📚 Learning Guide
Quantitative Research Methods
hard

In a quantitative research study, which combination of data collection methods, variable types, and inferential statistics would best allow researchers to analyze the relationship between income level (ordinal variable) and spending habits (continuous variable)?

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Learning Path
Learning Path

Question & Answer
1
Understand Question
2
Review Options
3
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4
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Choose the Best Answer

A

Surveys with Likert scales and regression analysis

B

Interviews with qualitative coding and t-test

C

Observational studies and chi-square tests

D

Focus groups and descriptive statistics

Understanding the Answer

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Answer

To analyze the relationship between income level, which is an ordinal variable, and spending habits, a continuous variable, researchers can use a combination of surveys and statistical analysis. First, they could collect data through surveys that ask participants about their income levels and how much they spend on different categories, like food or entertainment. With this data, researchers can treat income levels as ordered groups and use statistical methods like Spearman's rank correlation to understand the relationship between these two variables. For example, if researchers find that higher income levels tend to correlate with increased spending on luxury items, this can help them understand spending behaviors better. This approach allows for a clear analysis of how income impacts spending, using appropriate methods for the types of data collected.

Detailed Explanation

Surveys with Likert scales help gather opinions on spending habits. Other options are incorrect because Interviews focus on personal stories, not numbers; Observational studies watch behavior but don't collect specific data on income.

Key Concepts

data collection methods
variable types
inferential statistics
Topic

Quantitative Research Methods

Difficulty

hard level question

Cognitive Level

understand

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