ACADIA Pharmaceuticals Stock Forecast - Naive Prediction
| ACAD Stock | USD 17.14 0.27 1.55% |
The Naive Prediction forecasted value of ACADIA Pharmaceuticals on the next trading day is expected to be 17.69 with a mean absolute deviation of 0.70 and the sum of the absolute errors of 42.87. ACADIA Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast ACADIA Pharmaceuticals stock prices and determine the direction of ACADIA Pharmaceuticals's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of ACADIA Pharmaceuticals' historical fundamentals, such as revenue growth or operating cash flow patterns. Although ACADIA Pharmaceuticals' naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of ACADIA Pharmaceuticals' systematic risk associated with finding meaningful patterns of ACADIA Pharmaceuticals fundamentals over time.
Check out Historical Fundamental Analysis of ACADIA Pharmaceuticals to cross-verify your projections. ACADIA |
Open Interest Against 2024-04-19 ACADIA Option Contracts
Although open interest is a measure utilized in the options markets, it could be used to forecast ACADIA Pharmaceuticals' spot prices because the number of available contracts in the market changes daily, and new contracts can be created or liquidated at will. Since open interest in ACADIA Pharmaceuticals' options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for ACADIA Pharmaceuticals stock based on available contracts left at the end of a trading day.
Please note that to derive more accurate forecasting about market movement from the current ACADIA Pharmaceuticals' open interest, investors have to compare it to ACADIA Pharmaceuticals' spot prices. As Ford's stock price increases, high open interest indicates that money is entering the market, and the market is strongly bullish. Conversely, if the price of ACADIA Pharmaceuticals is decreasing and there is high open interest, that is a sign that the bearish trend will continue, and investors may react by taking short positions in ACADIA. So, decreasing or low open interest during a bull market indicates that investors are becoming uncertain of the depth of the bullish trend, and a reversal in sentiment will likely follow.
Most investors in ACADIA Pharmaceuticals 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 ACADIA Pharmaceuticals' time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets ACADIA Pharmaceuticals' price structures and extracts relationships that further increase the generated results' accuracy.
A naive forecasting model for ACADIA Pharmaceuticals is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of ACADIA Pharmaceuticals value for a given trading day is simply the observed value for the previous period. Due to the simplistic nature of the naive forecasting model, it can only be used to forecast up to one period. ACADIA Pharmaceuticals Naive Prediction Price Forecast For the 17th of April 2024
Given 90 days horizon, the Naive Prediction forecasted value of ACADIA Pharmaceuticals on the next trading day is expected to be 17.69 with a mean absolute deviation of 0.70, mean absolute percentage error of 0.72, and the sum of the absolute errors of 42.87.Please note that although there have been many attempts to predict ACADIA 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 ACADIA Pharmaceuticals' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
ACADIA Pharmaceuticals Stock Forecast Pattern
| Backtest ACADIA Pharmaceuticals | ACADIA Pharmaceuticals Price Prediction | Buy or Sell Advice |
ACADIA Pharmaceuticals Forecasted Value
In the context of forecasting ACADIA Pharmaceuticals' 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. ACADIA Pharmaceuticals' downside and upside margins for the forecasting period are 14.59 and 20.80, respectively. We have considered ACADIA Pharmaceuticals' 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 Naive Prediction forecasting method's relative quality and the estimations of the prediction error of ACADIA Pharmaceuticals stock data series using in forecasting. Note that when a statistical model is used to represent ACADIA Pharmaceuticals 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 | 117.7815 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.7028 |
| MAPE | Mean absolute percentage error | 0.0315 |
| SAE | Sum of the absolute errors | 42.8731 |
Predictive Modules for ACADIA Pharmaceuticals
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as ACADIA Pharmaceuticals. 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 ACADIA Pharmaceuticals' 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 ACADIA Pharmaceuticals
For every potential investor in ACADIA, whether a beginner or expert, ACADIA Pharmaceuticals' price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. ACADIA Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in ACADIA. Basic forecasting techniques help filter out the noise by identifying ACADIA Pharmaceuticals' price trends.View ACADIA Pharmaceuticals Related Equities
| Risk & Return | Correlation |
ACADIA Pharmaceuticals 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 ACADIA Pharmaceuticals' 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 ACADIA Pharmaceuticals' current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
ACADIA Pharmaceuticals Market Strength Events
Market strength indicators help investors to evaluate how ACADIA Pharmaceuticals stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading ACADIA Pharmaceuticals shares will generate the highest return on investment. By undertsting and applying ACADIA Pharmaceuticals stock market strength indicators, traders can identify ACADIA Pharmaceuticals entry and exit signals to maximize returns.
ACADIA Pharmaceuticals Risk Indicators
The analysis of ACADIA Pharmaceuticals' 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 ACADIA Pharmaceuticals' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting acadia 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 | 1.95 | |||
| Standard Deviation | 3.07 | |||
| Variance | 9.4 |
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 ACADIA Pharmaceuticals
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 ACADIA Pharmaceuticals 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 ACADIA Pharmaceuticals will appreciate offsetting losses from the drop in the long position's value.Moving together with ACADIA Stock
| 0.8 | VRTX | Vertex Pharmaceuticals Financial Report 6th of May 2024 | PairCorr |
Moving against ACADIA Stock
| 0.89 | RZLT | Rezolute Trending | PairCorr |
| 0.86 | CELC | Celcuity LLC Financial Report 20th of May 2024 | PairCorr |
| 0.82 | INDP | Indaptus Therapeutics Financial Report 9th of May 2024 | PairCorr |
| 0.79 | NVO | Novo Nordisk AS Financial Report 2nd of May 2024 | PairCorr |
| 0.57 | BMY | Bristol Myers Squibb Financial Report 25th of April 2024 | PairCorr |
The ability to find closely correlated positions to ACADIA Pharmaceuticals could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace ACADIA Pharmaceuticals 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 ACADIA Pharmaceuticals - 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 ACADIA Pharmaceuticals to buy it.
The correlation of ACADIA Pharmaceuticals 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 ACADIA Pharmaceuticals moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if ACADIA Pharmaceuticals 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 ACADIA Pharmaceuticals 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 Historical Fundamental Analysis of ACADIA Pharmaceuticals to cross-verify your projections. For information on how to trade ACADIA Stock refer to our How to Trade ACADIA Stock guide.Note that the ACADIA Pharmaceuticals information on this page should be used as a complementary analysis to other ACADIA Pharmaceuticals' statistical models used to find the right mix of equity instruments to add to your existing portfolios or create a brand new portfolio. 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.
Complementary Tools for ACADIA Stock analysis
When running ACADIA Pharmaceuticals' price analysis, check to measure ACADIA Pharmaceuticals' market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy ACADIA Pharmaceuticals is operating at the current time. Most of ACADIA Pharmaceuticals' value examination focuses on studying past and present price action to predict the probability of ACADIA Pharmaceuticals' future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move ACADIA Pharmaceuticals' price. Additionally, you may evaluate how the addition of ACADIA Pharmaceuticals to your portfolios can decrease your overall portfolio volatility.
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Is ACADIA Pharmaceuticals' industry 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 ACADIA Pharmaceuticals. If investors know ACADIA 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 ACADIA Pharmaceuticals listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Earnings Share (0.37) | Revenue Per Share 4.434 | Quarterly Revenue Growth 0.693 | Return On Assets (0.07) | Return On Equity (0.15) |
The market value of ACADIA Pharmaceuticals is measured differently than its book value, which is the value of ACADIA that is recorded on the company's balance sheet. Investors also form their own opinion of ACADIA Pharmaceuticals' value that differs from its market value or its book value, called intrinsic value, which is ACADIA Pharmaceuticals' 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 ACADIA Pharmaceuticals' market value can be influenced by many factors that don't directly affect ACADIA Pharmaceuticals' 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 ACADIA Pharmaceuticals' value and its price as these two are different measures arrived at by different means. Investors typically determine if ACADIA Pharmaceuticals is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, ACADIA Pharmaceuticals' 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.