A cognitive psychologist working in the area of suggestion asked
a sample of children to solve as many problems as they could in 15
minutes. Half of the children are told that this is a
problem-solving test and the other half are told that this is just
a time-filling task. The psychologist hypothesizes that thinking it
is a time-filling task will reduce problem solving. What can the
psychologist conclude with an α of 0.05? Below is the data for the
number of problems solved.
problem- solving |
time- filling |
---|---|
10 5 9 7 6 8 7 |
3 4 7 4 2 6 4 |
Compute the appropriate test statistic(s) to make a decision
about H0.
(Hint: Make sure to write down the null and alternative hypotheses
to help solve the problem.)
critical value =
d) If appropriate, compute the CI. If not
appropriate, input "na" for both spaces below.
[ , ]
e) Compute the corresponding effect size(s) and
indicate magnitude(s).
If not appropriate, input and/or select "na" below.
d = ; ---Select--- na trivial
effect small effect medium effect large effect
r2 = ; ---Select---
na trivial effect small effect medium effect large effect
For Problem solving :
Sample mean using excel function AVERAGE(), x̅1 = 7.4286
Sample standard deviation using excel function STDEV.S, s1 = 1.7182
Sample size, n1 = 7
For Time filling :
Sample mean using excel function AVERAGE(), x̅2 = 4.2857
Sample standard deviation using excel function STDEV.S, s2 = 1.7043
Sample size, n2 = 7
a) Null and Alternative hypothesis:
Ho : µ1 ≤ µ2
H1 : µ1 > µ2
Pooled variance :
S²p = ((n1-1)*s1² + (n2-1)*s2² )/(n1+n2-2) = ((7-1)*1.7182² + (7-1)*1.7043²) / (7+7-2) = 2.9286
Test statistic:
t = (x̅1 - x̅2) / √(s²p(1/n1 + 1/n2 ) = (7.4286 - 4.2857) / √(2.9286*(1/7 + 1/7)) = 3.4358
df = n1+n2-2 = 12
Critical value :
Right tailed critical value, t crit = ABS(T.INV(0.05, 12)) = 1.782
Decision:
t > tcrit, Reject the null hypothesis
d) 95% Confidence interval :
At α = 0.05 and df = n1+n2-2 = 12, two tailed critical value, t-crit = T.INV.2T(0.05, 12) = 2.179
Lower Bound = (x̅1 - x̅2) - t-crit*√(S²p*(1/n1 +1/n2)) = (7.4286 - 4.2857) - 2.179*√(2.9286*(1/7 + 1/7)) = 1.1498
Upper Bound = (x̅1 - x̅2) + t-crit*√(S²p*(1/n1 +1/n2)) = (7.4286 - 4.2857) + 2.179*√(2.9286*(1/7 + 1/7)) = 5.1359
1.1498 < µ1 - µ2 < 5.1359
e) Cohen's d = (x̅1- x̅2)/√S²p = 1.84
r² = d²/(d²+4) = 0.46
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