Question: A MLR model contains SALES ($) and predictor variables including R&D (research and development expenditures in dollars). The regression estimate for the R&D variable is

A MLR model contains SALES ($) and predictor variables including R&D (research and development expenditures in dollars). The regression estimate for the R&D variable is 2.4. One of the following is the best nontechnical interpretation of that regression estimate. Which one?

  1. All else the same, each dollar in R&D is associated with a $2.40 increase in sales on average.
  2. All else the same, each dollar in R&D is associated with a $2.40 increase in sales.
  3. Each dollar in R&D is associated with a $2.40 increase in sales on average.
  4. Each dollar in R&D is associated with a $2.40 increase in sales.

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