Question

In: Statistics and Probability

A weight loss program is announced by Health fitness centre claiming weight loss for sure. A...

A weight loss program is announced by Health fitness centre claiming weight loss for sure. A random sample of eight recent participants showed the following weights before and after completing the course. At the 0.01 significance level, can we conclude the students lost weight?

Names

Before

After

Hunter

157

153

Cashman

225

209

Mervine

141

147

Massa

152

147

Creola

201

186

Perterson

154

140

Redding

174

160

Poust

185

175

(a) State the null hypothesis and the alternative hypothesis.

(b) What is the critical value of t?

(c) What is the computed value of t?

(d) Interpret the result. What is the p-value?

(e) What assumption needs to be made about the distribution of the differences?

Solutions

Expert Solution

Before After Difference
157 153 4
225 209 16
141 147 -6
152 147 5
201 186 15
154 140 14
174 160 14
185 175 10

∑x = 72 , ∑x² = 1050, n = 8

Mean , x̅d = Ʃx/n = 72/8 = 9

Standard deviation, sd = √[(Ʃx² - (Ʃx)²/n)/(n-1)] = √[(1050-(72)²/8)/(8-1)] = 7.5782

a) Null and Alternative hypothesis:

Ho : µd = 0

H1 : µd > 0

b) df = n-1 = 7

Critical value :

Right tailed critical value, t-crit = ABS(T.INV(0.01, 7)) = 2.998

Reject Ho if t > 2.998

c) Test statistic:

t = (x̅d)/(sd/√n) = (9)/(7.5782/√8) = 3.359

d) p-value :

p-value = T.DIST.RT(3.3591, 7) = 0.0060

Decision:

p-value < α, Reject the null hypothesis

e) Assumptions:

  • The observations are independent of one another.
  • The dependent variable should be approximately normally distributed.
  • The dependent variable should not contain any outliers.
  • The dependent variable must be continuous (interval/ratio).

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