Freee KK Pink Sheet Forward View - 4 Period Moving Average

FREKF Pink Sheet  USD 10.79  -1.79  -14.23%   
This page documents 4 Period Moving Average forecast output for freee KK as reference data. The model is applied to historical closing prices and the resulting projection and error statistics are shown below. Key metrics including projected price and mean absolute deviation are summarized below.
The 4 Period Moving Average forecasted value of freee KK on the next trading day is expected to be 11.69 with a mean absolute deviation of 0.95 and the sum of the absolute errors of 54.81.The four period moving average method has an advantage over other forecasting models in that it does smooth out peaks and troughs in a set of daily price observations of Freee KK. However, it also has several disadvantages. In particular this model does not produce an actual prediction equation for freee KK and therefore, it cannot be a useful forecasting tool for medium or long range price predictions Freee KK's 4 Period Moving Average reference values are drawn from available trading data and are presented for informational reference only.
A four-period moving average forecast model for freee KK is based on an artificially constructed daily price series in which the value for a given day is replaced by the mean of that value and the values for four preceding and succeeding time periods. This model is best suited to forecast equities with high volatility.

4 Period Moving Average Price Forecast For the 28th of March

Given 90 days horizon, the 4 Period Moving Average forecasted value of freee KK on the next trading day is expected to be 11.69 with a mean absolute deviation of 0.95 , mean absolute percentage error of 1.74 , and the sum of the absolute errors of 54.81 .
Please note that although there have been many attempts to predict Freee Pink Sheet prices using its time series forecasting, we generally do not suggest 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).

Pink Sheet Forecast Pattern

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Forecasted Value

For the next trading day, Macroaxis evaluates Freee KK's predictive range by looking for statistically meaningful downside and upside boundaries. The projected forecast band currently runs from roughly 3.34 on the downside to about 20.03 on the upside.
Market Value
10.79
11.69
Expected Value
20.03
Upside

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 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 Criteria113.1486
BiasArithmetic mean of the errors 0.3569
MADMean absolute deviation0.945
MAPEMean absolute percentage error0.0664
SAESum of the absolute errors54.8125
The four period moving average method has an advantage over other forecasting models in that it does smooth out peaks and troughs in a set of daily price observations of Freee KK. However, it also has several disadvantages. In particular this model does not produce an actual prediction equation for freee KK and therefore, it cannot be a useful forecasting tool for medium or long range price predictions

Other Forecasting Options for Freee KK

MACD analysis of Freee tracks the relationship between two exponential moving averages of Freee KK's price. Many Freee KK's traders use Fibonacci levels to set entry and exit targets based on prior price swings. Average True Range measures the typical daily price swing for Freee, accounting for gaps.

Freee KK Related Equities

These stocks within the Software—Application space are often compared to Freee KK by analysts and fund managers in the sector. Checking cash flow across this peer set helps gauge Freee KK's relative financial strength. Sector-wide trends across this peer group can help split company-level factors from broader forces.
 Risk & Return  Correlation

Freee KK Market Strength Events

Market strength indicators for Freee KK assess how the pink sheet responds to changes in investor sentiment. These signals support informed decisions about when to enter or exit freee KK positions. Market strength signals help investors time freee KK positions with greater precision and confidence.

Freee KK Risk Indicators

Risk indicator analysis for Freee KK is a critical component of accurate price forecasting. Identifying and quantifying the risks associated with Freee KK's allows investors to make better-informed decisions. Understanding Freee KK's risk indicators is a fundamental step in managing investment exposure responsibly.
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

A coverage review of freee KK shows when the security is attracting above-average attention from contributors and market observers. This is most useful when investors want to understand why a security is suddenly drawing more public discussion.

Other Macroaxis Stories

Macroaxis story coverage is designed for a broad investing audience that ranges from self-directed traders to advisers, researchers, and institutional market participants. The content is intended to support people who want a more structured path from headline information to portfolio action.

Freee KK Short Properties

Short sentiment tied to freee KK matters because heavier bearish pressure can change how quickly future price expectations become unstable. Used correctly, these measures can help investors decide when hedging or timing discipline may matter more than conviction alone.
Common Stock Shares Outstanding56.7 M
Short Long Term Debt550 M

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Other Information on Investing in Freee Pink Sheet

Key financial relationships within Freee KK are expressed through its ratios. Each ratio adds context around profit, cash flow, and total value.