QUESTION IMAGE
Question
a weight-loss clinic advertised that last month its patients, on average, lost 8 lb. assuming that average refers to the mean, which of the following claims must be true based on this information?
note: more than one statement could be true. if none of the statements is true, mark the appropriate box.
- last month more than half of their patients lost at least 8 lb.
- last month some of their patients lost exactly 8 lb.
- this month at least one of their patients will lose at least 8 lb.
- last month all of their patients lost more than 4 lb.
- last month some of their patients lost at least 8 lb.
- none of the above statements are true.
Analyze the given information
Using the Sample Mean knowledge point
The clinic states that last month, the mean weight loss of its patients was \(8\text{ lb}\). Let \(n\) be the number of patients, and \(x_i\) be the weight loss of patient \(i\).
Evaluate Statement 1 and Statement 2
Using the Mean Properties knowledge point
- Statement 1: "Last month more than half of their patients lost at least \(8\text{ lb}\)."
This describes the median, not the mean. A skewed distribution (e.g., one patient losing \(80\text{ lb}\) and nine patients losing \(0\text{ lb}\)) yields a mean of \(8\text{ lb}\), but only \(10\%\) of patients lost at least \(8\text{ lb}\). Thus, this statement is not necessarily true.
- Statement 2: "Last month some of their patients lost exactly \(8\text{ lb}\)."
The mean can be \(8\text{ lb}\) without any individual value being exactly \(8\text{ lb}\) (e.g., two patients losing \(6\text{ lb}\) and \(10\text{ lb}\)). Thus, this statement is not necessarily true.
Evaluate Statement 3 and Statement 4
Using the Mean Properties knowledge point
- Statement 3: "This month at least one of their patients will lose at least \(8\text{ lb}\)."
Past performance (last month) does not guarantee future outcomes (this month). Thus, this statement is not necessarily true.
- Statement 4: "Last month all of their patients lost more than \(4\text{ lb}\)."
Some patients could have lost less than \(4\text{ lb}\), or even gained weight, as long as others lost enough to keep the average at \(8\text{ lb}\). Thus, this statement is not necessarily true.
Evaluate Statement 5
Using the Mean Properties and Statistical Interpretation knowledge points
- Statement 5: "Last month some of their patients lost at least \(8\text{ lb}\)."
If the average weight loss is \(8\text{ lb}\), it is mathematically impossible for every single patient to have lost strictly less than \(8\text{ lb}\). If \(x_i < 8\) for all \(i\), then:
This contradicts the given mean of \(8\text{ lb}\). Therefore, at least one patient (some patients) must have lost at least \(8\text{ lb}\). This statement must be true.
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- Last month more than half of their patients lost at least 8 lb.
- Last month some of their patients lost exactly 8 lb.
- This month at least one of their patients will lose at least 8 lb.
- Last month all of their patients lost more than 4 lb.
- Last month some of their patients lost at least 8 lb. (Correct answer)
- None of the above statements are true.