Murree Brewery Stock Forecast - 4 Period Moving Average
| MUREB Stock | 673.84 3.20 0.48% |
Murree |
Murree Brewery 4 Period Moving Average Price Forecast For the 23rd of November
Given 90 days horizon, the 4 Period Moving Average forecasted value of Murree Brewery on the next trading day is expected to be 670.29 with a mean absolute deviation of 11.16, mean absolute percentage error of 212.26, and the sum of the absolute errors of 636.05.Please note that although there have been many attempts to predict Murree 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 Murree Brewery's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Murree Brewery Stock Forecast Pattern
Murree Brewery Forecasted Value
In the context of forecasting Murree Brewery'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. Murree Brewery's downside and upside margins for the forecasting period are 668.79 and 671.80, respectively. We have considered Murree Brewery'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 4 Period Moving Average forecasting method's relative quality and the estimations of the prediction error of Murree Brewery stock data series using in forecasting. Note that when a statistical model is used to represent Murree Brewery 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 | 116.1168 |
| Bias | Arithmetic mean of the errors | -7.3115 |
| MAD | Mean absolute deviation | 11.1588 |
| MAPE | Mean absolute percentage error | 0.0195 |
| SAE | Sum of the absolute errors | 636.0525 |
Predictive Modules for Murree Brewery
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Murree Brewery. 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.Please note, it is not enough to conduct a financial or market analysis of a single entity such as Murree Brewery. Your research has to be compared to or analyzed against Murree Brewery's peers to derive any actionable benefits. When done correctly, Murree Brewery'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 Murree Brewery.Other Forecasting Options for Murree Brewery
For every potential investor in Murree, whether a beginner or expert, Murree Brewery's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Murree Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Murree. Basic forecasting techniques help filter out the noise by identifying Murree Brewery's price trends.Murree Brewery 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 Murree Brewery stock to make a market-neutral strategy. Peer analysis of Murree Brewery could also be used in its relative valuation, which is a method of valuing Murree Brewery by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Murree Brewery 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 Murree Brewery'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 Murree Brewery's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Murree Brewery Market Strength Events
Market strength indicators help investors to evaluate how Murree Brewery stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Murree Brewery shares will generate the highest return on investment. By undertsting and applying Murree Brewery stock market strength indicators, traders can identify Murree Brewery entry and exit signals to maximize returns.
Murree Brewery Risk Indicators
The analysis of Murree Brewery'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 Murree Brewery's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting murree 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 | 1.13 | |||
| Semi Deviation | 0.7642 | |||
| Standard Deviation | 1.49 | |||
| Variance | 2.22 | |||
| Downside Variance | 1.61 | |||
| Semi Variance | 0.584 | |||
| Expected Short fall | (1.30) |
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 Murree Brewery
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 Murree Brewery 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 Murree Brewery will appreciate offsetting losses from the drop in the long position's value.The ability to find closely correlated positions to Murree Brewery could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Murree Brewery 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 Murree Brewery - 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 Murree Brewery to buy it.
The correlation of Murree Brewery 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 Murree Brewery moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Murree Brewery 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 Murree Brewery 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.