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Dealing with your data
Describe your research
On a separate piece of paper:
 Write your name at the top in large letters.
 Underneath, write a brief description of your
research--just enough to help others make
sense of your data.
 Leave space under the description for others to
write.
Share your data.
On your desk, place:
 All your data
 The piece of paper with your name at the top
and description
Rotate around the room and look at each
others’ data. You will write a comment on
at least three people’s piece of paper.
 Your comment should describe what you found
to be most interesting in their data.
Look at the comments.
Return to your desk. Read the comments.
Add one more comment: what did you find
most interesting about your data?
Creating an argument
Get in groups of 4-5.
Be the first to “buzz in” with an argument
based on the data on the screen.
Creating an argument
Students listened to several genres of
music while writing. They made the most
errors in grammar and spelling when
listening to country or punk music, and
produced the most words when listening
to classical music or no music.
Creating an argument
In analyzing high school papers, it was
found that if students disliked an
assignment, they earned lower than a B
35% of the time. If they liked an
assignment, they earned a B or higher
38% of the time.
Creating an argument
In senatorial campaign debates,
successful candidates used logical
arguments more frequently than emotional
arguments.
Creating an argument
A sample of commercials for cleaning
products reveals that ads from the 1950s
featured a female using the product 97%
of the time, whereas ads from the 1990s
feature a female using the product 78% of
the time.
Creating an argument
A case study of two participants revealed
that recreational reading (20 minutes a
day for one week) improved mood for one
participant, and worsened mood for the
other participant.
Creating an argument
When asked to describe a color shown to
them, females tended to use more
unusual words like “mustard” or “gold,”
whereas males tended to use more typical
words like “yellow.”
Creating an argument
Two groups of students were asked to
watch the same American TV show. One
group watched it with captions, and the
other without. The group who watched the
show with captions remembered more of
the characters’ names, whereas the group
without the captions were able to better
describe what the characters and scenes
looked like.
Creating an argument
Take a look at your own data.
Interpret it/create an argument about it.
Share.
Develop your argument
Write:
 What the scholars say
 What you are adding to the conversation (your
argument)
 How you are going to prove it (results, not
methods)
 Do you need to do any more research?
Share.
Presenting your data
 Quantitative
 Charts of numbers (Excel)
 Other visualizations (Many Eyes)
 Qualitative
 Charts of textual features (see student paper)
 Many Eyes: analyze text
 Quotes
 Discuss with a friend: how are you going to
present your data? Offer suggestions.
 Write.
Organizing your argument
Organizing
Introduction
 Overview
 Lit review
 Lead into your argument
Methodology
Results
Discussion (conclusion)
Brandt, “Sponsors of Literacy”
 (Introduction)
 Overview/RQ
 Lit review
 Argument
 Sponsorship
 Sponsorship and Access
 Raymond and Dora
 Sponsorship and the Rise in Literacy Standards
 Dwayne
 Sponsorship and Appropriation in Literacy Learning
 Carol and Sarah
 Teaching and the Dynamics of Scholarship
Immerman, “A Student’s Perspective on Creativity
and Literacy Instruction”
 (Introduction)
 Overview
 Lit review
 Research question
 Research Methods
 Results
 Defining Creativity and its Place in Writing
 Analysis
 Writing Instruction from a Student’s Perspective
 Analysis
 Correlating Creativity and Writing Instruction
 Analysis
 Conclusion
Perry, “Writing with the Four Senses”
 (Introduction)
 Overview of argument/gaps
 Lit review
 Foundation of writing skills
 Writing differences and errors among hearing impaired
students
 What can still be learned?
 Overview of research
 Methods
 Results
 Discussion
 Conclusion
What about you? Draft your outline.
 Introduction
 Overview/gaps
 Lit review: subject headings
 Description of research
 Methods
 Decide what methods you will need to discuss, and in what
order.
 Results/Discussion/Findings
 Decide what sub-headings you will need to cover here.
Headings can be as short as a word or phrase, and as long as a
sentence.
 Will you have separate results and discussion sections, or put it
all together?
 Conclusion
 Can be part of your discussion section
 Share: write your outline on the board.
Drafting methodology
What data you collected
How you collected it
Who you collected it from
How you analyzed it
Shortcomings/limitations
Organizing your methodology
 All data together
 What data you
collected
 How you collected
 Who you collected it
from
 How you analyzed
 Organized by types of
data
 Surveys
 Types of questions, who
took them, #, how you
analyzed
 Interviews
 Who you interviewed,
how long, what did you
ask them about, how you
analyzed
 Observations
 What, how long, how
analyzed, etc.
Drafting methodology
 What data you collected, from whom, how (why)
 Example:
 For my experiment, I have nine writing samples, three each from my junior
and senior years in high school and three from my freshman year in college.
I chose the three samples “Argument Essay,” “Chapter 1 Reaction Paper,”
and “Free Response Essay” because of the limited amount of choices I had
from my junior year in high school. For my senior year in high school, I
selected “It’s Easy Being Green,” “ELP #1,” and “Final Exam Essay”
because I wanted variety in the types and purposes of the samples.
Furthermore, I thought it was important to select papers from different
classes. As for my first year in college, I decided on “Paper 4,” “School
Uniforms,” and “Research Plan” because they, too, represent a variety of
papers. For more information on the writing samples I chose, see Table 1
below.
Drafting methodology: analyzing data
 After collecting and organizing the data for the samples and creating a chart in which to log my findings, I
began analyzing the samples by the following criteria: punctuation errors, repetitive words, word choice,
sentence structure, and fully developed ideas. The process for each analysis was repeated throughout.
 First, I read through the sample one time and only noted confusing areas or parts that I thought could be
developed more. I also observed if the argument of the paper was backed up with evidence and if the
argument was weak or strong. This was pertinent for the category of fully developed ideas. It allowed me to
look at the paper as a whole before I critiqued specific areas of the paper.
 Next, I reread the paper, sentence by sentence, to find any kind of punctuation errors. It was very important
for me to go sentence by sentence because it allowed me focus on the information on a smaller level. If I had
not done this, I would have merely viewed the sentences grouped together in paragraphs which, in turn,
would have made me focus on understanding what the paragraph itself was saying, rather than the
mechanics of each individual sentence.
 Subsequently, I began to read the paper through again, this time looking at word choice, repetitive words,
and sentence structure. As I read it, I noted any words I felt that I had seen too many times. I counted the
number of times each word was overused with the help of Microsoft Word’s word find. I also made distinct
remarks on the sentence structure throughout the sample. The areas of sentence structure I focused on were
length (findings of fragments or run-ons), syntax variety, and word positioning in sentences. Finally, but
importantly, I commented on the paper’s word choice. The Flesch Reading Grade Level assessment on
Microsoft Word helped me determine the sophistication and complexity of the words used in the writing
samples. For each paper, I highlighted a few areas throughout the paper and took note of the Flesch
Reading Grade Level stated. Also, as part of word choice, I examined word variety.
 At the end of each group of samples (junior, senior, and college freshman), I made notes on what I thought
any of it could possibly mean. In addition, I wrote my thoughts regarding each of the individual criteria for
every group of samples. At the very end of all nine samples, I made some overall notes concerning my
findings.
Drafting methodology: limitations
 As a student, I want to believe that my method of analysis was the most efficient, but as a researcher, I know it is
not. Like any study, mine has its weaknesses and strengths.
 Despite the fact that my study provides specific and detailed insights into the writing of a hearing impaired person,
it cannot be generalized for a broad population; this raises a problem. If my research does not help a general
population, then what good is the information? Rather than provide these sorts of concrete answers, I see my
research as a starting point. The information I found can help build a case study that could be generalized for the
hearing impaired population. It could also compete with studies that have already been done and lead
researchers to search for more answers.
 I feel that the personal interest I have in this study gives it tremendous strength. The personalization of my study
may inspire educators, scientists, or anyone interested in this topic to see the subject from a different perspective.
However, at the same time, some may view my personal investment in this study as a biased perspective and I
would have to agree. Since I am the researcher of the study in addition to the subject being researched, it
presents some conflict. Although I have tried to remain as objective as possible throughout the entire study, it is
possible that I may have allowed my personal bias to slip in.
 Another weakness of my study is the fact that I may not have used enough samples. I only used three samples to
represent an entire academic year. Three pieces of writing cannot form an adequate representation of each
school year. However, I think it is important I u sed writing samples from different classes to give a more balanced
representation of each academic school year.
 Furthermore, we must take into account the circumstances, besides hearing impairment, that may have
influenced my writing. These include factors such as the teacher and the class the piece of writing was for, the
things I was going through at the specific time in my life, how much time I spent on the writing sample, the type
and purpose of the paper, and so on. There are an overwhelming number of factors that could be taken into
consideration; consequently, all of my results must be taken with caution.
 Last but not least, I feel confident about my choice of research methods; I think it was the most appropriate way to
go about my research. For example, I read through each sample three times, each time focusing on different
criteria. I felt this was the best way to go about it since, if I had only read each sample once, I would have
overwhelmed myself trying to look for all of my criteria in one reading. Reading for everything at once would have
led me to miss important findings. However, since I broke the criteria into separate parts, it enabled me to be
more focused on the specific areas I was looking at; as a result, it allowed for a more accurate read of the
individual sample.

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Enc1102 Data Analysis

  • 2. Describe your research On a separate piece of paper:  Write your name at the top in large letters.  Underneath, write a brief description of your research--just enough to help others make sense of your data.  Leave space under the description for others to write.
  • 3. Share your data. On your desk, place:  All your data  The piece of paper with your name at the top and description Rotate around the room and look at each others’ data. You will write a comment on at least three people’s piece of paper.  Your comment should describe what you found to be most interesting in their data.
  • 4. Look at the comments. Return to your desk. Read the comments. Add one more comment: what did you find most interesting about your data?
  • 5. Creating an argument Get in groups of 4-5. Be the first to “buzz in” with an argument based on the data on the screen.
  • 6. Creating an argument Students listened to several genres of music while writing. They made the most errors in grammar and spelling when listening to country or punk music, and produced the most words when listening to classical music or no music.
  • 7. Creating an argument In analyzing high school papers, it was found that if students disliked an assignment, they earned lower than a B 35% of the time. If they liked an assignment, they earned a B or higher 38% of the time.
  • 8. Creating an argument In senatorial campaign debates, successful candidates used logical arguments more frequently than emotional arguments.
  • 9. Creating an argument A sample of commercials for cleaning products reveals that ads from the 1950s featured a female using the product 97% of the time, whereas ads from the 1990s feature a female using the product 78% of the time.
  • 10. Creating an argument A case study of two participants revealed that recreational reading (20 minutes a day for one week) improved mood for one participant, and worsened mood for the other participant.
  • 11. Creating an argument When asked to describe a color shown to them, females tended to use more unusual words like “mustard” or “gold,” whereas males tended to use more typical words like “yellow.”
  • 12. Creating an argument Two groups of students were asked to watch the same American TV show. One group watched it with captions, and the other without. The group who watched the show with captions remembered more of the characters’ names, whereas the group without the captions were able to better describe what the characters and scenes looked like.
  • 13. Creating an argument Take a look at your own data. Interpret it/create an argument about it. Share.
  • 14. Develop your argument Write:  What the scholars say  What you are adding to the conversation (your argument)  How you are going to prove it (results, not methods)  Do you need to do any more research? Share.
  • 15. Presenting your data  Quantitative  Charts of numbers (Excel)  Other visualizations (Many Eyes)  Qualitative  Charts of textual features (see student paper)  Many Eyes: analyze text  Quotes  Discuss with a friend: how are you going to present your data? Offer suggestions.  Write.
  • 17. Organizing Introduction  Overview  Lit review  Lead into your argument Methodology Results Discussion (conclusion)
  • 18. Brandt, “Sponsors of Literacy”  (Introduction)  Overview/RQ  Lit review  Argument  Sponsorship  Sponsorship and Access  Raymond and Dora  Sponsorship and the Rise in Literacy Standards  Dwayne  Sponsorship and Appropriation in Literacy Learning  Carol and Sarah  Teaching and the Dynamics of Scholarship
  • 19. Immerman, “A Student’s Perspective on Creativity and Literacy Instruction”  (Introduction)  Overview  Lit review  Research question  Research Methods  Results  Defining Creativity and its Place in Writing  Analysis  Writing Instruction from a Student’s Perspective  Analysis  Correlating Creativity and Writing Instruction  Analysis  Conclusion
  • 20. Perry, “Writing with the Four Senses”  (Introduction)  Overview of argument/gaps  Lit review  Foundation of writing skills  Writing differences and errors among hearing impaired students  What can still be learned?  Overview of research  Methods  Results  Discussion  Conclusion
  • 21. What about you? Draft your outline.  Introduction  Overview/gaps  Lit review: subject headings  Description of research  Methods  Decide what methods you will need to discuss, and in what order.  Results/Discussion/Findings  Decide what sub-headings you will need to cover here. Headings can be as short as a word or phrase, and as long as a sentence.  Will you have separate results and discussion sections, or put it all together?  Conclusion  Can be part of your discussion section  Share: write your outline on the board.
  • 22. Drafting methodology What data you collected How you collected it Who you collected it from How you analyzed it Shortcomings/limitations
  • 23. Organizing your methodology  All data together  What data you collected  How you collected  Who you collected it from  How you analyzed  Organized by types of data  Surveys  Types of questions, who took them, #, how you analyzed  Interviews  Who you interviewed, how long, what did you ask them about, how you analyzed  Observations  What, how long, how analyzed, etc.
  • 24. Drafting methodology  What data you collected, from whom, how (why)  Example:  For my experiment, I have nine writing samples, three each from my junior and senior years in high school and three from my freshman year in college. I chose the three samples “Argument Essay,” “Chapter 1 Reaction Paper,” and “Free Response Essay” because of the limited amount of choices I had from my junior year in high school. For my senior year in high school, I selected “It’s Easy Being Green,” “ELP #1,” and “Final Exam Essay” because I wanted variety in the types and purposes of the samples. Furthermore, I thought it was important to select papers from different classes. As for my first year in college, I decided on “Paper 4,” “School Uniforms,” and “Research Plan” because they, too, represent a variety of papers. For more information on the writing samples I chose, see Table 1 below.
  • 25. Drafting methodology: analyzing data  After collecting and organizing the data for the samples and creating a chart in which to log my findings, I began analyzing the samples by the following criteria: punctuation errors, repetitive words, word choice, sentence structure, and fully developed ideas. The process for each analysis was repeated throughout.  First, I read through the sample one time and only noted confusing areas or parts that I thought could be developed more. I also observed if the argument of the paper was backed up with evidence and if the argument was weak or strong. This was pertinent for the category of fully developed ideas. It allowed me to look at the paper as a whole before I critiqued specific areas of the paper.  Next, I reread the paper, sentence by sentence, to find any kind of punctuation errors. It was very important for me to go sentence by sentence because it allowed me focus on the information on a smaller level. If I had not done this, I would have merely viewed the sentences grouped together in paragraphs which, in turn, would have made me focus on understanding what the paragraph itself was saying, rather than the mechanics of each individual sentence.  Subsequently, I began to read the paper through again, this time looking at word choice, repetitive words, and sentence structure. As I read it, I noted any words I felt that I had seen too many times. I counted the number of times each word was overused with the help of Microsoft Word’s word find. I also made distinct remarks on the sentence structure throughout the sample. The areas of sentence structure I focused on were length (findings of fragments or run-ons), syntax variety, and word positioning in sentences. Finally, but importantly, I commented on the paper’s word choice. The Flesch Reading Grade Level assessment on Microsoft Word helped me determine the sophistication and complexity of the words used in the writing samples. For each paper, I highlighted a few areas throughout the paper and took note of the Flesch Reading Grade Level stated. Also, as part of word choice, I examined word variety.  At the end of each group of samples (junior, senior, and college freshman), I made notes on what I thought any of it could possibly mean. In addition, I wrote my thoughts regarding each of the individual criteria for every group of samples. At the very end of all nine samples, I made some overall notes concerning my findings.
  • 26. Drafting methodology: limitations  As a student, I want to believe that my method of analysis was the most efficient, but as a researcher, I know it is not. Like any study, mine has its weaknesses and strengths.  Despite the fact that my study provides specific and detailed insights into the writing of a hearing impaired person, it cannot be generalized for a broad population; this raises a problem. If my research does not help a general population, then what good is the information? Rather than provide these sorts of concrete answers, I see my research as a starting point. The information I found can help build a case study that could be generalized for the hearing impaired population. It could also compete with studies that have already been done and lead researchers to search for more answers.  I feel that the personal interest I have in this study gives it tremendous strength. The personalization of my study may inspire educators, scientists, or anyone interested in this topic to see the subject from a different perspective. However, at the same time, some may view my personal investment in this study as a biased perspective and I would have to agree. Since I am the researcher of the study in addition to the subject being researched, it presents some conflict. Although I have tried to remain as objective as possible throughout the entire study, it is possible that I may have allowed my personal bias to slip in.  Another weakness of my study is the fact that I may not have used enough samples. I only used three samples to represent an entire academic year. Three pieces of writing cannot form an adequate representation of each school year. However, I think it is important I u sed writing samples from different classes to give a more balanced representation of each academic school year.  Furthermore, we must take into account the circumstances, besides hearing impairment, that may have influenced my writing. These include factors such as the teacher and the class the piece of writing was for, the things I was going through at the specific time in my life, how much time I spent on the writing sample, the type and purpose of the paper, and so on. There are an overwhelming number of factors that could be taken into consideration; consequently, all of my results must be taken with caution.  Last but not least, I feel confident about my choice of research methods; I think it was the most appropriate way to go about my research. For example, I read through each sample three times, each time focusing on different criteria. I felt this was the best way to go about it since, if I had only read each sample once, I would have overwhelmed myself trying to look for all of my criteria in one reading. Reading for everything at once would have led me to miss important findings. However, since I broke the criteria into separate parts, it enabled me to be more focused on the specific areas I was looking at; as a result, it allowed for a more accurate read of the individual sample.