Choosing the best trendline for your data (2024)

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When you want to add a trendline to a chart in Microsoft Graph, you can choose any of the six different trend/regression types. The type of data you have determines the type of trendline you should use.

Trendline reliability A trendline is most reliable when its R-squared value is at or near 1. When you fit a trendline to your data, Graph automatically calculates its R-squared value. If you want, you can display this value on your chart.

Linear

A linear trendline is a best-fit straight line that is used with simple linear data sets. Your data is linear if the pattern in its data points resembles a line. A linear trendline usually shows that something is increasing or decreasing at a steady rate.

In the following example, a linear trendline clearly shows that refrigerator sales have consistently risen over a 13-year period. Notice that the R-squared value is 0.9036, which is a good fit of the line to the data.

Choosing the best trendline for your data (1)

Logarithmic

A logarithmic trendline is a best-fit curved line that is most useful when the rate of change in the data increases or decreases quickly and then levels out. A logarithmic trendline can use negative and/or positive values.

The following example uses a logarithmic trendline to illustrate predicted population growth of animals in a fixed-space area, where population leveled out as space for the animals decreased. Note that the R-squared value is 0.9407, which is a relatively good fit of the line to the data.

Choosing the best trendline for your data (2)

Polynomial

A polynomial trendline is a curved line that is used when data fluctuates. It is useful, for example, for analyzing gains and losses over a large data set. The order of the polynomial can be determined by the number of fluctuations in the data or by how many bends (hills and valleys) appear in the curve. An Order 2 polynomial trendline generally has only one hill or valley. Order 3 generally has one or two hills or valleys. Order 4 generally has up to three.

The following example shows an Order 2 polynomial trendline (one hill) to illustrate the relationship between speed and gasoline consumption. Notice that the R-squared value is 0.9474, which is a good fit of the line to the data.

Choosing the best trendline for your data (3)

Power

A power trendline is a curved line that is best used with data sets that compare measurements that increase at a specific rate — for example, the acceleration of a race car at one-second intervals. You cannot create a power trendline if your data contains zero or negative values.

In the following example, acceleration data is shown by plotting distance in meters by seconds. The power trendline clearly demonstrates the increasing acceleration. Note that the R-squared value is 0.9923, which is a nearly perfect fit of the line to the data.

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Exponential

An exponential trendline is a curved line that is most useful when data values rise or fall at increasingly higher rates. You cannot create an exponential trendline if your data contains zero or negative values.

In the following example, an exponential trendline is used to illustrate the decreasing amount of carbon 14 in an object as it ages. Note that the R-squared value is 1, which means the line fits the data perfectly.

Choosing the best trendline for your data (5)

Moving average

A moving average trendline smoothes out fluctuations in data to show a pattern or trend more clearly. A moving average trendline uses a specific number of data points (set by the Period option), averages them, and uses the average value as a point in the trendline. If Period is set to 2, for example, then the average of the first two data points is used as the first point in the moving average trendline. The average of the second and third data points is used as the second point in the trendline, and so on.

In the following example, a moving average trendline shows a pattern in number of homes sold over a 26-week period.

Choosing the best trendline for your data (6)

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Choosing the best trendline for your data (2024)

FAQs

Choosing the best trendline for your data? ›

The type of data you have determines the type of trendline you should use. Trendline reliability A trendline is most reliable when its R-squared value is at or near 1. When you fit a trendline to your data, Graph automatically calculates its R-squared value. If you want, you can display this value on your chart.

Which is the best trend line for the data shown? ›

An exponential trendline is suitable for data points that increase or decrease at an increasing rate, whereas a logarithmic trendline is better for data points that increase or decrease at a decreasing rate.

How do you select data for a trendline? ›

In the chart, select the data series that you want to add a trendline to, and then click the Chart Design tab. For example, in a line chart, click one of the lines in the chart, and all the data marker of that data series become selected. On the Chart Design tab, click Add Chart Element, and then click Trendline.

How do you know if your trend line is the best-fit for the points? ›

Choose the line that fits the data best

Ideally, you should choose the trendline where all data points have the smallest distance to the trendline.

How to know which trendline to use in Excel? ›

The type of data you have will help determine the type of trendline to use. A trendline is most accurate when its R-squared value (R-squared value: A number from 0 to 1 that reveals how closely the estimated values for the trendline correspond to your actual data.

How to choose the best trendline? ›

The type of data you have determines the type of trendline you should use. Trendline reliability A trendline is most reliable when its R-squared value is at or near 1. When you fit a trendline to your data, Graph automatically calculates its R-squared value. If you want, you can display this value on your chart.

How to determine a trend line? ›

How do you identify a trend line? A trend line is a line that minimizes the distance between each point in a scatter plot and the line itself. There are positive trend lines (the values of the variables rise and fall together) and negative trend lines (the values of the variables move in opposite directions).

Which trend line best fits the data? ›

A linear trendline is a best-fit straight line that is used with simple linear data sets. Your data is linear if the pattern in its data points resembles a line. A linear trendline usually shows that something is increasing or decreasing at a steady rate.

How to use trendline to forecast? ›

In the Format Trendline pane, go to the Trendline Options section, and enter the number of periods you want to forecast in the Forward or Backward box. You can also check the Set Intercept box to set a specific value for the intercept of the trendline.

How to draw a trendline in a chart? ›

Draw the line: Once you have selected the points, draw a diagonal line that connects them. Try to make sure the line touches as many points as possible, while still allowing for some deviation. The line should be sloping in the direction of the trend.

How to determine the best fit line? ›

The line of best fit formula is y = mx + b. Finding the line of best fit formula can be done using the point slope method. Take two points, usually the beginning point and the last point given, and find the slope and y intercept.

What two things make a best fit line? ›

The line of best fit is used to show a trend or correlation between the dependent variable and independent variable(s). It can be depicted visually, or as a mathematical expression.

What is the best fit line for data in linear regression? ›

The goal of the linear regression algorithm is to get the best values for B0 and B1 to find the best fit line. The best fit line is a line that has the least error which means the error between predicted values and actual values should be minimum.

What is the best trendline indicator? ›

The following indicators are regarded as the best trend indicators:
  • The Bollinger Band Indicator. ...
  • The Moving Average Convergence Divergence Indicator. ...
  • The Relative Strength Index Indicator. ...
  • The On Balance Volume Indicator. ...
  • Simple Moving Average.

How do you confirm a trendline? ›

It takes at least two tops or bottoms to draw a valid trend line but it takes THREE to confirm a trend line. The STEEPER the trend line you draw, the less reliable it is going to be and the more likely it will break.

What is the trendline of best-fit in Excel? ›

Add the best fit line

On the "Format Trendline" panel, click the "Linear" button under the "Trendline Options." This displays a linear straight line within your charts, reflecting the best fit line and data trend.

Which is the best chart to use for trend analysis? ›

A line chart is, therefore, the best chart to show trends over time. It shows trends and data variables clearly. Besides, a line graph assists readers with making predictions for the future. However, for a data set comparison to be useful, you must use the same scale on both axes.

Which of the following charts is best for showing trends in data? ›

Line Chart

This visualization is the best chart to show trends over time. As a business person, you can use this visualization to emphasize a difference in your business over time. Line charts contain two variables. One is on the vertical axis, and the other is on the horizontal axis.

What is a trend line that most accurately shows the relationship of the data? ›

The line of best fit is the trend line that most accurately shows the data.

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