Hanwha Aerospace Stock Forecast - 8 Period Moving Average

012450 Stock   359,000  20,500  5.40%   
The 8 Period Moving Average forecasted value of Hanwha Aerospace Co on the next trading day is expected to be 376,812 with a mean absolute deviation of 17,482 and the sum of the absolute errors of 944,025. Hanwha Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Hanwha Aerospace stock prices and determine the direction of Hanwha Aerospace Co's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Hanwha Aerospace's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
An 8-period moving average forecast model for Hanwha Aerospace is based on an artificially constructed time series of Hanwha Aerospace daily prices in which the value for a trading day is replaced by the mean of that value and the values for 8 of preceding and succeeding time periods. This model is best suited for price series data that changes over time.

Hanwha Aerospace 8 Period Moving Average Price Forecast For the 27th of November

Given 90 days horizon, the 8 Period Moving Average forecasted value of Hanwha Aerospace Co on the next trading day is expected to be 376,812 with a mean absolute deviation of 17,482, mean absolute percentage error of 538,636,148, and the sum of the absolute errors of 944,025.
Please note that although there have been many attempts to predict Hanwha 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 Hanwha Aerospace's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Hanwha Aerospace Stock Forecast Pattern

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Hanwha Aerospace Forecasted Value

In the context of forecasting Hanwha Aerospace'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. Hanwha Aerospace's downside and upside margins for the forecasting period are 376,809 and 376,816, respectively. We have considered Hanwha Aerospace'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
359,000
376,809
Downside
376,812
Expected Value
376,816
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the 8 Period Moving Average forecasting method's relative quality and the estimations of the prediction error of Hanwha Aerospace stock data series using in forecasting. Note that when a statistical model is used to represent Hanwha Aerospace 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 Criteria125.3499
BiasArithmetic mean of the errors -4090.2176
MADMean absolute deviation17481.9491
MAPEMean absolute percentage error0.0495
SAESum of the absolute errors944025.25
The eieght-period moving average method has an advantage over other forecasting models in that it does smooth out peaks and valleys in a set of daily observations. Hanwha Aerospace Co 8-period moving average forecast can only be used reliably to predict one or two periods into the future.

Predictive Modules for Hanwha Aerospace

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Hanwha Aerospace. 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
358,996359,000359,004
Details
Intrinsic
Valuation
LowRealHigh
353,382353,386394,900
Details
Bollinger
Band Projection (param)
LowMiddleHigh
352,912391,167429,421
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Hanwha Aerospace. Your research has to be compared to or analyzed against Hanwha Aerospace's peers to derive any actionable benefits. When done correctly, Hanwha Aerospace'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 Hanwha Aerospace.

Other Forecasting Options for Hanwha Aerospace

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

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

Hanwha Aerospace 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 Hanwha Aerospace'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 Hanwha Aerospace's current price.

Hanwha Aerospace Market Strength Events

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

Hanwha Aerospace Risk Indicators

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

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

Moving against Hanwha Stock

  0.79222800 SIMMTECHPairCorr
  0.63950130 Access BioPairCorr
  0.61124560 Taewoong Logistics CoLtdPairCorr
  0.35205470 HumasisPairCorr
The ability to find closely correlated positions to Hanwha Aerospace could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Hanwha Aerospace 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 Hanwha Aerospace - 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 Hanwha Aerospace Co to buy it.
The correlation of Hanwha Aerospace 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 Hanwha Aerospace moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Hanwha Aerospace 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 Hanwha Aerospace 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

Other Information on Investing in Hanwha Stock

Hanwha Aerospace financial ratios help investors to determine whether Hanwha 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 Hanwha with respect to the benefits of owning Hanwha Aerospace security.