47-512 Applied Research Methods
Dr. Arcus ● Spring
2002
Preliminary Data Analysis
The purpose of
selecting some preliminary data for including in your research proposal is to
provide the opportunity for you to:
·
Select data from the
wealth of public domain information that can be useful and informative in your
research interests and provide empirical support for your research proposal.
·
Conduct some
statistical analyses and interpret those results as they are relevant to an
area of your own interests.
Once you have an
idea about your research question, you will be able to track down relevant
data. First find data sets. These might be States or GSS data that was
distributed to you on disk in class.
Second,
identify relevant variables in the data sets.
If you are interested in enhancing HS graduation rates, for example, you
might examine some variables that appear to be related to education. You might be interested in role models and
think that by providing models of success that include a college education, you
would increase HS graduation among students growing up in homes where parents
are less educated.
So,
what is relevant to that? Well, one
thing you could do is to get average education level for each school district
in Massachusetts and correlate that with the rate of HS graduation. If they are linked, it is consistent with
your idea and provides empirical evidence for the research you propose.
What
if people counter that it is all in the money spent on education, which might
be less in poorer towns or towns that have less educated residents (hence,
poorer paying jobs on average). You
could correlate the economic data to the graduation rate and then the average
adult education level (i.e., proportion of adults who have college degrees)
could be used to predict what was left over from that first analysis (i.e., the
residuals in a partial correlation).
These
are all public domain data that you can acquire and analyze without any IRB
approval or the need to enroll any participants or spend any money on data
collection.
Please note that
the Analysis of Preliminary Data assignment (Assignment 4) will be folded into
the next assignment (Assignment 5, due in class on April 11).