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The t test




             1
Applications
 To compare the mean of a sample with
  population mean.
 To compare the mean of one sample

  with the mean of another independent
  sample.
 To compare between the values

  (readings) of one sample but in 2
  occasions.                        2
1.Sample mean and population
                mean
   The general steps of testing hypothesis must be
    followed.
   Ho: Sample mean=Population mean.
   Degrees of freedom = n - 1
                     −
          X −µ
      t =
           SE
                                                      3
Example
The following data represents hemoglobin values in
  gm/dl for 10 patients:
    10.5 9        6.5     8      11
    7      7.5    8.5     9.5    12

Is the mean value for patients significantly differ
   from the mean value of general population
(12 gm/dl) . Evaluate the role of chance.

                                                      4
Solution
   Mention all steps of testing hypothesis.

       8.95 − 12
    t=           = −5.352
       1.80201
               10
Then compare with tabulated value, for 9 df, and 5% level of
  significance. It is = 2.262
The calculated value>tabulated value.
Reject Ho and conclude that there is a statistically significant difference
  between the mean of sample and population mean, and this
  difference is unlikely due to chance.

                                                                          5
6
2.Two independent samples
The following data represents weight in Kg for 10
  males and 12 females.
Males:
           80    75   95    55        60
           70    75   72    80        65

Females:
            60   70   50   85    45    60
            80   65   70   62    77    82

                                                    7
2.Two independent samples, cont.

   Is there a statistically significant difference between
    the mean weight of males and females. Let alpha =
    0.01
   To solve it follow the steps and use this equation.
                          −
                              −
                       X1 − X 2
     t=
                   2              2
          (n1 − 1) S1 + (n 2 − 1) S 2 1   1
                                      ( + )
                 n1 + n 2 − 2          n1 n 2

                                                       8
Results
   Mean1=72.7         Mean2=67.17
   Variance1=128.46 Variance2=157.787
   Df = n1+n2-2=20
   t = 1.074
   The tabulated t, 2 sides, for alpha 0.01 is 2.845
   Then accept Ho and conclude that there is no
    significant difference between the 2 means. This
    difference may be due to chance.
   P>0.01
                                                    9
3.One sample in two occasions
   Mention steps of testing hypothesis.
   The df here = n – 1.
                −
        d
     t =
        sd
                 n

                     (∑ d ) 2
            ∑ d2 −
                        n
     sd =
                n −1

                                           10
Example: Blood pressure of 8
patients, before & after treatment
BP before BP after    d        d2
180        140        40       1600
200        145        55       3025
230        150        80       6400
240        155        85       7225
170        120        50       2500
190        130        60       3600
200        140        60       3600
165        130        35       1225
Mean d=465/8=58.125   ∑d=465   ∑d2=2917511
Results and conclusion
   t=9.387
   Tabulated t (df7), with level of significance
    0.05, two tails, = 2.36
   We reject Ho and conclude that there is
    significant difference between BP readings
    before and after treatment.
   P<0.05.

                                               12

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Stat5 the t test

  • 2. Applications  To compare the mean of a sample with population mean.  To compare the mean of one sample with the mean of another independent sample.  To compare between the values (readings) of one sample but in 2 occasions. 2
  • 3. 1.Sample mean and population mean  The general steps of testing hypothesis must be followed.  Ho: Sample mean=Population mean.  Degrees of freedom = n - 1 − X −µ t = SE 3
  • 4. Example The following data represents hemoglobin values in gm/dl for 10 patients: 10.5 9 6.5 8 11 7 7.5 8.5 9.5 12 Is the mean value for patients significantly differ from the mean value of general population (12 gm/dl) . Evaluate the role of chance. 4
  • 5. Solution  Mention all steps of testing hypothesis. 8.95 − 12 t= = −5.352 1.80201 10 Then compare with tabulated value, for 9 df, and 5% level of significance. It is = 2.262 The calculated value>tabulated value. Reject Ho and conclude that there is a statistically significant difference between the mean of sample and population mean, and this difference is unlikely due to chance. 5
  • 6. 6
  • 7. 2.Two independent samples The following data represents weight in Kg for 10 males and 12 females. Males: 80 75 95 55 60 70 75 72 80 65 Females: 60 70 50 85 45 60 80 65 70 62 77 82 7
  • 8. 2.Two independent samples, cont.  Is there a statistically significant difference between the mean weight of males and females. Let alpha = 0.01  To solve it follow the steps and use this equation. − − X1 − X 2 t= 2 2 (n1 − 1) S1 + (n 2 − 1) S 2 1 1 ( + ) n1 + n 2 − 2 n1 n 2 8
  • 9. Results  Mean1=72.7 Mean2=67.17  Variance1=128.46 Variance2=157.787  Df = n1+n2-2=20  t = 1.074  The tabulated t, 2 sides, for alpha 0.01 is 2.845  Then accept Ho and conclude that there is no significant difference between the 2 means. This difference may be due to chance.  P>0.01 9
  • 10. 3.One sample in two occasions  Mention steps of testing hypothesis.  The df here = n – 1. − d t = sd n (∑ d ) 2 ∑ d2 − n sd = n −1 10
  • 11. Example: Blood pressure of 8 patients, before & after treatment BP before BP after d d2 180 140 40 1600 200 145 55 3025 230 150 80 6400 240 155 85 7225 170 120 50 2500 190 130 60 3600 200 140 60 3600 165 130 35 1225 Mean d=465/8=58.125 ∑d=465 ∑d2=2917511
  • 12. Results and conclusion  t=9.387  Tabulated t (df7), with level of significance 0.05, two tails, = 2.36  We reject Ho and conclude that there is significant difference between BP readings before and after treatment.  P<0.05. 12