Freee KK Pink Sheet Forecast - Polynomial Regression

FREKF Stock  USD 16.33  1.44  8.10%   
The Polynomial Regression forecasted value of freee KK on the next trading day is expected to be 18.68 with a mean absolute deviation of 0.75 and the sum of the absolute errors of 45.59. Freee Pink Sheet Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Freee KK's historical fundamentals, such as revenue growth or operating cash flow patterns.
As of 22nd of January 2026, the relative strength index (RSI) of Freee KK's share price is approaching 39. This usually indicates that the pink sheet is in nutural position, most likellhy at or near its support level. The main point of RSI analysis is to track how fast people are buying or selling Freee KK, making its price go up or down.

Momentum 39

 Sell Extended

 
Oversold
 
Overbought
The successful prediction of Freee KK's future price could yield a significant profit. Please, note that this module is not intended to be used solely to calculate an intrinsic value of Freee KK and does not consider all of the tangible or intangible factors available from Freee KK's fundamental data. We analyze noise-free headlines and recent hype associated with freee KK, which may create opportunities for some arbitrage if properly timed.
Using Freee KK hype-based prediction, you can estimate the value of freee KK from the perspective of Freee KK response to recently generated media hype and the effects of current headlines on its competitors.
The Polynomial Regression forecasted value of freee KK on the next trading day is expected to be 18.68 with a mean absolute deviation of 0.75 and the sum of the absolute errors of 45.59.

Freee KK after-hype prediction price

    
  USD 16.33  
There is no one specific way to measure market sentiment using hype analysis or a similar predictive technique. This prediction method should be used in combination with more fundamental and traditional techniques such as pink sheet price forecasting, technical analysis, analysts consensus, earnings estimates, and various momentum models.
  
Check out Historical Fundamental Analysis of Freee KK to cross-verify your projections.

Freee KK Additional Predictive Modules

Most predictive techniques to examine Freee price help traders to determine how to time the market. We provide a combination of tools to recognize potential entry and exit points for Freee using various technical indicators. When you analyze Freee charts, please remember that the event formation may indicate an entry point for a short seller, and look at other indicators across different periods to confirm that a breakdown or reversion is likely to occur.
Freee KK polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for freee KK as well as the accuracy indicators are determined from the period prices.

Freee KK Polynomial Regression Price Forecast For the 23rd of January

Given 90 days horizon, the Polynomial Regression forecasted value of freee KK on the next trading day is expected to be 18.68 with a mean absolute deviation of 0.75, mean absolute percentage error of 1.08, and the sum of the absolute errors of 45.59.
Please note that although there have been many attempts to predict Freee Pink Sheet 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 Freee KK's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Freee KK Pink Sheet Forecast Pattern

Backtest Freee KKFreee KK Price PredictionBuy or Sell Advice 

Freee KK Forecasted Value

In the context of forecasting Freee KK's Pink Sheet 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. Freee KK's downside and upside margins for the forecasting period are 12.81 and 24.55, respectively. We have considered Freee KK'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
16.33
18.68
Expected Value
24.55
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of Freee KK pink sheet data series using in forecasting. Note that when a statistical model is used to represent Freee KK pink sheet, 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 Criteria118.1915
BiasArithmetic mean of the errors None
MADMean absolute deviation0.7474
MAPEMean absolute percentage error0.0388
SAESum of the absolute errors45.5935
A single variable polynomial regression model attempts to put a curve through the Freee KK historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm

Predictive Modules for Freee KK

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as freee KK. Regardless of method or technology, however, to accurately forecast the pink sheet market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the pink sheet 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.
Hype
Prediction
LowEstimatedHigh
10.4616.3322.20
Details
Intrinsic
Valuation
LowRealHigh
9.2815.1521.02
Details
Bollinger
Band Projection (param)
LowMiddleHigh
15.8418.2220.60
Details

Freee KK After-Hype Price Prediction Density Analysis

As far as predicting the price of Freee KK at your current risk attitude, this probability distribution graph shows the chance that the prediction will fall between or within a specific range. We use this chart to confirm that your returns on investing in Freee KK or, for that matter, your successful expectations of its future price, cannot be replicated consistently. Please note, a large amount of money has been lost over the years by many investors who confused the symmetrical distributions of Pink Sheet prices, such as prices of Freee KK, with the unreliable approximations that try to describe financial returns.
   Next price density   
       Expected price to next headline  

Freee KK Estimiated After-Hype Price Volatility

In the context of predicting Freee KK's pink sheet value on the day after the next significant headline, we show statistically significant boundaries of downside and upside scenarios based on Freee KK's historical news coverage. Freee KK's after-hype downside and upside margins for the prediction period are 10.46 and 22.20, respectively. We have considered Freee KK's daily market price in relation to the headlines to evaluate this method's predictive performance. Remember, however, there is no scientific proof or empirical evidence that news-based prediction models outperform traditional linear, nonlinear models or artificial intelligence models to provide accurate predictions consistently.
Current Value
16.33
16.33
After-hype Price
22.20
Upside
Freee KK is somewhat reliable at this time. Analysis and calculation of next after-hype price of freee KK is based on 3 months time horizon.

Freee KK Pink Sheet Price Prediction Analysis

Have you ever been surprised when a price of a Company such as Freee KK is soaring high without any particular reason? This is usually happening because many institutional investors are aggressively trading Freee KK backward and forwards among themselves. Have you ever observed a lot of a particular company's price movement is driven by press releases or news about the company that has nothing to do with actual earnings? Usually, hype to individual companies acts as price momentum. If not enough favorable publicity is forthcoming, the Pink Sheet price eventually runs out of speed. So, the rule of thumb here is that as long as this news hype has nothing to do with immediate earnings, you should pay more attention to it. If you see this tendency with Freee KK, there might be something going there, and it might present an excellent short sale opportunity.
Expected ReturnPeriod VolatilityHype ElasticityRelated ElasticityNews DensityRelated DensityExpected Hype
  0.22 
5.87
 0.00  
 0.00  
0 Events / Month
0 Events / Month
In a few days
Latest traded priceExpected after-news pricePotential return on next major newsAverage after-hype volatility
16.33
16.33
0.00 
0.00  
Notes

Freee KK Hype Timeline

freee KK is currently traded for 16.33. The entity stock is not elastic to its hype. The average elasticity to hype of competition is 0.0. Freee is forecasted not to react to the next headline, with the price staying at about the same level, and average media hype impact volatility is insignificant. The immediate return on the next news is forecasted to be very small, whereas the daily expected return is currently at -0.22%. %. The volatility of related hype on Freee KK is about 0.0%, with the expected price after the next announcement by competition of 16.33. About 27.0% of the company shares are held by company insiders. The book value of Freee KK was currently reported as 585.76. The company recorded a loss per share of 0.47. freee KK had not issued any dividends in recent years. Assuming the 90 days horizon the next forecasted press release will be in a few days.
Check out Historical Fundamental Analysis of Freee KK to cross-verify your projections.

Freee KK Related Hype Analysis

Having access to credible news sources related to Freee KK's direct competition is more important than ever and may enhance your ability to predict Freee KK's future price movements. Getting to know how Freee KK's peers react to changing market sentiment, related social signals, and mainstream news is a great way to find investing opportunities and time the market. The summary table below summarizes the essential lagging indicators that can help you analyze how Freee KK may potentially react to the hype associated with one of its peers.

Other Forecasting Options for Freee KK

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

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

Freee KK Market Strength Events

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

Freee KK Risk Indicators

The analysis of Freee KK'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 Freee KK's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting freee pink sheet 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.

Story Coverage note for Freee KK

The number of cover stories for Freee KK depends on current market conditions and Freee KK's risk-adjusted performance over time. The coverage that generates the most noise at a given time depends on the prevailing investment theme that Freee KK is classified under. However, while its typical story may have numerous social followers, the rapid visibility can also attract short-sellers, who usually are skeptical about Freee KK's long-term prospects. So, having above-average coverage will typically attract above-average short interest, leading to significant price volatility.

Other Macroaxis Stories

Our audience includes start-ups and big corporations as well as marketing, public relation firms, and advertising agencies, including technology and finance journalists. Our platform and its news and story outlet are popular among finance students, amateur traders, self-guided investors, entrepreneurs, retirees and baby boomers, academic researchers, financial advisers, as well as professional money managers - a very diverse and influential demographic landscape united by one goal - build optimal investment portfolios

Freee KK Short Properties

Freee KK's future price predictability will typically decrease when Freee KK's long traders begin to feel the short-sellers pressure to drive the price lower. The predictive aspect of freee KK often depends not only on the future outlook of the potential Freee KK's investors but also on the ongoing dynamics between investors with different trading styles. Because the market risk indicators may have small false signals, it is better to identify suitable times to hedge a portfolio using different long/short signals. Freee KK's indicators that are reflective of the short sentiment are summarized in the table below.
Common Stock Shares Outstanding56.7 M
Short Long Term Debt550 M

Other Information on Investing in Freee Pink Sheet

Freee KK financial ratios help investors to determine whether Freee Pink Sheet 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 Freee with respect to the benefits of owning Freee KK security.