Spar Nord Stock Forecast - Simple Regression

SPNO Stock  DKK 137.20  3.60  2.56%   
The Simple Regression forecasted value of Spar Nord Bank on the next trading day is expected to be 139.42 with a mean absolute deviation of 2.39 and the sum of the absolute errors of 145.95. Spar Stock Forecast is based on your current time horizon.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through Spar Nord price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

Spar Nord Simple Regression Price Forecast For the 5th of December

Given 90 days horizon, the Simple Regression forecasted value of Spar Nord Bank on the next trading day is expected to be 139.42 with a mean absolute deviation of 2.39, mean absolute percentage error of 10.09, and the sum of the absolute errors of 145.95.
Please note that although there have been many attempts to predict Spar 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 Spar Nord's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Spar Nord Stock Forecast Pattern

Backtest Spar NordSpar Nord Price PredictionBuy or Sell Advice 

Spar Nord Forecasted Value

In the context of forecasting Spar Nord's 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. Spar Nord's downside and upside margins for the forecasting period are 138.15 and 140.68, respectively. We have considered Spar Nord'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
137.20
138.15
Downside
139.42
Expected Value
140.68
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Regression forecasting method's relative quality and the estimations of the prediction error of Spar Nord stock data series using in forecasting. Note that when a statistical model is used to represent Spar Nord 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.
AICAkaike Information Criteria120.4218
BiasArithmetic mean of the errors None
MADMean absolute deviation2.3926
MAPEMean absolute percentage error0.0179
SAESum of the absolute errors145.949
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as Spar Nord Bank historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Predictive Modules for Spar Nord

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Spar Nord Bank. 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.
Hype
Prediction
LowEstimatedHigh
139.58140.80142.02
Details
Intrinsic
Valuation
LowRealHigh
113.90115.12154.88
Details
Bollinger
Band Projection (param)
LowMiddleHigh
136.05137.99139.93
Details

Other Forecasting Options for Spar Nord

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

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

Spar Nord Bank 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 Spar Nord'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 Spar Nord's current price.

Spar Nord Market Strength Events

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

Spar Nord Risk Indicators

The analysis of Spar Nord'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 Spar Nord's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting spar 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.
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 Spar Nord

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 Spar Nord 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 Spar Nord will appreciate offsetting losses from the drop in the long position's value.

Moving together with Spar Stock

  0.69DSV DSV Panalpina ASPairCorr

Moving against Spar Stock

  0.55NOVO-B Novo Nordisk ASPairCorr
  0.41ORSTED Orsted ASPairCorr
  0.33PNDORA Pandora ASPairCorr
The ability to find closely correlated positions to Spar Nord could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Spar Nord 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 Spar Nord - 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 Spar Nord Bank to buy it.
The correlation of Spar Nord 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 Spar Nord moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Spar Nord Bank 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 Spar Nord 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.
Pair CorrelationCorrelation Matching

Other Information on Investing in Spar Stock

Spar Nord financial ratios help investors to determine whether Spar Stock 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 Spar with respect to the benefits of owning Spar Nord security.