# Questions tagged [multiple-response]

When each respondent may select more than one response out of a list of responses. Multiple response data are usually entered as binary variables (called "dichotomous multiple response set") or as nominal variables ("categorical multiple response set").

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### Analyzing lists and variables of multiple answers

My current issue lies within EMR extracted data for medications. There are multiple variables named: Medication_1, Medication_2, Medication_3, etc... This data may overlap and analyzing each column ...
45 views

### Proving the equivalence of two distinct approaches to multiple regression for binary classification

I'm stuck with this peculiar problem that uses multiple linear regression in order to solve a binary classification problem (note: it's not considering the logistic version or any other GLM approach). ...
17 views

### Multiway McNemar-Type Test?

I need a test that would be similar to McNemar, but has e.g. 3 binary outcomes (0,1). Kappa also comes to mind for something that may be similar like interrator agreement. However, my hypotheses is ...
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40 views

### Group comparison with multiple group memberships

I want to statistically compare personality scores between different groups, but people can be in multiple groups. Is there anything problematic in just doing an ANOVA or a t-test since a respondent ...
• 77
1 vote
30 views

### How to properly test the proportions for multiple response (a.k.a. 'check all that apply') question with two possible answers?

Suppose I have a survey and for the sake of simplicity let us suppose that I have asked a question: "What motivates you to work more efficiently?". Now, if the possible answers were 'Money.',...
825 views

### Chi-Square Test for multiple-response variables?

I have two categorical variables but one of them has multiple responses. After searching online, I came to find the Rao-Scott Chi-Square Test for such data, but little was found about some useful R or ...
• 21
1 vote
405 views

### Factor analysis with multiple responses to a question

I have a data relating to a questionnaire that takes form of a knowledge test, in which each question has multiple correct responses and the respondents can check all responses they consider to be ...
• 11
244 views

### Analysing multiple-choice question with multiple answers

I recently ran an experiment with 4 conditions where participants got a multiple choice task to select words best describing a subjective sensation. Now I'm struggling to figure out which analytical ...
• 21
31 views

### Testing tuples of response variables

I'm struggling with comparing samples with multiple response variables, where such variables have a strict precedence or importance order. For the sake of this exercise, let's assume that each sample ...
• 121
42 views

### Testing a relation between a categorical variable and a muticategorical set

I have a dataset with two variables: the response variable is the use of a fish species as a food resource, and the explanatory variable is the profession: Person Profession Use of fish John ...
613 views

### Statistical test for CATA (check-all-that-apply - multiple response) question

A survey question asks to tick all options that are relevant to the users (Check all that apply). Respondents are given 6 options and they can tick as many as they want. I want to determine which are ...
1 vote
42 views

### What method to use to determine the association between multiple choice question in a questionnaire and continuous value outcome

I have data from a questionnaire to determine the level of diabetic foot care knowledge (DFCK) among undergraduate Podiatry students. The DFCK (i.e. outcome) is a score based on the total number of ...
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613 views

### Analysis of multiple response/check all that apply survey data

I am helping to review a manuscript and suffering from mental block on some data analysis. The data in question is from a cross-sectional survey, a health care provider KAP (knowledge, attitudes, and ...
98 views

### RBM to predict multiple output continuous response

0 I came across a paper where they are predicting GPA/Grades of different courses for a candidate using RBM. My question is can we apply RBM for a problem where the output needs to be continuous and ...
1 vote
686 views

### Hypothesis testing - Which stat test to use with multiple choices (with both single and multiple responses)

I'm writing my master thesis but I have some problems with the analysis of the data collected using an online survey. The aim of the research is to assess if there are differences between two groups ...
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1 vote
80 views

### Modeling multiple outputs - one model or several

Recently at work I enter an interesting discussion that I thought could continue here and receive your output. I'm trying to model some data that have as an output a categorical variable (let's say X)...
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1 vote
19 views

### How to take advantage of the information/structure we have in the labels in multiple output regression?

I have a regression problem where each observation possesses a vector of features and 4 associated responses. These responses, as in many problems are correlated. It would be nice to be able to ...
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184 views

### How to cluster individuals based on a set of variables with multiple responses?

I collected data on foods that people avoid and the reasons why they do so via a questionnaire. Here is an overview of the data: ...
98 views

### Significant differences between dichotomous multiple response variables

Kind people, I want to measure if there is any difference in the use of newsframes in 198 news articles between the 9 countries who own nucleair weapons. I have created these frames with a factor ...
• 1
1 vote
498 views

### How to test the effect of experimental condition on a "select all that apply" variable?

People are randomly assigned to participate in multicultural training (treatment) or a control activity. Weeks later, they are given a list of behaviors that could benefit multiple groups: Black ...
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