Question

A sample of number of NFL injuries including Concussion, ACL tears, MCL tears and PCL tears from 1999 to 2019 are as follows 1 :

1- Develop one hypothesis test on means (Two examples could be: (1) Compare mean of ACL and PCL from 1999 to 2019, or (2) you can compare the concussion injuries from 1999 to 2008 with concussion injuries from 2009 to 2019). You may compare other two means. (alpha=5%)

PCL Year 1999 2000 2001 2002 2003 2004 2005 2006 MCL 95 102 125 123 98 130 85 93 78 81 145 137 65 102 96 105 83 75 78 2007 20

Please answer the comparison for concussions. Thanks.

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Answer #1

1)

ACL PCL
85 85
71 93
45 78
93 81
65 65
60 102
58 96
55 105
62 83
48 75
71 78
66 88
55 92
62 101
61 84
49 91
59 77
56 79
54 83
57 80
47 87
Mean 60.90476 85.85714 AVERAGE()
Sd 11.7979 9.900938 STDEV()
n 21 21
Hypothesis : α= 0.05
df 40 n1+n2-2
Ho: μ1​ = μ2
Ha: μ1​ not = μ2
t Critical Value :
tc +/-2.02107539 T.INV.2T(alpha,df) TWO
Rejection region:
ts < for - tc TWO To reject
ts > for + tc TWO To reject
Test :
Sp^2 118.6091326 ((n1-1)S1^2+(n2-1)S2^2)/(n1+n2-2)
t -7.424140255 (X1 bar-X2 bar )/SQRT(Sp^2*(1/n1 + 1/n2)) Equal vriance
P value :
P value 4.84641E-09 T.DIST.2T(ts,df) TWO
Decision :
P value < α Reject H0

Conclusion:

There is enough evidence to conclude that there is a mean difference between ACL and PCL from 1999 to 2019 at 5% significance level

2)

Concussion(1999-2008) Concussion(2009-2019)
185 295
211 200
192 245
215 261
255 229
246 206
203 275
199 243
205 281
241 214
224
Mean 215.2 243
sd 23.9944438 31.80565987
n 10 11
Hypothesis : α= 0.05
df 19 n1+n2-2
Ho: μ1​ = μ2
Ha: μ1​ not = μ2
t Critical Value :
tc +/-2.093024054 T.INV.2T(alpha,df) TWO
Rejection region:
ts < for - tc TWO To reject
ts > for + tc TWO To reject
Test :
Sp^2 805.1371898 ((n1-1)S1^2+(n2-1)S2^2)/(n1+n2-2)
t -2.242314614 (X1 bar-X2 bar )/SQRT(Sp^2*(1/n1 + 1/n2)) Equal vriance
P value :
P value 0.037067647 T.DIST.2T(ts,df) TWO
Decision :
P value < α Reject H0

Conclusion:

There is enough evidence to conclude that there is a mean difference between concussion injuries from 1999 to 2008 and concussion injuries from 2009 to 2019 at 5% significance level

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