[table][tr][td]set A[/td][td]1[/td][td]3[/td][td]3[/td][td]5[/td][td]6[/td][td]8[/td][td]10[/td][td]14[/td][/tr][tr][td]set B[/td][td]21[/td][td]23[/td][td]23[/td][td]25[/td][td]26[/td][td]28[/td][td]30[/td][td]34[/td][/tr][/table]
[table][tr][td]set X[/td][td]1[/td][td]2[/td][td]3[/td][td]4[/td][td]5[/td][td][/td][/tr][tr][td]set Y[/td][td]1[/td][td]2[/td][td]3[/td][td]4[/td][td]5[/td][td]6[/td][/tr][/table]
[table][tr][td]set P[/td][td]47[/td][td]53[/td][td]58[/td][td]62[/td][/tr][tr][td]set Q[/td][td]37[/td][td]43[/td][td]68[/td][td]72[/td][/tr][/table]
[size=150]Consider the question: Do tenth-grade students' backpacks generally weigh more than seventh-grade students' backpacks?[br][br]Here are dot plots showing the weights of backpacks for a random sample of students from these two grades:[/size][br][br][img]data:image/png;base64,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[/img][br][br]Did any seventh-grade backpacks in this sample weigh more than a tenth-grade backpack?
The mean weight of this sample of seventh-grade backpacks is 6.3 pounds. Do you think the mean weight of backpacks for [i]all[/i] seventh-grade students is exactly 6.3 pounds?
The mean weight of this sample of tenth-grade backpacks is 14.8 pounds. Do you think there is a meaningful difference between the weight of all seventh-grade and tenth-grade students' backpacks? Explain or show your reasoning.
Which sample has the highest mean weight?
Which sample has the lowest mean weight?
What is the difference between these two sample means?
All of the samples have a mean absolute deviation of about 2.8 pounds. Express the difference between the highest and lowest sample means as a multiple of the MAD.
Are these samples very different? Explain or show your reasoning.
[size=100][size=150]Remember our sample of tenth-grade students' backpacks had a mean weight of 14.8 pounds. The MAD for this sample is 2.7 pounds. Your teacher will assign you one of the samples of seventh-grade students' backpacks to use.[/size][/size][br][br]What is the difference between the sample means for the the tenth-grade students' backpacks and the seventh-grade students' backpacks?
Express the difference between these two sample means as a multiple of the larger of the MADs.
Do you think there is a meaningful difference between the weights of all seventh-grade and tenth-grade students' backpacks? Explain or show your reasoning.
[size=150]When anthropologists find steel artifacts, they can test the amount of carbon in the steel to learn about the people that made the artifacts. Here are some box plots showing the percentage of carbon in samples of steel that were found in two different 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[/img][br]Was there any steel found in region 1 that had [i]more[/i] carbon than some of the steel found in region 2?
Was there any steel found in region 1 that had [i]less[/i] carbon than some of the steel found in region 2?
Do you think there is a meaningful difference between all the steel artifacts found in regions 1 and 2?
Which sample has a distribution that is [i]not[/i] approximately symmetric?
What is the difference between the sample medians for these two regions?[br][br][img]data:image/png;base64,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[/img]
Express the difference between these two sample medians as a multiple of the larger interquartile range.
The anthropologists who conducted the study concluded that there was a meaningful difference between the steel from these regions. Do you agree? Explain or show your reasoning.