CLSSYB-001 practice question 2 of 25
In the expression Y = f(Xn) Y, the output, is the ___________ variable and Xn, the inputs, are the __________ variables.
Full set: 120 questionsThe expression Y = f(Xn) represents a fundamental concept in process improvement and statistics. In this function, 'Y' is the output or effect, and its value is a function of, or depends on, the inputs. Therefore, Y is the dependent variable. The 'Xn' represents the various inputs, factors, or causes that are believed to influence the output. These are the variables that can be manipulated or changed to observe their effect on Y, making them the independent variables. This relationship is central to the Six Sigma methodology for identifying the root causes of process variation.
A. Independent, dependent: This option incorrectly reverses the roles of the output (Y) and the inputs (Xn) in the functional relationship.
B. Individual, multiple: These terms describe the quantity of the variables (one output, multiple inputs) but not their statistical or functional relationship of dependency.
C. Sole, multiple: Similar to option B, this describes the number of variables involved rather than their roles as cause (independent) and effect (dependent).
1. Hart, D. M. M. (2006). Applying Lean Six Sigma in a High-Mix Low-Volume Manufacturing Environment [Master's thesis, Massachusetts Institute of Technology]. MIT DSpace. On page 13, the thesis states, "The underlying principle of Six Sigma is the equation Y=f(x). Y is the output or effect... X represents the inputs or causes... Y is a dependent variable, a function of the independent variables, X." Retrieved from https://dspace.mit.edu/handle/1721.1/36659
2. University of Washington, College of Engineering. (n.d.). Introduction to Process Improvement and Lean Six Sigma. In this courseware, the relationship is defined as: "Y = f(x) ... Y is the output (dependent variable) ... x’s are the inputs (independent variables)." (Module: Six Sigma Overview, Slide on "The Six Sigma Philosophy").
3. Montgomery, D. C. (2013). Introduction to Statistical Quality Control (7th ed.). Wiley. Chapter 1, Section 1-3, "The DMAIC Process," introduces the concept of Y = f(x) where Y is the output (a dependent variable) and the x's are the controllable or uncontrollable input variables (independent variables) that affect it. This is a foundational textbook for quality engineering and Six Sigma.
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