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a survey was completed at a high school with 745 students to determine …

Question

a survey was completed at a high school with 745 students to determine their favorite time of year. the results are below.

favorite time of the year

winterspringsummerfall
sophomore20289652
junior42265248
senior30254234
  1. what is the probability a student prefers winter given they are a freshman?
  2. find p(junior | fall).
  3. find p(summer | senior).
  4. if a student is chosen at random, what is the probability it will be a student who is a sophomore or a student who likes spring.

Explanation:

Response

<pre_analysis>
{
"quality": "clear",
"question_count": 4,
"skills_matched": [
"step_cot",
"table_formatter",
"explain_then_answer",
"quick"
],
"needs_drawing": false,
"concepts_used": [],
"new_concepts": [
"Conditional Probability",
"Addition Rule for Probability",
"Two-Way Tables"
],
"current_concepts": [
"Two-Way Frequency Tables",
"Conditional Probability",
"Addition Rule for Probability"
]
}
</pre_analysis>

<reasoning>

Calculate row and column totals

\[

$$\begin{aligned} &\text{Total Freshman} = 25 + 35 + 88 + 102 = 250\\ &\text{Total Sophomore} = 20 + 28 + 96 + 52 = 196\\ &\text{Total Junior} = 42 + 26 + 52 + 48 = 168\\ &\text{Total Senior} = 30 + 25 + 42 + 34 = 131\\ &\text{Total Winter} = 25 + 20 + 42 + 30 = 117\\ &\text{Total Spring} = 35 + 28 + 26 + 25 = 114\\ &\text{Total Summer} = 88 + 96 + 52 + 42 = 278\\ &\text{Total Fall} = 102 + 52 + 48 + 34 = 236\\ &\text{Grand Total} = 250 + 196 + 168 + 131 = 745 \end{aligned}$$

\]

Solve conditional probabilities (Questions 1, 2, and 3)

\[

$$\begin{aligned} &P(\text{Winter} \mid \text{Freshman}) = \frac{\text{Freshman and Winter}}{\text{Total Freshman}} = \frac{25}{250} = \frac{1}{10} = 0.1\\ &P(\text{Junior} \mid \text{Fall}) = \frac{\text{Junior and Fall}}{\text{Total Fall}} = \frac{48}{236} = \frac{12}{59} \approx 0.2034\\ &P(\text{Summer} \mid \text{Senior}) = \frac{\text{Senior and Summer}}{\text{Total Senior}} = \frac{42}{131} \approx 0.3206 \end{aligned}$$

\]

Solve union probability (Question 4)

\[

$$\begin{aligned} &P(\text{Sophomore} \cup \text{Spring}) = P(\text{Sophomore}) + P(\text{Spring}) - P(\text{Sophomore} \cap \text{Spring})\\ &P(\text{Sophomore} \cup \text{Spring}) = \frac{196}{745} + \frac{114}{745} - \frac{28}{745} = \frac{282}{745} \approx 0.3785 \end{aligned}$$

\]
</reasoning>

<answer>

No.Answer
2\(\frac{48}{236} = \frac{12}{59}\) (or \(\approx 0.203\))
3\(\frac{42}{131}\) (or \(\approx 0.321\))
4\(\frac{282}{745}\) (or \(\approx 0.379\))

</answer>

<post_analysis>
{
"subject": "Mathematics",
"question_type": "Multi-part",
"knowledge_point": [
"Mathematics",
"Statistics",
"Conditional Probability"
]
}
</post_analysis>

Answer:

<pre_analysis>
{
"quality": "clear",
"question_count": 4,
"skills_matched": [
"step_cot",
"table_formatter",
"explain_then_answer",
"quick"
],
"needs_drawing": false,
"concepts_used": [],
"new_concepts": [
"Conditional Probability",
"Addition Rule for Probability",
"Two-Way Tables"
],
"current_concepts": [
"Two-Way Frequency Tables",
"Conditional Probability",
"Addition Rule for Probability"
]
}
</pre_analysis>

<reasoning>

Calculate row and column totals

\[

$$\begin{aligned} &\text{Total Freshman} = 25 + 35 + 88 + 102 = 250\\ &\text{Total Sophomore} = 20 + 28 + 96 + 52 = 196\\ &\text{Total Junior} = 42 + 26 + 52 + 48 = 168\\ &\text{Total Senior} = 30 + 25 + 42 + 34 = 131\\ &\text{Total Winter} = 25 + 20 + 42 + 30 = 117\\ &\text{Total Spring} = 35 + 28 + 26 + 25 = 114\\ &\text{Total Summer} = 88 + 96 + 52 + 42 = 278\\ &\text{Total Fall} = 102 + 52 + 48 + 34 = 236\\ &\text{Grand Total} = 250 + 196 + 168 + 131 = 745 \end{aligned}$$

\]

Solve conditional probabilities (Questions 1, 2, and 3)

\[

$$\begin{aligned} &P(\text{Winter} \mid \text{Freshman}) = \frac{\text{Freshman and Winter}}{\text{Total Freshman}} = \frac{25}{250} = \frac{1}{10} = 0.1\\ &P(\text{Junior} \mid \text{Fall}) = \frac{\text{Junior and Fall}}{\text{Total Fall}} = \frac{48}{236} = \frac{12}{59} \approx 0.2034\\ &P(\text{Summer} \mid \text{Senior}) = \frac{\text{Senior and Summer}}{\text{Total Senior}} = \frac{42}{131} \approx 0.3206 \end{aligned}$$

\]

Solve union probability (Question 4)

\[

$$\begin{aligned} &P(\text{Sophomore} \cup \text{Spring}) = P(\text{Sophomore}) + P(\text{Spring}) - P(\text{Sophomore} \cap \text{Spring})\\ &P(\text{Sophomore} \cup \text{Spring}) = \frac{196}{745} + \frac{114}{745} - \frac{28}{745} = \frac{282}{745} \approx 0.3785 \end{aligned}$$

\]
</reasoning>

<answer>

No.Answer
2\(\frac{48}{236} = \frac{12}{59}\) (or \(\approx 0.203\))
3\(\frac{42}{131}\) (or \(\approx 0.321\))
4\(\frac{282}{745}\) (or \(\approx 0.379\))

</answer>

<post_analysis>
{
"subject": "Mathematics",
"question_type": "Multi-part",
"knowledge_point": [
"Mathematics",
"Statistics",
"Conditional Probability"
]
}
</post_analysis>