Simple Linear Regression:  Always Plot Your Data! @jbstatistics
Simple Linear Regression:  Always Plot Your Data!  @jbstatistics
Uploaded December 2012 | Updated September 2026, 2 hours ago
A quick look at a few cautions about simple linear regression.

Anscombe's quartet can be found in:
Anscombe, F. (1973). Graphs in statistical analysis. American Statistician, 27:17--21.

The fuel use vs speed data is found in:
West, B.H., McGill,R.N., Hodgson, J.W., Sluder, S.S. , and Smith D.E., Development and Verification of Light-Duty Modal Emissions and Fuel Consumption Values for Traffic Mod- els, FHWA-RD-99-068, U.S. Department of Transportation, Federal Highway Administration, Washington, DC, March 1999.

The life expectancy vs television data is a random sample from the 2008 Economist Pocket World in Figures.
Simple Linear Regression:  Always Plot Your Data!Poisson or Not?  (When does a random variable have a Poisson distribution?)Introduction to the Multinomial DistributionUsing the t Table to Find the P-value in One-Sample t TestsAn Introduction to Hypothesis TestingAn Introduction to Paired-Difference ProceduresInference for One Variance: An Example of a Confidence Interval and a Hypothesis TestYou sir, are no normal distributionInference for Two Variances: An Example of a Confidence Interval and a Hypothesis TestHypothesis Tests on One Mean:  t or z?An Example of a Paired-Difference t Test and Confidence IntervalHypothesis tests on one mean:  t test or z test?
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Simple Linear Regression: Always Plot Your Data!

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