Data Lab

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Are more paydays better, even if the money is the same? According to workers, the short answer is yes, and both workers and employers can benefit. The reasons boil down to how workers perceive fairness.

June 25, 2025

More paydays, more fairness? How pay frequency shapes worker perceptions of compensation

Are more paydays better, even if the money is the same? According to workers, the short answer is yes, and both workers and employers can benefit. The reasons boil down to how workers perceive fairness.
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November 14, 2017

Data Fluency Series #3: Variation and Validity

by Marcus Buckingham

If you are using a tool to measure people data, there are two things it has to do: It has to reveal actual variation in the real world, and that variation has to validly relate to something else.
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November 7, 2017

Data Fluency Series #2: How to Get Reliable Ratings Data

by Marcus Buckingham

How do we know that the people data we’re collecting is reliable? How do we know that it’s measuring what we say it’s measuring? And can you really measure something like performance in another person?
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October 31, 2017

Data Fluency Series #1: How to Tell Good Data from Bad Data

by Marcus Buckingham

Bad data is a pervasive problem in our world, and especially in the world of work. People are being promoted and fired because this faulty data that actually tells us nothing about our employees.
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