Describe the statistical analyses that someone chosen to test the prediction/research questions

Describe the statistical analyses that someone chosen to test the prediction/research questions for this kind of study:

Three of the most widely used predictive modeling techniques are decision trees, regression and neural networks.
Regression (linear and logistic) is one of the most popular method in statistics.
Regression analysis estimates relationships among variables.

2.Why should someone choose this particular analysis?

Research Design

A correlational research design will be used for this investigation.

This design will be used to study the association between the number of hours spent playing video games and the markers of physical and mental wellbeing.

The Gamers’ Mental Health Scale and the Physical Health Questionnaire are the measurements that will be employed in this research.

The participants’ physical and mental health will be evaluated using these parameters.

The participants will complete the two tests over the course of four weeks as part of the data gathering process.

Participants 

The purpose of this study is to look at the correlation between physical and mental health markers and the number of hours spent playing video games.

A local middle school and university will be used to recruit 1000 volunteers in total for the research.

Participants in the research must be between the ages of 12 and 22 and must speak English effectively in order to be included.

Participants must not have any known physical or mental health issues in order to not be excluded from the research.

The reward for taking part in the research is $20 in cash if the questionnaire is completed within two weeks of receiving the two forms.

Through self-report questionnaires, the information will be gathered over the course of four weeks.

Ethical considerations 

The ethical considerations that will be mentioned is the confidentiality, debriefing, and informed consent that are among the ethical issues for this research.

Prior to participating in the research study, is that each subject will provide their informed permission.

All participants will be made aware of the study’s objectives, the type of metrics that are being utilized, and the data gathering process of the study.

Measures and equipment

The best type of study to use in this case would be an experimental study with a control group.

The independent variable would be video game play, and the dependent variables would be physical and mental health. Instruments or tools that could be used to measure these variables include surveys, interviews, and questionnaires.

Procedure for data collection 

In this study, participants will be divided into two groups: those who will play video games and those who will not. The game-playing group will be given a list of games to play for a specified amount of time each day, while the control group will not play any games.

After a period of time, both groups will be surveyed and interviewed about their physical and mental health. An experimental study is the best type of study to use in this case because it allows for a direct manipulation of the independent variable (video game play) and a measurement of the dependent variables (physical and mental health).

A control group is required in order to account for all of the possible factors that might have an impact on the final findings of the research.

Surveys, in-person interviews, and written questionnaires are some of the instruments or methods that will be used to assess the variables that are reliant on other factors.

These technologies would make it possible to conduct an in-depth investigation of the ways in which playing video games impacts one’s physical and mental health.

 

When it comes to investigating the impacts of video game play on one’s physical and mental health, the sort of research that is going to provide the most accurate results is going to be an experimental study that will also include a control group.

In order to gather data on the variables that are reliant on others, some effective data collection techniques include questionnaires, surveys, and interviews.