Pacer Lunt Etf Forecast - Naive Prediction

ALTL Etf  USD 39.84  0.43  1.07%   
The Naive Prediction forecasted value of Pacer Lunt Large on the next trading day is expected to be 40.68 with a mean absolute deviation of 0.31 and the sum of the absolute errors of 18.89. Pacer Etf Forecast is based on your current time horizon.

Open Interest Against 2025-11-21 Pacer Option Contracts

Although open interest is a measure utilized in the options markets, it could be used to forecast Pacer Lunt's 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 Pacer Lunt's options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for Pacer Lunt 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 Pacer Lunt's open interest, investors have to compare it to Pacer Lunt's 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 Pacer Lunt 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 Pacer. 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.
A naive forecasting model for Pacer Lunt is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Pacer Lunt Large 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.

Pacer Lunt Naive Prediction Price Forecast For the 18th of August 2025

Given 90 days horizon, the Naive Prediction forecasted value of Pacer Lunt Large on the next trading day is expected to be 40.68 with a mean absolute deviation of 0.31, mean absolute percentage error of 0.14, and the sum of the absolute errors of 18.89.
Please note that although there have been many attempts to predict Pacer Etf 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 Pacer Lunt's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Pacer Lunt Etf Forecast Pattern

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Pacer Lunt Forecasted Value

In the context of forecasting Pacer Lunt's Etf 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. Pacer Lunt's downside and upside margins for the forecasting period are 39.67 and 41.68, respectively. We have considered Pacer Lunt'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.
Market Value
39.84
40.68
Expected Value
41.68
Upside

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 Pacer Lunt etf data series using in forecasting. Note that when a statistical model is used to represent Pacer Lunt etf, 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.
AICAkaike Information Criteria116.1337
BiasArithmetic mean of the errors None
MADMean absolute deviation0.3096
MAPEMean absolute percentage error0.0082
SAESum of the absolute errors18.8863
This model is not at all useful as a medium-long range forecasting tool of Pacer Lunt Large. This model is simplistic and is included partly for completeness and partly because of its simplicity. It is unlikely that you'll want to use this model directly to predict Pacer Lunt. Instead, consider using either the moving average model or the more general weighted moving average model with a higher (i.e., greater than 1) number of periods, and possibly a different set of weights.

Predictive Modules for Pacer Lunt

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Pacer Lunt Large. Regardless of method or technology, however, to accurately forecast the etf market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the etf 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 Pacer Lunt'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.
Hype
Prediction
LowEstimatedHigh
38.8339.8440.85
Details
Intrinsic
Valuation
LowRealHigh
35.8642.6343.64
Details
Bollinger
Band Projection (param)
LowMiddleHigh
39.8439.8439.84
Details

Other Forecasting Options for Pacer Lunt

For every potential investor in Pacer, whether a beginner or expert, Pacer Lunt's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Pacer Etf price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Pacer. Basic forecasting techniques help filter out the noise by identifying Pacer Lunt's price trends.

Pacer Lunt 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 Pacer Lunt etf to make a market-neutral strategy. Peer analysis of Pacer Lunt could also be used in its relative valuation, which is a method of valuing Pacer Lunt by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

Pacer Lunt Large Technical and Predictive Analytics

The etf market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Pacer Lunt'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 Pacer Lunt's current price.

Pacer Lunt Market Strength Events

Market strength indicators help investors to evaluate how Pacer Lunt etf reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Pacer Lunt shares will generate the highest return on investment. By undertsting and applying Pacer Lunt etf market strength indicators, traders can identify Pacer Lunt Large entry and exit signals to maximize returns.

Pacer Lunt Risk Indicators

The analysis of Pacer Lunt'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 Pacer Lunt's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting pacer etf 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.
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.

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When determining whether Pacer Lunt Large offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Pacer Lunt's financial statements, including income statements, balance sheets, and cash flow statements, to assess its financial health. Key financial ratios are used to gauge profitability, efficiency, and growth potential of Pacer Lunt Large Etf. Outlined below are crucial reports that will aid in making a well-informed decision on Pacer Lunt Large Etf:
Check out Historical Fundamental Analysis of Pacer Lunt to cross-verify your projections.
You can also try the Fundamental Analysis module to view fundamental data based on most recent published financial statements.
The market value of Pacer Lunt Large is measured differently than its book value, which is the value of Pacer that is recorded on the company's balance sheet. Investors also form their own opinion of Pacer Lunt's value that differs from its market value or its book value, called intrinsic value, which is Pacer Lunt's 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 Pacer Lunt's market value can be influenced by many factors that don't directly affect Pacer Lunt's 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 Pacer Lunt's value and its price as these two are different measures arrived at by different means. Investors typically determine if Pacer Lunt is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Pacer Lunt's 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.