You must follow the instructions below to get credits for this assignment.
Hint: Make sure to discuss study’s goal, subjects, and variables in the data.
The Early childhood Childhood Longitudinal study that took place in the 1990s, it was a study was to measure the academic progress of more than 20,000 students from kindergarten to 5th grade. And used a number of variables to get results.
Hint: A correct answer must have a discussion on a main concept of regression, often called as, “all else being equal”, “controlling for other variables”, or “Ceteris paribus”. The author explained this concept using “the circuit board analogy”.
Regression analysis is a method used by economists and data analysts to look at diffrent ways that can identify correlations in the data set.
Hint: A correct answer must have a discussion on causality versus correlation.
A drawback of regression analysis is that it cannot prove causation it can only show a corrlation.
Hint: See page 150.
There are many key factiors that play in to academic performance and quality of the schools also are a factor. The factors that can cause that are, class size, teachers’ education, computer-to-student ratio, gang problems, nonstudents loitering. If your area has thease issues then it has been proven to have a effect.
Hint: For this question, you may need additional information in addition to the assigned reading. You may Google search someting like “how does regression control for variables”.
I dont think its possible to control the quality of schools because many of the factors that have an effect on proformance happen out side of school so changing things in school wont make a diffrence.
The major take aways from this reading are that there are many factors that play in regression. Regression Analysis can solve problems and make it clear for you to see what you want to look at.
Hint: Use message, echo and results in the chunk options. Refer to the RMarkdown Reference Guide.