Question
Two sample tests on means Recall that when comparing two means, we must first decide if the two variables are dependent (or paired) vs if
Two sample tests on means
Recall that when comparing two means, we must first decide if the two variables are dependent (or paired) vs if they are independent
1. Using the hockey data, test if the true mean number of wins is greater than the true mean number of losses, using a significance level of 0.01. (Note that both cases just refer to the W and L columns, nothing fancier.)
2. Using the hockey data, test if the actual average goal differential between the Eastern Conference is different from that of the Western Conference, using a significance level of 0.05.
Team | Conference | Division | W | L | OTL | Pts | GF | GA | Diff |
---|---|---|---|---|---|---|---|---|---|
Tampa Bay | Eastern | Atlantic | 55 | 17 | 10 | 120 | 284 | 230 | 54 |
Boston | Eastern | Atlantic | 55 | 17 | 10 | 120 | 270 | 205 | 65 |
Toronto | Eastern | Atlantic | 57 | 16 | 9 | 123 | 298 | 214 | 84 |
Florida | Eastern | Atlantic | 45 | 23 | 14 | 104 | 254 | 249 | 5 |
Detroit | Eastern | Atlantic | 30 | 38 | 14 | 74 | 226 | 248 | -22 |
Montreal | Eastern | Atlantic | 30 | 44 | 8 | 68 | 213 | 267 | -54 |
Ottawa | Eastern | Atlantic | 25 | 45 | 12 | 62 | 222 | 289 | -67 |
Buffalo | Eastern | Atlantic | 26 | 50 | 6 | 58 | 191 | 286 | -95 |
Washington | Eastern | Metropolitan | 51 | 21 | 10 | 112 | 249 | 244 | 5 |
Pittsburgh | Eastern | Metropolitan | 49 | 25 | 8 | 106 | 275 | 248 | 27 |
Philadelphia | Eastern | Metropolitan | 47 | 29 | 6 | 100 | 263 | 246 | 17 |
Columbus | Eastern | Metropolitan | 49 | 28 | 5 | 103 | 225 | 222 | 3 |
New Jersey | Eastern | Metropolitan | 43 | 30 | 9 | 95 | 263 | 254 | 9 |
Carolina | Eastern | Metropolitan | 24 | 45 | 13 | 61 | 243 | 259 | -16 |
NY Islanders | Eastern | Metropolitan | 42 | 27 | 13 | 97 | 263 | 304 | -41 |
NY Rangers | Eastern | Metropolitan | 37 | 35 | 10 | 84 | 207 | 254 | -47 |
Nashville | Western | Central | 53 | 21 | 8 | 114 | 272 | 221 | 51 |
Winnipeg | Western | Central | 46 | 23 | 13 | 105 | 286 | 221 | 65 |
Minnesota | Western | Central | 32 | 36 | 14 | 78 | 246 | 229 | 17 |
Colorado | Western | Central | 43 | 29 | 10 | 96 | 271 | 242 | 29 |
St Louis | Western | Central | 51 | 25 | 6 | 108 | 223 | 238 | -15 |
Dallas | Western | Central | 37 | 34 | 11 | 85 | 235 | 230 | 5 |
Chicago | Western | Central | 32 | 39 | 11 | 75 | 217 | 253 | -36 |
Vegas | Western | Central | 52 | 20 | 10 | 114 | 261 | 224 | 37 |
Anaheim | Western | Pacific | 42 | 30 | 10 | 94 | 228 | 213 | 15 |
San Jose | Western | Pacific | 44 | 27 | 11 | 99 | 244 | 228 | 16 |
Los Angeles | Western | Pacific | 44 | 27 | 11 | 99 | 233 | 191 | 42 |
Calgary | Western | Pacific | 38 | 34 | 10 | 86 | 215 | 243 | -28 |
Edmonton | Western | Pacific | 34 | 36 | 12 | 80 | 250 | 268 | -18 |
Vancouver | Western | Pacific | 23 | 48 | 11 | 57 | 213 | 266 | -53 |
Arizona | Western | Pacific | 32 | 37 | 13 | 77 | 209 | 253 | -44 |
Calculate the test statistic (Round answer to 2 decimal places) Calculate the p-value (Round answer to 4 decimal places) This test statistic leads to a decision to
- accept the null
- fail to reject the null
- reject the null
Provide Explanation with : 1. Hypotheses :
2. Assumption check:
3. Decision rule:
4. Descriptive statistics:
5. Decision:
6. Conclusion:
Sample just like below
Hypotheses:
H0: 0.44
H1: < 0.44
Assumption check:
1) "Success" does come from a binomial distribution.
2) 0=350(.44) = 154 5 3) 0=350(.66) = 196 5 Thus, we can employ the central limit theory that says the distribution of is approximately normal and inferences on the actual proportion of counties which are considered inside a metro area should be valid.
Decision rule:
If the p-value is less than the pre-determined alpha of 0.01, we will reject the null hypothesis.
Descriptive statistics:
= 0.3829
z = -2.15
p-value = 0.0156
Decision:
Because the p-value of 0.0156 is greater than the pre-determined alpha of 0.01, we fail to reject the null hypothesis.
Conclusion :
We can not conclude that the actual proportion of counties that are considered inside a metro area was less than 44%
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