Shell Pakistan Stock Forecast - 4 Period Moving Average
| SHEL Stock | 242.96 11.82 5.11% |
The 4 Period Moving Average forecasted value of Shell Pakistan on the next trading day is expected to be 231.80 with a mean absolute deviation of 5.77 and the sum of the absolute errors of 334.93. Shell Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Shell Pakistan stock prices and determine the direction of Shell Pakistan's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Shell Pakistan's historical fundamentals, such as revenue growth or operating cash flow patterns.
Shell |
Shell Pakistan 4 Period Moving Average Price Forecast For the 14th of December 2024
Given 90 days horizon, the 4 Period Moving Average forecasted value of Shell Pakistan on the next trading day is expected to be 231.80 with a mean absolute deviation of 5.77, mean absolute percentage error of 93.88, and the sum of the absolute errors of 334.93.Please note that although there have been many attempts to predict Shell 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 Shell Pakistan's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Shell Pakistan Stock Forecast Pattern
| Backtest Shell Pakistan | Shell Pakistan Price Prediction | Buy or Sell Advice |
Shell Pakistan Forecasted Value
In the context of forecasting Shell Pakistan'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. Shell Pakistan's downside and upside margins for the forecasting period are 229.29 and 234.30, respectively. We have considered Shell Pakistan'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 Shell Pakistan stock data series using in forecasting. Note that when a statistical model is used to represent Shell Pakistan 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 | 117.1389 |
| Bias | Arithmetic mean of the errors | -3.7769 |
| MAD | Mean absolute deviation | 5.7747 |
| MAPE | Mean absolute percentage error | 0.0319 |
| SAE | Sum of the absolute errors | 334.93 |
Predictive Modules for Shell Pakistan
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Shell Pakistan. 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.Other Forecasting Options for Shell Pakistan
For every potential investor in Shell, whether a beginner or expert, Shell Pakistan's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Shell Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Shell. Basic forecasting techniques help filter out the noise by identifying Shell Pakistan's price trends.Shell Pakistan 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 Shell Pakistan stock to make a market-neutral strategy. Peer analysis of Shell Pakistan could also be used in its relative valuation, which is a method of valuing Shell Pakistan by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Shell Pakistan 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 Shell Pakistan'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 Shell Pakistan's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Shell Pakistan Market Strength Events
Market strength indicators help investors to evaluate how Shell Pakistan stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Shell Pakistan shares will generate the highest return on investment. By undertsting and applying Shell Pakistan stock market strength indicators, traders can identify Shell Pakistan entry and exit signals to maximize returns.
| Accumulation Distribution | 34359.89 | |||
| Daily Balance Of Power | 1.329584 | |||
| Rate Of Daily Change | 1.05 | |||
| Day Median Price | 240.56 | |||
| Day Typical Price | 241.36 | |||
| Price Action Indicator | 8.32 | |||
| Period Momentum Indicator | 11.82 |
Shell Pakistan Risk Indicators
The analysis of Shell Pakistan'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 Shell Pakistan's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting shell 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 | 1.68 | |||
| Semi Deviation | 0.64 | |||
| Standard Deviation | 2.46 | |||
| Variance | 6.07 | |||
| Downside Variance | 2.31 | |||
| Semi Variance | 0.4096 | |||
| Expected Short fall | (1.95) |
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 Shell Pakistan
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 Shell Pakistan 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 Shell Pakistan will appreciate offsetting losses from the drop in the long position's value.Moving together with Shell Stock
| 0.78 | FFL | Fauji Foods | PairCorr |
| 0.73 | KSBP | KSB Pumps | PairCorr |
| 0.92 | MARI | Mari Petroleum Split | PairCorr |
| 0.76 | LOADS | Loads | PairCorr |
The ability to find closely correlated positions to Shell Pakistan could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Shell Pakistan 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 Shell Pakistan - 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 Shell Pakistan to buy it.
The correlation of Shell Pakistan 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 Shell Pakistan moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Shell Pakistan 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 Shell Pakistan 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.Other Information on Investing in Shell Stock
Shell Pakistan financial ratios help investors to determine whether Shell 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 Shell with respect to the benefits of owning Shell Pakistan security.