Soru

Zorluk: ZorMeasures of Dispersion and Position (Range, IQR, Standard Deviation, Percentiles)

A statistics instructor compiles the exam scores of 50 students in Dataset SS. The dataset has a range RR, an interquartile range IQRIQR, and a standard deviation ss. A revised dataset TT is created by multiplying each score in Dataset SS by 1.5-1.5 and then adding 2525 to each result. Which of the following expressions correctly states the measures of dispersion for Dataset TT in terms of the measures of dispersion for Dataset SS?

  1. A
    RangeT=1.5R+25\text{Range}_T = -1.5R + 25, IQRT=1.5IQR+25IQR_T = -1.5 IQR + 25, and sT=1.5s+25s_T = -1.5s + 25
  2. B
    RangeT=1.5R+25\text{Range}_T = 1.5R + 25, IQRT=1.5IQR+25IQR_T = 1.5 IQR + 25, and sT=1.5s+25s_T = 1.5s + 25
  3. RangeT=1.5R\text{Range}_T = 1.5R, IQRT=1.5IQRIQR_T = 1.5 IQR, and sT=1.5ss_T = 1.5sCevap
  4. D
    RangeT=1.5R\text{Range}_T = 1.5R, IQRT=1.5IQRIQR_T = 1.5 IQR, and sT=2.25ss_T = 2.25s
  5. E
    RangeT=1.5R\text{Range}_T = 1.5R, IQRT=IQRIQR_T = IQR, and sT=1.5ss_T = 1.5s

Cevap

The measures of dispersion for Dataset T are given by Range_T = 1.5R, IQR_T = 1.5 IQR, and s_T = 1.5s.
When a linear transformation y=ax+by = ax + b is applied to a dataset, any measure of dispersion DD (such as range, interquartile range, or standard deviation) transforms according to Dy=aDxD_y = |a| D_x. The additive constant b=25b = 25 shifts all values equally and does not change the distances between data points, so it has no effect on dispersion. The multiplicative factor a=1.5a = -1.5 scales all distances by 1.5=1.5|-1.5| = 1.5. Therefore, RangeT=1.5R\text{Range}_T = 1.5R, IQRT=1.5IQRIQR_T = 1.5 IQR, and sT=1.5ss_T = 1.5s.

Adım Adım Çözüm

1
Analyze the general effect of a linear transformation y = ax + b on measures of dispersion.
Measures of dispersion (range, interquartile range, standard deviation) quantify spread and distance between data points. Adding a constant b shifts the whole distribution without altering distance between points, so b has zero impact on spread.
Additive constants shift position, not dispersion.
2
Determine the effect of multiplying by scale factor a = -1.5 on range, IQR, and standard deviation.
Multiplying data by a constant scale factor a scales all distance-based measures by |a|. Since dispersion measures must be non-negative, the scale factor used is |-1.5| = 1.5.
Distances between values scale by the absolute value of the multiplicative factor.
3
Combine the results to state Range_T, IQR_T, and s_T in terms of R, IQR, and s.
Range_T = 1.5R, IQR_T = 1.5 IQR, and s_T = 1.5s.
All three metrics scale by 1.5 and are unaffected by the +25 term.

Anahtar Kavram

Linear Transformations of Dispersion Metrics
Tahmini Süre:2m 0s
Bu soruyu puanla