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I'm using Excel 2003 under XP Professional to examine the relationship, if
any, between two sets of data - let's call them 'audit score' and 'profit'. I have 74 data points for each set. When I graph the data points in an XY scatterplot and then add a trendline to the data series, I get a slope for the line of .033. However, when I use the correlation function in data analysis, I get a .0185. I thought these two numbers should be the same. Although the difference is not very large, the difference gets noticeable when I look at certain subsets of the data; on one subset, the numbers come out identical to the fourth decimal place. Any thoughts? |
#2
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On Jan 4, 10:31*am, Donal P wrote:
I'm using Excel 2003 under XP Professional to examine the relationship, if any, between two sets of data - let's call them 'audit score' and 'profit'.. * I have 74 data points for each set. *When I graph the data points in an XY scatterplot and then add a trendline to the data series, I get a slope for the line of .033. *However, when I use the correlation function in data analysis, I get a .0185. * I thought these two numbers should be the same. *Although the difference is not very large, the difference gets noticeable when I look at certain subsets of the data; on one subset, the numbers come out identical to the fourth decimal place. Any thoughts? If you are trying to find the correlation between two things, you are going the right way. Do the XY scatter plot and add the trend line and the R squared number. This is the amount that Y is directly affected by X. In Six Sigma, you say that there is strong correlation when it gets to around .75. Anything lower then that, you obviously will ahve noise or other varaibles also working to raise or lower the Y. Jay |
#3
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Fri, 4 Jan 2008 08:31:04 -0800 from Donal P
: I'm using Excel 2003 under XP Professional to examine the relationship, if any, between two sets of data - let's call them 'audit score' and 'profit'. I have 74 data points for each set. When I graph the data points in an XY scatterplot and then add a trendline to the data series, I get a slope for the line of .033. However, when I use the correlation function in data analysis, I get a .0185. I thought these two numbers should be the same. Their sign are the same, but not their values. Overview: the correlation is how closely the points lie to a line, and the slope is the steepness of that line. Details: The correlation coefficient is always between -1 and +1 inclusive. It measures how close the points lie to the best fitting line. r = -1 means the points line up precisely on a line sloping down to the right; r = +1 means they align precisely on a line sloping up to the right. r = .9 means they lie in a good up-to-the-right relationship, but not perfectly linear; r = .8 means less perfectly linear, and so on down to r = 0, which is no linear relationship at all. Then with r = -.1, -.2, and so on, the relationship gets closer and closer to a straight line, but pointing down toward the right. -- Stan Brown, Oak Road Systems, Tompkins County, New York, USA http://OakRoadSystems.com/ "If there's one thing I know, it's men. I ought to: it's been my life work." -- Marie Dressler, in /Dinner at Eight/ |
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