Innovative International Stock Forecast - Simple Regression

IOACDelisted Stock  USD 9.60  1.40  12.73%   
The Simple Regression forecasted value of Innovative International Acquisition on the next trading day is expected to be 9.61 with a mean absolute deviation of  1.15  and the sum of the absolute errors of 69.92. Innovative Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Innovative International stock prices and determine the direction of Innovative International Acquisition's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Innovative International's historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Risk vs Return Analysis to better understand how to build diversified portfolios. Also, note that the market value of any company could be tightly coupled with the direction of predictive economic indicators such as signals in nation.
  
Most investors in Innovative International 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 Innovative International's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Innovative International's price structures and extracts relationships that further increase the generated results' accuracy.
Simple Regression model is a single variable regression model that attempts to put a straight line through Innovative International price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

Innovative International Simple Regression Price Forecast For the 17th of April 2024

Given 90 days horizon, the Simple Regression forecasted value of Innovative International Acquisition on the next trading day is expected to be 9.61 with a mean absolute deviation of 1.15, mean absolute percentage error of 1.60, and the sum of the absolute errors of 69.92.
Please note that although there have been many attempts to predict Innovative 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 Innovative International's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Innovative International Stock Forecast Pattern

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Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Regression forecasting method's relative quality and the estimations of the prediction error of Innovative International stock data series using in forecasting. Note that when a statistical model is used to represent Innovative 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 Criteria118.5787
BiasArithmetic mean of the errors None
MADMean absolute deviation1.1462
MAPEMean absolute percentage error0.1163
SAESum of the absolute errors69.9191
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as Innovative International Acquisition historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Predictive Modules for Innovative 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 Innovative 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.
Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of Innovative International'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
9.609.609.60
Details
Intrinsic
Valuation
LowRealHigh
8.348.3410.56
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Innovative International. Your research has to be compared to or analyzed against Innovative International's peers to derive any actionable benefits. When done correctly, Innovative International'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 Innovative International.

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

Innovative International Market Strength Events

Market strength indicators help investors to evaluate how Innovative 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 Innovative International shares will generate the highest return on investment. By undertsting and applying Innovative International stock market strength indicators, traders can identify Innovative International Acquisition entry and exit signals to maximize returns.

Innovative International Risk Indicators

The analysis of Innovative 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 Innovative International's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting innovative 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.
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 Innovative International 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, Innovative International's short interest history, or implied volatility extrapolated from Innovative International options trading.

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Check out Risk vs Return Analysis to better understand how to build diversified portfolios. Also, note that the market value of any company could be tightly coupled with the direction of predictive economic indicators such as signals in nation.
Note that the Innovative International information on this page should be used as a complementary analysis to other Innovative International's statistical models used to find the right mix of equity instruments to add to your existing portfolios or create a brand new portfolio. You can also try the Portfolio Volatility module to check portfolio volatility and analyze historical return density to properly model market risk.

Other Consideration for investing in Innovative Stock

If you are still planning to invest in Innovative International check if it may still be traded through OTC markets such as Pink Sheets or OTC Bulletin Board. You may also purchase it directly from the company, but this is not always possible and may require contacting the company directly. Please note that delisted stocks are often considered to be more risky investments, as they are no longer subject to the same regulatory and reporting requirements as listed stocks. Therefore, it is essential to carefully research the Innovative International's history and understand the potential risks before investing.
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