03 1 per month 0.34  0.19  1.15 (1.09) 3.19 
DFNDividend 15 Split(0.03)5 per month 0.51  0.25  1.47 (0.63) 4.59 
DGSDividend Growth Split 0.02 5 per month 0.31  0.24  1.41 (0.97) 3.15 

Other Forecasting Options for Aimia

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

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

Aimia Market Strength Events

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

Aimia Risk Indicators

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

Story Coverage note for Aimia

The number of cover stories for Aimia depends on current market conditions and Aimia's risk-adjusted performance over time. The coverage that generates the most noise at a given time depends on the prevailing investment theme that Aimia is classified under. However, while its typical story may have numerous social followers, the rapid visibility can also attract short-sellers, who usually are skeptical about Aimia's long-term prospects. So, having above-average coverage will typically attract above-average short interest, leading to significant price volatility.

Other Macroaxis Stories

Our audience includes start-ups and big corporations as well as marketing, public relation firms, and advertising agencies, including technology and finance journalists. Our platform and its news and story outlet are popular among finance students, amateur traders, self-guided investors, entrepreneurs, retirees and baby boomers, academic researchers, financial advisers, as well as professional money managers - a very diverse and influential demographic landscape united by one goal - build optimal investment portfolios

Aimia Short Properties

Aimia's future price predictability will typically decrease when Aimia's long traders begin to feel the short-sellers pressure to drive the price lower. The predictive aspect of Aimia Inc often depends not only on the future outlook of the potential Aimia's investors but also on the ongoing dynamics between investors with different trading styles. Because the market risk indicators may have small false signals, it is better to identify suitable times to hedge a portfolio using different long/short signals. Aimia's indicators that are reflective of the short sentiment are summarized in the table below.
Common Stock Shares Outstanding95.4 M
Cash And Short Term Investments95.5 M

Other Information on Investing in Aimia Stock

Aimia financial ratios help investors to determine whether Aimia Stock is cheap or expensive when compared to a particular measure, such as profits or enterprise value. In other words, they help investors to determine the cost of investment in Aimia with respect to the benefits of owning Aimia security.