Harmony Biosciences Stock Forecast - Naive Prediction
| HRMY Stock | USD 29.23 0.38 1.32% |
The Naive Prediction forecasted value of Harmony Biosciences Holdings on the next trading day is expected to be 29.54 with a mean absolute deviation of 0.77 and the sum of the absolute errors of 46.86. Harmony Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Harmony Biosciences stock prices and determine the direction of Harmony Biosciences Holdings's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Harmony Biosciences' historical fundamentals, such as revenue growth or operating cash flow patterns. Although Harmony Biosciences' naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Harmony Biosciences' systematic risk associated with finding meaningful patterns of Harmony Biosciences fundamentals over time.
Check out Historical Fundamental Analysis of Harmony Biosciences to cross-verify your projections. Harmony |
Open Interest Against 2024-05-17 Harmony Option Contracts
Although open interest is a measure utilized in the options markets, it could be used to forecast Harmony Biosciences' 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 Harmony Biosciences' options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for Harmony Biosciences 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 Harmony Biosciences' open interest, investors have to compare it to Harmony Biosciences' 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 Harmony Biosciences 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 Harmony. 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 Harmony Biosciences 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 Harmony Biosciences' time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Harmony Biosciences' price structures and extracts relationships that further increase the generated results' accuracy.
A naive forecasting model for Harmony Biosciences is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Harmony Biosciences Holdings 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. Harmony Biosciences Naive Prediction Price Forecast For the 26th of April
Given 90 days horizon, the Naive Prediction forecasted value of Harmony Biosciences Holdings on the next trading day is expected to be 29.54 with a mean absolute deviation of 0.77, mean absolute percentage error of 0.91, and the sum of the absolute errors of 46.86.Please note that although there have been many attempts to predict Harmony 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 Harmony Biosciences' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Harmony Biosciences Stock Forecast Pattern
| Backtest Harmony Biosciences | Harmony Biosciences Price Prediction | Buy or Sell Advice |
Harmony Biosciences Forecasted Value
In the context of forecasting Harmony Biosciences' 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. Harmony Biosciences' downside and upside margins for the forecasting period are 26.82 and 32.25, respectively. We have considered Harmony Biosciences' 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 Harmony Biosciences stock data series using in forecasting. Note that when a statistical model is used to represent Harmony Biosciences 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 | 118.0169 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.7681 |
| MAPE | Mean absolute percentage error | 0.0242 |
| SAE | Sum of the absolute errors | 46.856 |
Predictive Modules for Harmony Biosciences
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Harmony Biosciences. 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 Harmony Biosciences' 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 Harmony Biosciences
For every potential investor in Harmony, whether a beginner or expert, Harmony Biosciences' price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Harmony Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Harmony. Basic forecasting techniques help filter out the noise by identifying Harmony Biosciences' price trends.View Harmony Biosciences Related Equities
| Risk & Return | Correlation |
Harmony Biosciences 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 Harmony Biosciences' 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 Harmony Biosciences' current price.| Cycle Indicators | ||
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| Math Transform | ||
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| Overlap Studies | ||
| Pattern Recognition | ||
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| Statistic Functions | ||
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Harmony Biosciences Market Strength Events
Market strength indicators help investors to evaluate how Harmony Biosciences stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Harmony Biosciences shares will generate the highest return on investment. By undertsting and applying Harmony Biosciences stock market strength indicators, traders can identify Harmony Biosciences Holdings entry and exit signals to maximize returns.
| Daily Balance Of Power | 9.2 T | |||
| Rate Of Daily Change | 1.01 | |||
| Day Median Price | 29.23 | |||
| Day Typical Price | 29.23 | |||
| Price Action Indicator | 0.19 | |||
| Period Momentum Indicator | 0.38 | |||
| Relative Strength Index | 36.44 |
Harmony Biosciences Risk Indicators
The analysis of Harmony Biosciences' 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 Harmony Biosciences' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting harmony 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 | 2.11 | |||
| Standard Deviation | 2.72 | |||
| Variance | 7.38 |
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.
Harmony Biosciences Investors Sentiment
The influence of Harmony Biosciences' investor sentiment on the probability of its price appreciation or decline could be a good factor in your decision-making process regarding taking a position in Harmony. The overall investor sentiment generally increases the direction of a stock movement in a one-year investment horizon. However, the impact of investor sentiment on the entire stock market does not have solid backing from leading economists and market statisticians.
Investor biases related to Harmony Biosciences' public news can be used to forecast risks associated with an investment in Harmony. The trend in average sentiment can be used to explain how an investor holding Harmony can time the market purely based on public headlines and social activities around Harmony Biosciences Holdings. Please note that most equities that are difficult to arbitrage are affected by market sentiment the most.
Harmony Biosciences' market sentiment shows the aggregated news analyzed to detect positive and negative mentions from the text and comments. The data is normalized to provide daily scores for Harmony Biosciences' and other traded tickers. The bigger the bubble, the more accurate is the estimated score. Higher bars for a given day show more participation in the average Harmony Biosciences' news discussions. The higher the estimated score, the more favorable is the investor's outlook on Harmony Biosciences.
Some investors attempt to determine whether the market's mood is bullish or bearish by monitoring changes in market sentiment. Unlike more traditional methods such as technical analysis, investor sentiment usually refers to the aggregate attitude towards Harmony Biosciences in the overall investment community. So, suppose investors can accurately measure the market's sentiment. In that case, they can use it for their benefit. For example, some tools to gauge market sentiment could be utilized using contrarian indexes, Harmony Biosciences' short interest history, or implied volatility extrapolated from Harmony Biosciences options trading.
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Try AI Portfolio ArchitectCheck out Historical Fundamental Analysis of Harmony Biosciences to cross-verify your projections. You can also try the Price Transformation module to use Price Transformation models to analyze the depth of different equity instruments across global markets.
Complementary Tools for Harmony Stock analysis
When running Harmony Biosciences' price analysis, check to measure Harmony Biosciences' 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 Harmony Biosciences is operating at the current time. Most of Harmony Biosciences' value examination focuses on studying past and present price action to predict the probability of Harmony Biosciences' future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Harmony Biosciences' price. Additionally, you may evaluate how the addition of Harmony Biosciences to your portfolios can decrease your overall portfolio volatility.
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Is Harmony Biosciences' 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 Harmony Biosciences. If investors know Harmony 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 Harmony Biosciences listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Quarterly Earnings Growth (0.43) | Earnings Share 2.13 | Revenue Per Share 9.787 | Quarterly Revenue Growth 0.313 | Return On Assets 0.1616 |
The market value of Harmony Biosciences is measured differently than its book value, which is the value of Harmony that is recorded on the company's balance sheet. Investors also form their own opinion of Harmony Biosciences' value that differs from its market value or its book value, called intrinsic value, which is Harmony Biosciences' 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 Harmony Biosciences' market value can be influenced by many factors that don't directly affect Harmony Biosciences' 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 Harmony Biosciences' value and its price as these two are different measures arrived at by different means. Investors typically determine if Harmony Biosciences is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Harmony Biosciences' 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.