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Applicants for a Particular Job,which Involves Extensive Travel in Spanish-Speaking

question 21

Essay

Applicants for a particular job,which involves extensive travel in Spanish-speaking countries,must take a proficiency test in Spanish.The sample data below were obtained in a study of the relationship between the numbers of years applicants have studied Spanish and their score on the test.Use the regression analysis below to explain what the R-squared in this regression means.
Dependent variable is: Score
R-squared = 83.0%
s = 5.65138 with 10 - 2 = 8 degrees of freedom  Variable  Coefficient  SE(Coeff)  t-ratio  P-value  Constant 31.533336.3604184.9577450.00111 Number of years 10.904761.7440546.2525380.000245\begin{array} { l l l l l } \text { Variable } & \text { Coefficient } & \text { SE(Coeff) } & \text { t-ratio } & \text { P-value } \\\text { Constant } & 31.53333 & 6.360418 & 4.957745 & 0.00111 \\\text { Number of years } & 10.90476 & 1.744054 & 6.252538 & 0.000245\end{array}


Definitions:

Goodness of Fit

The degree to which an individual's temperament, behaviors, and attributes are compatible with the demands or expectations of their social environment.

Child's Temperament

Refers to the innate traits that determine a child's approach to the world, including their activity level, reactivity, and the way they regulate emotions.

Adaptability

The ability to adjust to new conditions, challenges, or environments effectively.

Stranger Anxiety

The fear and caution exhibited by infants and young children when encountering unfamiliar individuals.

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