Forward Pharma Stock Forecast - Naive Prediction
| FWPDelisted Stock | USD 2.56 0.00 0.00% |
The Naive Prediction forecasted value of Forward Pharma A on the next trading day is expected to be 2.97 with a mean absolute deviation of 0.20 and the sum of the absolute errors of 12.18. Forward Stock Forecast is based on your current time horizon.
Forward |
Forward Pharma Naive Prediction Price Forecast For the 30th of November
Given 90 days horizon, the Naive Prediction forecasted value of Forward Pharma A on the next trading day is expected to be 2.97 with a mean absolute deviation of 0.20, mean absolute percentage error of 0.14, and the sum of the absolute errors of 12.18.Please note that although there have been many attempts to predict Forward 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 Forward Pharma's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Forward Pharma Stock Forecast Pattern
| Backtest Forward Pharma | Forward Pharma Price Prediction | Buy or Sell Advice |
Model Predictive Factors
The below table displays some essential indicators generated by the model showing the Naive Prediction forecasting method's relative quality and the estimations of the prediction error of Forward Pharma stock data series using in forecasting. Note that when a statistical model is used to represent Forward Pharma 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 | 116.1134 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.1997 |
| MAPE | Mean absolute percentage error | 9.223372036854776E14 |
| SAE | Sum of the absolute errors | 12.1803 |
Predictive Modules for Forward Pharma
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Forward Pharma A. 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 Forward Pharma'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.
Forward Pharma 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 Forward Pharma stock to make a market-neutral strategy. Peer analysis of Forward Pharma could also be used in its relative valuation, which is a method of valuing Forward Pharma by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Forward Pharma Market Strength Events
Market strength indicators help investors to evaluate how Forward Pharma stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Forward Pharma shares will generate the highest return on investment. By undertsting and applying Forward Pharma stock market strength indicators, traders can identify Forward Pharma A entry and exit signals to maximize returns.
Forward Pharma Risk Indicators
The analysis of Forward Pharma'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 Forward Pharma's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting forward 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 | 3.81 | |||
| Semi Deviation | 6.09 | |||
| Standard Deviation | 6.62 | |||
| Variance | 43.81 | |||
| Downside Variance | 84.22 | |||
| Semi Variance | 37.09 | |||
| Expected Short fall | (5.84) |
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.
Pair Trading with Forward Pharma
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 Forward Pharma 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 Forward Pharma will appreciate offsetting losses from the drop in the long position's value.Moving against Forward Stock
| 0.61 | MMM | 3M Company Fiscal Year End 28th of January 2025 | PairCorr |
| 0.53 | DD | Dupont De Nemours Fiscal Year End 4th of February 2025 | PairCorr |
| 0.47 | IBM | International Business Fiscal Year End 22nd of January 2025 | PairCorr |
| 0.45 | MCD | McDonalds Fiscal Year End 3rd of February 2025 | PairCorr |
| 0.34 | CAT | Caterpillar Fiscal Year End 3rd of February 2025 | PairCorr |
The ability to find closely correlated positions to Forward Pharma could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Forward Pharma 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 Forward Pharma - 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 Forward Pharma A to buy it.
The correlation of Forward Pharma 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 Forward Pharma moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Forward Pharma A 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 Forward Pharma 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.Check out Investing Opportunities to better understand how to build diversified portfolios. Also, note that the market value of any company could be closely tied with the direction of predictive economic indicators such as signals in housing. You can also try the Watchlist Optimization module to optimize watchlists to build efficient portfolios or rebalance existing positions based on the mean-variance optimization algorithm.
Other Consideration for investing in Forward Stock
If you are still planning to invest in Forward Pharma A 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 Forward Pharma's history and understand the potential risks before investing.
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