What are the null and alternative hypotheses for the chi square test of independence?   Calculate the row and column totals   Calculate the expected frequencies for each "cell"

MATLAB: An Introduction with Applications
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ISBN:9781119256830
Author:Amos Gilat
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Chapter1: Starting With Matlab
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Problem 2:

The research scenario: Do you think there might be a relationships between people's personality and the profession they pursue?  Here's a fictional set of data that explores that question. 

 

There are two personality types in the data, 'thinkers' and 'feelers.'  There are 3 professions. 

 

A chi square analysis says, OK, there is a certain proportion of people who are thinkers overall (you will be calculating that, but is comes directly from the data). Is that same proportion (or close to it) found among each of the three professions?  For example, if the population at large is divided into 50% thinkers and 50% feelers, then 50% of each profession would be thinkers and 50% would be feelers. But maybe some professions have 'lopsided' percentages of feelers, or lopsided percentages of thinkers.

 

The following crosstab table  shows the "crossed" frequencies for 2 variables:

 

"Myers-Brigg" personality type        "T" = "thinking" personality

                                                            "F" = "feeling" personality

 

"profession"                                       clergy

                                                            physician

                                                            laywer

 

Blank tables are provided for your calculations. 

 

 

  1. What are the null and alternative hypotheses for the chi square test of independence?

 

  1. Calculate the row and column totals

 

  1. Calculate the expected frequencies for each "cell"

 

  1. Using the steps shown in the lecture and in the text, calculate the chi square to investigate whether "personality type" and "profession" are independent of each other or not.

 

  1. Compare your calculated chi square to the critical value of chi square per the chi square  table in Appendix B, using the correct degrees of freedom.

 

  1. Calculate the effect size Cramér's V for the chi square statistic and interpret it.


 

 

The image contains two tables that classify different professions by personality types: "thinking" and "feeling."

**Table 1:**

|                   | Clergy | Physicians | Lawyers | TOTALS |
|-------------------|--------|------------|---------|--------|
| "thinking" personality | 114    | 785        | 176     |        |
| "feeling" personality  | 420    | 818        | 95      |        |
| TOTALS            |        |            |         |        |

- **Description**: This table shows the distribution of thinking and feeling personality types across three professions: clergy, physicians, and lawyers. The numbers under each profession represent the count of individuals with the respective personality type. The totals column is left blank.

**Table 2:**

|                   | Clergy | Physicians | Lawyers | TOTALS |
|-------------------|--------|------------|---------|--------|
| "thinking" personality |        |            |         |        |
| "feeling" personality  |        |            |         |        |
| TOTALS            |        |            |         |        |

- **Description**: This table is structured similarly to Table 1 but does not contain any data entries. It is set up to categorize the same professions by personality type, allowing for future data entry or comparison.

These tables can be used in an educational context to present or analyze trends in personality types across different professional fields.
Transcribed Image Text:The image contains two tables that classify different professions by personality types: "thinking" and "feeling." **Table 1:** | | Clergy | Physicians | Lawyers | TOTALS | |-------------------|--------|------------|---------|--------| | "thinking" personality | 114 | 785 | 176 | | | "feeling" personality | 420 | 818 | 95 | | | TOTALS | | | | | - **Description**: This table shows the distribution of thinking and feeling personality types across three professions: clergy, physicians, and lawyers. The numbers under each profession represent the count of individuals with the respective personality type. The totals column is left blank. **Table 2:** | | Clergy | Physicians | Lawyers | TOTALS | |-------------------|--------|------------|---------|--------| | "thinking" personality | | | | | | "feeling" personality | | | | | | TOTALS | | | | | - **Description**: This table is structured similarly to Table 1 but does not contain any data entries. It is set up to categorize the same professions by personality type, allowing for future data entry or comparison. These tables can be used in an educational context to present or analyze trends in personality types across different professional fields.
**Personality Types Across Professions**

The table presents data on the distribution of "thinking" and "feeling" personality types among three professions: Clergy, Physicians, and Lawyers. 

| Profession       | "Thinking" Personality | "Feeling" Personality | Totals   |
|------------------|------------------------|-----------------------|----------|
| Clergy           | 114                    | 420                   |          |
| Physicians       | 785                    | 818                   |          |
| Lawyers          | 176                    | 95                    |          |
| **TOTALS**       |                        |                       |          |

### Detailed Breakdown:

1. **Clergy:**
   - **"Thinking" Personality:** 114 individuals
   - **"Feeling" Personality:** 420 individuals

2. **Physicians:**
   - **"Thinking" Personality:** 785 individuals
   - **"Feeling" Personality:** 818 individuals

3. **Lawyers:**
   - **"Thinking" Personality:** 176 individuals
   - **"Feeling" Personality:** 95 individuals

The totals for each category and profession are yet to be calculated in the bottom table, which is currently incomplete. The table helps analyze how different personality types are represented in various professional fields.
Transcribed Image Text:**Personality Types Across Professions** The table presents data on the distribution of "thinking" and "feeling" personality types among three professions: Clergy, Physicians, and Lawyers. | Profession | "Thinking" Personality | "Feeling" Personality | Totals | |------------------|------------------------|-----------------------|----------| | Clergy | 114 | 420 | | | Physicians | 785 | 818 | | | Lawyers | 176 | 95 | | | **TOTALS** | | | | ### Detailed Breakdown: 1. **Clergy:** - **"Thinking" Personality:** 114 individuals - **"Feeling" Personality:** 420 individuals 2. **Physicians:** - **"Thinking" Personality:** 785 individuals - **"Feeling" Personality:** 818 individuals 3. **Lawyers:** - **"Thinking" Personality:** 176 individuals - **"Feeling" Personality:** 95 individuals The totals for each category and profession are yet to be calculated in the bottom table, which is currently incomplete. The table helps analyze how different personality types are represented in various professional fields.
Expert Solution
Step 1

Given data:

  Clergy Physicians Lawyers
"thinking" personality 114 785 176
"feeling" personality 420 818 95

The objective is to test whether there is a relationship between people's personality and the profession they pursue.

 

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