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Title: How much does Assistive Technology (screenreaders)
help people with visual impairements?
Abstract: This paper is about using the Three Cueing System
Theory to explain why phonetics is important to reading and listening
comprehension. A controlled experiment is performed to determine
whether phonetics or word meaning is more important to a developing
readers stage of development. Research is performed in Hawaii using
the Stanford Achievement Test Edition 9 for the reading tasks. Motivated
Strategies for Learning Questionnaire (MSLQ) is used to control
the reading task on motivation. The experimental group uses screen
reading software to assist them in performing the reading tasks.
The two population groups tested are visually impaired participants
who determine whether using a screen reader assistive technology
improves significantly independent living with significantly higher
scores on the Stanford Achievement Test.
Word Count: 5,451
Keywords: Three Cueing System Theory, Readers Stages of
Development, Screenreader, Reading Comprehension, Stanford Achievement
Test, Motivated Strategies for Learning Questionnaire, disability
studies, visual impairments.
Introduction: Twenty-three percent (800,000) of enrolled
17-year-olds read below basic levels, meaning they cannot search
for information, understand informational passages, or extend ideas
in texts. This does not count the estimated 1.4 million youth that
drop out between 9th and 12th grade (Department of Education, MARCH
2002). Better readers need to be educated earlier. There are reader
development stages that can be studied so action must be taken to
reverse this trend. Stages of reader development will be discussed
with an emphasis on the developing reader stage that is the subject
of study for this controlled experiment. The Three Cueing System
Theory will explain how the developing reader receives and uses
semantic, syntactic, graphophonic cues. The graphophonic cues are
used only to confirm predictions about semantic and syntactic cues
(Wren, 2001).
Semantic, syntactic, graphophonic cues are present while reading
silently and when these young readers are reading aloud. Since there
are more cues in speech then in the equivalent text (Adams, 1998),
this research paper will show if children's understanding of spoken
text is better then their understanding of written text. Measurements
of reading vocabulary might explain children's spoken vocabulary.
Three hypotheses will investigate whether there is a difference
between reading and listening vocabulary, sentence reading, and
passage comprehension using a sample population of visually impaired
readers in Hawaii to study the reading process in developing readers.
Two measuring instruments are used for data analysis. The Stanford
Achievement Test Edition 9 is administered to a group of students,
each on a computer. The visually impaired group will be accommodated
with Braille keyboards. The test involves three reading tasks given
on vocabulary, sentence reading, and reading comprehension to be
completed in the allotted time. The Motivated Strategies for Learning
Questionnaire (MSLQ) is used to control for reader motivation during
the reading task. Most students reading achievement can be predicted
by reader motivation (Kamil, Mosenthal, Pearson, & Barr, 1991).
The experimental group given auditory cues uses a screen reader.
The sample population will be taken from second graders who are
in the second stage of the stages of reader development.
Stages of Reader Development: There is a normal progression
of a reader as they start from an emergent reader to eventually
become a critical reader (Kamil, Mosenthal, Pearson, & Barr,
1984). A reader becomes a critical reader as they transition from
an emerging reader to a developing reader and then to an independent
reader usually in 6th grade. The transition from an independent
reader to a developing critical reader occurs by 9th grade and a
critical reader is the expected result of a high school education.
At each stage of reader development there is a transition that marks
the readers passage into the next stage of development. Figure 1
shows reader progression from Kindergarten to 12th grade.
Figure 1
· Stage 0: Pre-reader is when children gain control
over language and pretends to read. The readers experiences develop
in this stage that lasts until about age five. (Whyte, 1982)
· Stage 1: Emergent readers begin the initial reading
or decoding stage that occurs in grades Kindergarten and 1. During
this stage the child begins to associate sounds and symbols. The
reader brings more to the print than he takes from it. In other
words, he is learning to read, learning to decode and to make sense
of writing. This stage is sometimes called barking at print or grunting
and groaning. Reading is not smooth and may not even be easy to
listen to. (Donoghue, 2000).
· Stage 2: Developing readers are in grades 2 through
5 when they gain fluency, decoding skills, and read predictable
books. During this and the prior stage, children are learning to
relate print to speech, not print to ideas. Adult illiterates (adults
who can not read) are often stalled at this stage of reading (Donoghue,
2000). Developing readers begin to apply reading strategies (sentence
structure, meaning, phonetic clues), rely on print more than illustrations
to create meaning, understand basic punctuation such as periods,
exclamations, and question marks. (Guthrie, McGough, Bennett, &
Rice, 1996). Later they use a variety of decoding strategies independently
(sentence structure, meaning, phonetic clues).
· Stage 3: Independent Readers read to learn between
sixth through eighth grades. Before this stage, they learn to read.
The task for them is to master ideas in this stage. Ideas are usually
presented from just one point of view in this stage. Their increased
knowledge of literary elements and genres may allow them to describe
character's traits and growth over time, understand the importance
of the setting and plot in a story, and compare and contrast books.
(Hurst, Wilson, Camp, Cramer, 2002).
· Stage 4: Developing critical readers occur during
junior high school at about ages 14-15. The primary characteristic
of this stage is that it involves more than one viewpoint. Readers
develop the ability to deal with layers of facts and concepts that
are added onto those acquired in earlier stages. They can deal with
more complex issues and topics. They move between genres with ease,
although they may have strong preferences, can interpret sophisticated
meaning, can become deeply involved in complex literary discussions
through literature circles and can plan appropriate strategies for
conducting information searches as they integrate information from
various resource materials.
· Stage 5: Critical Readers develop just before college
when readers are 17 years old and older. In this stage the reader
knows he needs a purpose for his reading. Because his purposes may
vary, he may start at the beginning, middle, or end of a chapter
or book. The reader who has reached the final stage knows what not
to read as well as what to read. The reader understands the qualitativeness
of knowledge at this stage, that things are not all black or white,
that there are grays and uncertainties. (Flynn, 1989).
It is important to have some understanding of these stages because
children do not move through a stage until they have passed through
the prior stages. The implication is that children's reading may
be difficult to listen to in stages 1 and 2. In these stages, the
child is more concerned with saying the words than he is with what
the words mean. Then as the child moves through the next stage of
reading, he gains fluency with lots of practice reading predictable
books, and he can apply decoding skills. Knowing about these stages
of reading should help understand what to expect of children as
they are reading. Saying the words is the first concern and gaining
understanding of the message is secondary to the developing reader.
Their focus will be on the print. They have just so much attention
to devote to the act of reading and so, after struggling to identify
words, there is little attention left for understanding what they
read in the early stages of reading.
Developing Readers: This research will study developing
readers. A developing reader is one who cannot yet read and understand
quickly and easily what he or she is reading. Some characteristics
of a developing reader include: Does not always understand what
he or she reads, does not pay attention to meaning, finds reading
difficult, has difficulty reading long words with several syllables,
often self-corrects and repeats, reads slowly, reads without expression
or proper intonation, reads word-by-word and does not usually make
natural phrase and clause breaks and sounds out new words syllable-by-syllable.
This sounding out action is phonics (Lundberg, Frost, & Petersen,
1988). Phonics deals with letter-sound relationships or correspondences.
Phonics is part of word recognition and should be used with other
word recognition strategies. Phonics is a pronunciation strategy,
must be taught in conjunction with meaning, and is just one part
of the reading process. Phonics often gives only an approximation
of the word's pronunciation. It deals with generalizations rather
than rules because the term rule implies great consistency. For
developing readers, it's best to begin with words that have a single
speech sound associated with each letter and books that follow the
developmental sequence of basic phonics. A basic approach to phonics
is to be awhare of consonants, vowels, and word families. (Stanovich,
1993).
· Consonants can be initial consonants (at the beginning
of words), final consonants (At the end of words), consonant blends
(At the beginning and end of words. (Uhry, & Shepherd, 1993).
· Vowels can be short vowel sounds These are usually in words
in which there is one vowel and a consonant is at the end of the
word or syllable, such as sat; get; pin; pot; but. Long vowel sounds
are usually in words in which there is one vowel and the vowel is
at the end of the word, such as go; no; so.
· Phonics should stress word families, such as, at, et, an,
en, ig (word families begin with vowels) and the rhyming words associated
with them (i.e. at, bat, cat, fat, hat, mat, pat, sat, rat. Beginning
phonics depends on two things: a child's ability to discriminate
sounds (auditory discrimination), and letters (visual discrimination)
(Smith, 1975). Children must be able to hear similarities and differences
between sounds, and they must be able to see similarities and differences
between written symbols (i.e. b p d). Once children have mastered
letters, their sounds and shapes, they move onto first-reader books
that have sentences and small paragraphs in them. Children with
dyslexia have difficulty with word families (Rack, Snowling, &
Olson, 1992) (Perfetti, 1985) (Liberman, & Liberman, 1990).
Phonic cues are used as part of the learning strategies for many
developing readers. Because developing readers use speech when reading
books aloud in school, students learn how to use many reading and
auditory cues. The main cues students' use can be found in the Three
Cueing System theory. These cues can be used as a basis to measure
reading and listening comprehension in developing readers.
Three Cueing System Theory: Three cues used in this system
for meanings are semantic, syntactic and graphophonic cues. Semantic
or meaning cues apply to background knowledge and the context of
the sentence or passage to identify words. Graphophonic or visual/audio
cues apply to what is known letter-sound correspondences to decode
words. Syntactic or sentence structure cues apply to what is known
about how our language goes together to identify words (Adams, 1998).
Figure 2 displays the functional relationship.

Figure 2
Semantic Cueing System: Semantic cues refer to the meaning
that has become associated with language through prior knowledge
and experience. Semantic context consists of meaningful relations
among words and ideas. Readers/viewers construct meaning when they
relate the information in the text to what they know. When they
use their background knowledge, meaning contained in illustrations,
and meaning contained in the words and their relationships, they
are making use of semantic cues. The key question readers/viewers
ask when they are making use of semantic cues is, what would make
sense? Self-correction when the text does not make sense is an indication
of the children's level of appreciation for and effective use of
meaning cues. Effective readers have extensive knowledge of a wide
range of topics and related language. To build students' experiential
and language base, and to encourage reading for meaning students
must be helped to learn to use the semantic cueing system by teaching
them to ask themselves as they read, what would make sense here?
Did that make sense? (Adams, 1998).
Syntactic Cueing System: Syntactic cues refer to the structure
of language or how language works. Readers who use information such
as sentence structure, word order, function words, and word endings
as they read are making use of syntactic cues. Self-correction of
miscues that do not sound right (in terms of normal English sentence
structure) provides evidence of the students' appreciation for and
use of syntactic cues. It should be recognized, however, that English
as a Second Language (ESL) students will bring a different experience
and understanding to the phrase sounds right. To build children's
knowledge of how language works, literature must be provided with
repeated syntactic and semantic patterns, thus encouraging students
to make predictions based on their knowledge of such patterns. This
demonstrate through oral reading how to use syntactic cues to predict
and recognize miscues (Model self-correcting because of these miscues.
Have students listen for parts of the passage that don't sound right
so that they can develop an awareness of what the term actually
means) (Adams, 1998).
Good readers are able to decode words quickly and automatically
without any dependence on semantic or syntactic cues, but poor readers
struggle with each word and try to guess what each word is based
upon its context. (Wren, 2001)
Graphophonic Cueing System: Graphophonic cues refer to knowledge
about the sound-symbol system and how readers apply this knowledge
as they read. This includes knowledge about directionality and spacing
as students develop the concept of word and learn to track print.
Effective readers develop generalizations about letter-sound relationships
and integrate this knowledge with their use of the semantic and
syntactic cueing systems. Phonological awareness is an understanding
of the sound structure of language, which develops initially in
oral language. (Adams, 1998).
Students with well-developed phonological awareness are then able
to map their developing knowledge of sound and letter correspondence
onto an underlying understanding of how language can be segmented
and blended into its component parts. This would include an understanding
of words, syllables, rhymes, and finally, individual sounds. There
is a growing body of evidence suggesting a strong connection between
students' phonological awareness and their reading development.
Research shows that being able to segment and blend language is
an essential skill if students are to be able to use graphophonic
cues effectively in reading. Many children enter school with some
phonological awareness. If they have had lots of experience with
oral language, they are often able to detect words that rhyme or
words that start with the same sound. Phonological awareness continues
to develop as children learn to read. Their attempts at temporary
spelling also support the development of phonological awareness
as they segment the words they want to spell (Ball, & Blachman,
1991; Byrne, & Fielding-Barnsley, 1989 & 1991).
Research Question: Simple knowledge of the sounds of the words (the
graphophonic cue) is insufficient on its own. It must be supplemented
by knowledge of the meaning of the word (semantic cue) and how this
is changed by its place in the sentence (syntactic cue) as well
as practical knowledge and common sense (pragmatic cue) (Adams 1998).
Since there are more cues in speech then in the equivalent text,
is a visual impaired children's understanding of spoken text better
then their understanding of written text? (Therefore measurements
of reading vocabulary might explain visual impaired children's spoken
vocabulary).
Research Question: Simple knowledge of the sounds of the
words (the graphophonic cue) is insufficient on its own. It must
be supplemented by knowledge of the meaning of the word (semantic
cue) and how this is changed by its place in the sentence (syntactic
cue) as well as practical knowledge and common sense (pragmatic
cue) (Adams 1998). Since there are more cues in speech then in the
equivalent text, is children's understanding of spoken text better
then their understanding of written text? (Therefore measurements
of reading vocabulary might explain children's spoken vocabulary).
Recient reviews ( i.e. Ayersman, 1996; Chen & Rada 1996; Cochran-Smith,
1991; Mayer 1997;Reinking, Labbo, & McKenna, 1997; Scott, Cole&
Engle, 1992; US Congress, 1995; Flood, Health, & Lapp, 1997;
Reinking et al, 1998; Rouet, Levonen, Dillon & Spiro, 1996,
van Oostendorp & de Mul, 1996) provide a number of observations
about the use of technologies to support literacy and learning.
As newer technologies of information and communication continually
appear, they raise concerns about generalizability of findings from
earlier technologies (Kamil, Mosenthal, Pearson, & Barr, 2000).
Studies with visually impaired readers have used repeated readings
listening to tape recorded books and computer speech synthesis as
early as 1989. With the advance of computing power and screen readers
allowing multiculteral voice selections close to natural voice inflection
makes findings of the past incompatable with technology use of today.
In 2003 the most rescent research has been an ergonomic assessment
of low vision & blind assistive technology. In 2002 there were
a couple of usability studies about using a screenreader to search
on the Internet with a finding that more websites need to be section
508 of the Rehabilitation Act complient (accessable to all). There
are no studies focused specifically about using a screen reader
for reading as a early intervension tool (visually impaired accomidation)
for children who are developing readers.
Hypotheses: Each of the hypotheses controls for any systematic
error by controlling for reader motivation that makes the controlled
experiment more sensitive to reading and listening differences.
The first hypotheses will test vocabulary. Vocabulary is the basically
all the words that the reader knows. Vocabulary includes synonyms,
multiple meaning and context words.
H1n. Controlling for motivation, there will be no difference
in reading and listening vocabulary.
H1a. Controlling for motivation, there will be an increase
in listening vocabulary compared to reading vocabulary.
The second hypotheses will test sentence understanding. Sentence
understanding is a reading process above vocabulary because it involves
the semantic cues from the meaning of words as well syntactic cues
from the surrounding words by the graphophonic cues that allow understanding
of how language can be segmented and blended into its component
parts. Sentence understanding tests have variously been called tests
of recall vocabulary or of recognition vocabulary (Kamil, Mosenthal,
Pearson, & Barr, 1991). The first mental requirement is to recognize
the word and find its meaning in the lexical store. This is then
put in working memory in order to perform a process involving the
search and retrieval of other words that can adequately express
this concept. Then there is a formulation process whereby the lexemes
and grammatical information are selected for the appropriate register
and so on. These are then sequenced and matched with sounds and
intonation patterns and finally produced. The test involves recall
and recognition but performance on the test is determined by much
more than the retrieval of the item to working memory and the successful
completion of the chain of events in output. The fact that a child
can define the word corn as a noun does not prove that they can
define it as a verb, and the fact that a child can give some definition
of a word or can recognize a simple definition of a word does not
show that he has thorough acquaintance with the word. Sentence understanding
is concerned with meaning and the ability to define that meaning.
H2n. Controlling for motivation, there will be no difference
in reading achievement.
H2a. Controlling for motivation, there will be an increase
in listening sentence understanding compared to reading sentence
understanding.
The third hypotheses will test passage understanding. Passage understanding
is a reading process above sentence understanding because it involves
the use of more graphophonic cues that allow understanding a whole
paragraphs meaning. Reading comprehension checks for initial understanding
(action, reason, sequence), interpretation (inference, external
meaning), critical analysis and initial understanding of specific
detail and strategies. The ability to define is thus a crucial factor
as to whether a student can respond adequately. Additionally, responses
to reading and listening comprehension tests assume that there is
a rich store of synonyms or antonyms that can be readily brought
to use to aid in the comprehension process. (Kamil, Mosenthal, Pearson,
& Barr, 1991). Therefore a response to a reading and listening
comprehension test is a test of the ability to explicit expresses
one's knowledge of a given meaning rather than only of recognition
or even recall.
H3n. Controlling for motivation, there will be no difference
in reading and listening comprehension.
H3a. Controlling for motivation, there will be an increase
in listening comprehension compared to reading comprehension.
Sample Population: A pooled sample 0f 2nd graders will be selected
from all Hawaii State Department of Education (DOE) High Schools
during the month June 2003 for the controlled experiment. The selected
Elementary School standard scores can be compared to state standard
scores and to the United States averages. Random assignment to the
control group (s=30) and experimental group (s=30) will be done
by using a random number generator with 2 class rosters once the
school is selected.
Experimental Group Screen Reader Software: A screen reader
is a computer program that will interpret computerized text or text
that has been scanned from a printed page, and then generate a voice
that will read the text aloud to the user This Assistive Technology
enable the user to hear text on computer screen spoken aloud using
a computer (synthesized) voice. Text readers are useful for many
students with learning disabilities since they offer auditory feedback
to a text environment. They are also used for those readers who
have visual impairment and need to rely more on their other senses
to be independent. Students who have an auditory strength can use
their general language sensibility to catch errors in syntax and
overall structure. For reading immense amounts of text, screen readers
are clearly one of the most useful tools for students with learning
disabilities. Visual impairments include low vision, color blindness,
and blindness. People who are completely blind cannot use a computer
monitor and must receive information from their computers via another
sense - hearing or touch. People with low vision can also receive
information through sound or touch, or they can modify their computer
displays so the screen is more legible. i.e. using screen magnification
and/or different color combinations. Section 504 of the Rehabilitation
Act of 1973 and The Americans with Disabilities Act (ADA) of 1990
protect students with disabilities from discrimination that may
occur as a result of misconceptions, attitudinal barriers, and/or
failure of the institution to provide appropriate accommodations,
auxiliary aids, or services. Assistive technology (i. e. screen
readers) refers to equipment that helps break down the physical
and programmatic barriers for people with disabilities. Typically,
this includes software and equipment which interface with your computers
to make them accessible.
Screen readers effect the reading process in the following ways:
Decoding refers to the act of interpreting the sounds of the letters,
combining these sounds into syllables and combining syllables to
make recognizable words; Fluency refers to the speed and comfort
with which one can recognize written language, including words and
phrases that are automatically recognized by sight; Comprehension
describes the act of connecting the meaning of the sentences and
phrases one has decoded to meaningful concepts, images and ideas
in the mind of the reader.
Figure 3 shows the controlled experiment. A 15-20 minute Motivated
Strategies for Learning Questionnaire (MSLQ) will be will be give
first, followed by a pretest. Afterward the experimental group will
receive its treatment and then the posttest will be administered.
The experimental group will use an advanced computer assistive technology
to support the reading process for developing readers. The experimental
group will use a screen reader such as the JAWS software. JAWS is
a commercially available off the shelf software normally used by
people with visual impairment. There will be a 30-minute training
period so that all students can use the software and feel comfortable
doing so. Students will be walked through answering 2 test questions
using the screenreader. During the controlled experiment, all students
in the experimental group will use earphones so there will be no
distractions to other students around them when the screenreader
is being used. The screenreader can be used whenever the student
needs to use it. Whenever the student uses the screen reader, its
use will be recorded and linked to time used and questions used
on.
|
Pretest
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Treatment
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Posttest
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Experimental Group (15)
Visually Impared M, T1
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X
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T2
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Control Group (15)
Visually Impaired M, T1
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T2
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Figure 3
Measuring Instruments:
1. Stanford Achievement Test Edition 9: This test alignment with
state curriculums and frameworks, national standards and projects,
and instructional methods. Outstanding reading selections written
and illustrated exclusively by well-known authors and illustrators
of children's and of young people's literature. Clear, simple directions
assist in administration. Students get complete directions at the
beginning of each sitting to avoid starts and stops that interrupt
concentration. Performance on content clusters and process clusters.
All possible precautions have been taken to avoid bias by doing
a statistical analyses as well as review by a panel of prominent
minority-group educators. Timed for normalized scores. Empirical
normative information in national, catholic, private, urban, and
high SES sets. Special screen reading procedures have been developed
that allow for appropriate test level assignments. (Gregory, 2000)
The measurements include:
o Reading vocabulary (Synonyms, multiple meaning, context).
o Sentence reading
o Reading comprehension (Initial understanding (action, reason,
sequence), interpretation (inference, external meaning), critical
analysis, initial understanding (specific detail) and strategies).
· Unlike other states, Hawaii is a single unified school
district with a diverse school population. Approximately 12.9% of
the students receive special education services. The Hawaii Department
of Special Education mandates annual testing for public school students
in grades 3, 6, 8, and 10. The Stanford Achievement Test (9th Edition)
is used for large-scale assessment. A study of the 1995 data revealed
that an average of 64% of students with disabilities were tested.
"One of the major issues was establishing a norm group for
students with disabilities that truly reflected the demographics,
including culture, language, and ethnicity of Hawaii." Whereas
students in Hawaii were found to represent some of the national
norms, there were areas where students performed differently. Jenkins
(A UH professor) recommends that other states that use standardized
measurements establish norms for their own state, rather than rely
exclusively on national norms. (Gronna, Jenkins, & Chin-Chance,
1998).
2. Motivated Strategies for Learning Questionnaire (MSLQ): (Pintrich,
Smith, Garcia, & McKeachie, 1991) Three processes are measured,
15 min to complete, 7 point Likert scale:
o Planning activities help activate relevant aspects that make organizing
and comprehending material easier.
o Monitoring activities assist in understanding and integrating
the material.
o Regulating activities assist in checking and correcting learning
behaviors. (Strongest predictors of success measured as a final
achievement score).
· The three factors measured by this test include motivation,
learning strategies, and resource management strategies.
o Motivation is measured by asking questions related to motivation,
expectancy for success and test anxiety.
o Learning strategies are measured by asking questions related to
rehearsal, elaboration, organization and metacognition.
o Resource management strategies are measured by asking questions
related to self-effort and time and study place.
· The reliability and predictive validity of the Motivated
Strategies for Learning Questionnaire (MSLQ) is proven successful
in several studies (Pintrich, & Smith, 1993).
Once the data is collected on the computer with the Stanford Achievement
Test Edition 9 pretest, posttest and MSLQ, the raw data files can
be directly imported into SAS (Statistical Analysis Software) for
a Multiple Analysis of Variance (MANOVA) and Multiple Analysis of
Covariance (MANCOVA) to test hypotheses and control for motivation.
Data Analysis: Data analysis will be performed using SAS. A MANOVA
will be used to compare reading comprehension, reading vocabulary,
sentence reading. This tests H1, H2 & H3 by showing several
criterion measures and their significant positive effects. It keeps
a = .05 so there is no inflated overall type I error and checks
correlation among variables via the covariance matrix. Small differences
on the variables may combine to produce a reliable overall difference.
A canceling out effect on reading achievement will be seen in subtest
scores.
The manova phrase in PROC GLM in SAS results in several overall
multivariate tests (Wilk's lambda, Pillai's trace, Hotelling-Lawley
trace and Roy's greatest root), which, in different ways, reduce
the three reading responses to one dimension. The printh option
yields the hypothesis SS matrix for the factor (reading). The following
is a list of some of the reported test statistics for MANOVA that
will be used to analyze the Stanford Achievement Test scores :
· Wilks' Lambda = pooled ratio of error variances to effect
variance plus error variance.
· Hotelling's trace = pooled ratio of effect variance to
error variance.
· Pillai's criterion = pooled effect variances.
A MANCOVA will be performed to control for factors to increase the
statistical power (sensitivity) of the design. Motivation can be
controlled using a correlation coefficient derived from Motivated
Strategies for Learning Questionnaire (MSLQ) to make the reading
test scores more sensitive. Less motivated students may be better
suited to not use a screen reader while more motivated students
may do better using it for their reading scores which can be seen
by checking for interaction effects. Posthoc contrast analysis tests
using demographic data, can be done for a between group analysis
(i.e. gender, culture, age, SES).
Limitations of Study: There are a few limitations to this
study. The Stanford Achievement Test and MSLQ survey can only use
the scores from those students whose parents consent by signing
the releasing scores. The Stanford Achievement Test is a standardized
test (academic task) given by Hawaii Department of Education. There
may be other reading tasks better suited to specific classrooms
in Hawaii. The population sample taken is from a limited sample
avaliable of visually impaired students who are avaliable for testing.
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Last Updated: May 12, 2003
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