Castellum Stock Forecast - Polynomial Regression
| CTM Stock | USD 0.19 0.01 5.00% |
The Polynomial Regression forecasted value of Castellum on the next trading day is expected to be 0.17 with a mean absolute deviation of 0.01 and the sum of the absolute errors of 0.69. Castellum Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Castellum stock prices and determine the direction of Castellum's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Castellum's historical fundamentals, such as revenue growth or operating cash flow patterns. Although Castellum's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Castellum's systematic risk associated with finding meaningful patterns of Castellum fundamentals over time.
Check out Historical Fundamental Analysis of Castellum to cross-verify your projections. Castellum |
Most investors in Castellum 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 Castellum's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Castellum's price structures and extracts relationships that further increase the generated results' accuracy.
Castellum polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Castellum as well as the accuracy indicators are determined from the period prices. Castellum Polynomial Regression Price Forecast For the 9th of June
Given 90 days horizon, the Polynomial Regression forecasted value of Castellum on the next trading day is expected to be 0.17 with a mean absolute deviation of 0.01, mean absolute percentage error of 0.0002, and the sum of the absolute errors of 0.69.Please note that although there have been many attempts to predict Castellum 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 Castellum's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Castellum Stock Forecast Pattern
| Backtest Castellum | Castellum Price Prediction | Buy or Sell Advice |
Castellum Forecasted Value
In the context of forecasting Castellum'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. Castellum's downside and upside margins for the forecasting period are 0 and 5.52, respectively. We have considered Castellum'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.
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 Castellum stock data series using in forecasting. Note that when a statistical model is used to represent Castellum 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.| AIC | Akaike Information Criteria | 111.3726 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.0111 |
| MAPE | Mean absolute percentage error | 0.0444 |
| SAE | Sum of the absolute errors | 0.69 |
Predictive Modules for Castellum
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Castellum. 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 Castellum'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.
Other Forecasting Options for Castellum
For every potential investor in Castellum, whether a beginner or expert, Castellum's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Castellum Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Castellum. Basic forecasting techniques help filter out the noise by identifying Castellum's price trends.Castellum 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 Castellum stock to make a market-neutral strategy. Peer analysis of Castellum could also be used in its relative valuation, which is a method of valuing Castellum by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Castellum 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 Castellum'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 Castellum's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Castellum Market Strength Events
Market strength indicators help investors to evaluate how Castellum stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Castellum shares will generate the highest return on investment. By undertsting and applying Castellum stock market strength indicators, traders can identify Castellum entry and exit signals to maximize returns.
| Accumulation Distribution | 13850.95 | |||
| Daily Balance Of Power | (0.50) | |||
| Rate Of Daily Change | 0.95 | |||
| Day Median Price | 0.2 | |||
| Day Typical Price | 0.2 | |||
| Price Action Indicator | (0.01) | |||
| Period Momentum Indicator | (0.01) |
Castellum Risk Indicators
The analysis of Castellum'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 Castellum's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting castellum 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.
| Mean Deviation | 4.41 | |||
| Standard Deviation | 5.28 | |||
| Variance | 27.84 |
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.
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Additional Information and Resources on Investing in Castellum Stock
When determining whether Castellum is a strong investment it is important to analyze Castellum's competitive position within its industry, examining market share, product or service uniqueness, and competitive advantages. Beyond financials and market position, potential investors should also consider broader economic conditions, industry trends, and any regulatory or geopolitical factors that may impact Castellum's future performance. For an informed investment choice regarding Castellum Stock, refer to the following important reports:Check out Historical Fundamental Analysis of Castellum to cross-verify your projections. To learn how to invest in Castellum Stock, please use our How to Invest in Castellum guide.You can also try the Correlation Analysis module to reduce portfolio risk simply by holding instruments which are not perfectly correlated.
Is Application Software 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 Castellum. If investors know Castellum 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 Castellum listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Earnings Share (0.36) | Revenue Per Share 0.931 | Quarterly Revenue Growth 0.141 | Return On Assets (0.14) | Return On Equity (0.98) |
The market value of Castellum is measured differently than its book value, which is the value of Castellum that is recorded on the company's balance sheet. Investors also form their own opinion of Castellum's value that differs from its market value or its book value, called intrinsic value, which is Castellum'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 Castellum's market value can be influenced by many factors that don't directly affect Castellum'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 Castellum's value and its price as these two are different measures arrived at by different means. Investors typically determine if Castellum is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Castellum'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.