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sampling variability and improper calibration of an instrument.

--Actually, improper calibration of an instrument would be a systematic error, as it would always be in the same direction and by the same amount.

--Random errors are unknown, unpredictable changes in the instruments or the environment. For example, the temperature of the room changed, or the doors of a balance were left open.

--Random errors are things that can be corrected for (mostly) by repeating the experiment or averaging the current results.

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Q: What are the examples of random error?
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What is the difference between a bias and a random error?

Bias is systematic error. Random error is not.


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Personal error can be minimized by providing proper training and clear guidelines to the individuals involved. Random error can be minimized by increasing sample size, repeating experiments, and using precise measurement tools.


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