Question

In: Statistics and Probability

TREND Billed Charge Visit Time (Minutes) $               13,924.00 220 $               &nbs

TREND
Billed Charge Visit Time (Minutes)
$               13,924.00 220
$                  4,956.00 180
$                  8,496.00 165
$               12,036.00 200
$                  4,956.00 173
$               10,384.00 235
$               12,980.00 231
$               10,148.00 215
$                  8,024.00 170
$               12,508.00 295
$               11,328.00 198
$                  9,440.00 145
$               13,452.00 216
$               10,620.00 199
$               10,384.00 240
$                  5,664.00 124
$                  7,316.00 200
$               10,148.00 215
$                  5,900.00 184
$                  7,788.00 165
TREND
Computer the trend for the new visit times in minutes.
Visit Times (min)
300
305
310
320
Now that you have determined the answer, it is time to provide a 1 or 2 sentence
write up of your answer. In statistics, it is important that you not only get the correct
mathematical answer, but that you become comfortable writing up your results in
a manner that is easily understood by the reader/audience.

Solutions

Expert Solution

x y (x-x̅)² (y-ȳ)² (x-x̅)(y-ȳ)
220 13924 462.25 19372321.96 94630.10
180 4956 342.25 20853835.56 84482.10
165 8496 1122.25 1053907.56 34391.10
200 12036 2.25 6317179.56 3770.10
173 4956 650.25 20853835.56 116448.30
235 10384 1332.25 742009.96 31441.10
231 12980 1056.25 11953614.76 112365.50
215 10148 272.25 391125.16 10319.10
170 8024 812.25 2245801.96 42710.10
295 12508 9312.25 8912613.16 288091.10
198 11328 0.25 3259469.16 -902.70
145 9440 2862.25 6822.76 4419.10
216 13452 306.25 15440184.36 68764.50
199 10620 0.25 1204286.76 548.70
240 10384 1722.25 742009.96 35748.10
124 5664 5550.25 14888793.96 287465.70
200 7316 2.25 4869083.56 -3309.90
215 10148 272.25 391125.16 10319.10
184 5900 210.25 13123230.76 52527.70
165 7788 1122.25 3008837.16 58109.10
ΣX ΣY Σ(x-x̅)² Σ(y-ȳ)² Σ(x-x̅)(y-ȳ)
total sum 3970 190452 27413 149630088.8 1332338.00
mean 198.50 9522.60 SSxx SSyy SSxy

sample size ,   n =   20          
here, x̅ = Σx / n=   198.50   ,     ȳ = Σy/n =   9522.60  
                  
SSxx =    Σ(x-x̅)² =    27413.0000          
SSxy=   Σ(x-x̅)(y-ȳ) =   1332338.0          
                  
estimated slope , ß1 = SSxy/SSxx =   1332338.0   /   27413.000   =   48.6024
                  
intercept,   ß0 = y̅-ß1* x̄ =   -124.9794          
                  
so, regression line is   Ŷ =   -124.9794   +   48.6024   *x

......

For x(new visit time) = 300

Y(New billed charge) = -124.9794   +   48.6024   *300 = 14455.75

Similarly we can calculate for others value.

New Visit Time New Billed Charge
300 $14,455.75
305 $14,698.76
310 $14,941.77
320 $15,427.79

We have first created the relationship/equation between two variable(dependent and independent) using trend/regression analysis. Using that trend equation we have predicted the dependent variable based on independent variable.


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