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Science of Learning Strategic Research Theme
Meeting of Minds Series :Interrogating Hong Kong
students’ superior performance in PIRLS
(Progress in International Reading Literacy Study)
A multilevel analysis of PIRLS2011 data from Hong Kong:
Differential influences of affective factors and contextual factors on high-
proficiency readers and low-proficiency readers
Prof. Shek-kam Tse and Dr. Xiao-yun Xiao
Differential influences of affective factors and contextual factors on high-proficiency readers and low-proficiency readers: a multilevel analysis of PIRLS data from Hong Kong
Prof. Shek-kam Tse and Dr. Xiao-yun Xiao
5
Progress in International Reading Literacy Study (PIRLS)
(PIRLS) is organized by the International Association for Evaluation of Educational Achievement (IEA)
Conducting regular international research on assessments of reading literacy and the factors associated with its acquisition globally.
Focuses on the achievement of fourth grade young children
PIRLS has been conducted on a regular 5-year cycle since 2001.
The Hong Kong PIRLS study was funded by the Education Bureau of Hong Kong Government
7
Countries 2001
2006
2011
Australia Azerbaijan Chinese Taipei Hong Kong SAR Indonesia Iran Israel New Zealand Oman Qatar Saudi Arabia Singapore United Arab Emirates
Asia & OceaniaNo. of Participants: 45New comers: 17Second time: 10Third time: 18
45 countries or regions participating in PIRLS 2011
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PIRLS 2011 ParticipantsCountries 200
12006
2011
Austria Belgium (French)
Bulgaria Croatia Czech Republic Denmark England Finland France Georgia Germany Hungary Ireland
Europe Countries 2001
2006
2011
Italy Lithuania Malta Netherlands Northern Ireland Norway Poland Portugal Romania Russia Slovak Republic Slovenia Spain Sweden
9
Countries 2001
2006
2011
Canada Colombia Trinidad and Tobago
United States
Americas
Countries 2001
2006
2011
Morocco
Africa
PIRLS 2011 Participants
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Major focuses of PIRLS
Reading purposes and processes of reading comprehension
Student reading behaviors and attitudes
Factors affecting student reading achievement and behaviors(Home, teachers, schools, curriculum and community)
Reading assessment framework
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Purpose for ReadingLevelsof Reading Comprehension
Acquire and Use Information Literary Experience
Level 4: Examine and evaluate content, language, and textual elements
Level 3: Interpret and integrate ideas and informationLevel 2: Make straightforward inferences
Level 1: Focus on and retrieving explicitly stated information
Retrieving and Straightforward Inferencing
(Low level)
Interpreting, Integrating, and Evaluating
(High level)
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Research design and methodology
Instruments Test Booklet Questionnaires
School Teacher Learn to Read (Parents) Students
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School Questionnaire
School Questionnaire
Completed by: School principal of participating schools
It investigates: school characteristics Instructional time resources and technology parental involvement school climate for learning teaching staff the role of the principal students’ reading readiness
15
Teachers Questionnaire
Teacher Questionnaire
Completed by: Chinese language or reading teacher of the sampled P4 class
It investigates: classroom contexts for developing reading
literacy characteristics of the class tested, activities for teaching reading and
promoting the development of students' reading literacy;
classroom resources assessment practices and home-school connections teachers collaboration with others professional development teacher education and training
16
Parents Questionnaire
Learn to Read Survey (Parents)
Completed by: parents or primary caregivers of each student
It investigates: child-parent literacy interactions home literacy resources parents’ reading habits and
attitudes home-school connections basic demographic and
socioeconomic information of the students’ family
17
Students Questionnaire
Student Questionnaire
Completed by: student who takes the PIRLS reading test.
It investigates: Student readiness to learn Student motivation Student self-concept Student reading literacy
behaviors Home resources for learning Language(s) spoken in the home
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Ranking Country/Region Avg. Scale Score1 Russian Federation 5652 Hong Kong SAR 5644 Singapore 558
10 Sweden 54918 United States 54019 England 53922 Chinese Taipei 535
500PIRLS Scale Centerpoint
Ranking Country/Region Avg. Scale Score1 Sweden 5613 England 5539 United States 542
14 Russian Federation 52814 Hong Kong SAR 52814 Singapore 528
500PIRLS Scale Centerpoint
PIRLS 2001, 2006 & 2011Trend Study
PIRLS 2001 PIRLS 2006+36
19
Ranking Country/Region Avg. Scale Score1 Hong Kong SAR 5712 Russian Federation 5683 Singapore 5675 United States 5567 Chinese Taipei 5538 England 552
12 Sweden 542PIRLS Scale Centerpoint 500
Ranking Country/Region Avg. Scale Score1 Russian Federation 5652 Hong Kong SAR 5644 Singapore 558
10 Sweden 54918 United States 54019 England 53922 Chinese Taipei 535
500PIRLS Scale Centerpoint
PIRLS 2006 PIRLS 2011
PIRLS 2001, 2006 & 2011Trend Study
+7
1. Our primary goal in conducting the current study was to examine the relationship between affective factors, home environment, school context, and reading attainment among Chinese good and poor readers in a subsample of the large-scale dataset gathered during the PIRLS 2011 survey.
2. Affective factors include student’s reading attitude, student’s reading motivation and student’s reading-concept.
3. We also particularly wanted to compare the strength of this relationship between good and poor readers directly by testing, through use of a multilevel logit regression model, the extent to which these variables predicted the likelihood of the students in the sample being good or poor readers.
Aim of Study
In PIRLSs’ reports of 2001, 2006 and 2011, students’ reading attitudes, motivations, and self-concepts were found to be associated with their reading attainment across countries globally (Mullis et al. 2012; Mullis et al. 2003; Mullis et al. 2007), and might be varied with cultures.
The socioeconomic status (SES) of the family is another strong predictor of academic achievement (Bradley & Corwyn, 2002; McCulloch & Joshi, 2001; Shonkoff & Phillips, 2000; Sirin, 2005).
School SES is another variable strongly associated with academic performance in many studies (Ogle et al. ,2003).
Factors and Reading Attainment (1)
Peer bullying at school and school safety and order are key factors associated with academic achievement and progress (Glew et al., 2005).
Factors for analysis:1. Student’s reading attitude2. Student’s reading motivation3. Student’s reading-concept4. Home SES5. School SES6. Peer bullying7. School bullying8. School Safety and order
Factors and Reading Attainment (2)
Data from 3,875 Hong Kong SAR Grade 4 students participating in an international comparative assessment were analyzed. Students are classified as: High proficiency: at or above 550 Average: at or above 475 and below 550 Low proficiency: : below 475 (Defined by international benchmarks of PIRLS)
Multilevel logit regression analysis was used to model the relationship between affective factors (i.e., reading attitude, reading motivation, and reading self-concept) peer bullying, family context (i.e., home socioeconomic status/SES), and school context (i.e., school SES, school bullying, and school safety and order).
Methods (6)Samples and analysis
Results & Conclusions (1)Fixed Effects on Factors: Low Proficiency Readers
Fixed effects Coefficient SE t-ratioApproximate
df
For readers with low proficiency
Intercept (γ00(1)) -1.93 0.12 -15.66 *** 128
School SES (γ01(1)) -1.22 0.77 -1.59 13
School bullying (γ02(1)) 0.06 0.09 0.67 64
School safety and order slope (γ03(1)) -0.06 0.05 -1.08 53
Students’ reading attitudes Intercept (γ10(1)) 0.01 0.02 0.36 102
Students’ reading motivation Intercept (γ20(1)) 0.02 0.03 0.81 59
Students’ reading self-concept Intercept (γ30(1)) -0.09 0.03 -2.96 ** 21
Home SES Intercept (γ40(1)) -0.17 0.26 -0.64 21
Peer bullying Intercept (γ50(1)) 0.06 0.02 3.03 ** 131
Results & Conclusions (2)Fixed Effects on Factors: High Proficiency
Readers
Fixed effects Coefficient SE t-ratioApproximate
df
For readers with high proficiency
Intercept (γ00(1)) 0.91 0.08 11.02 *** 77
School SES (γ01(1)) 1.21 0.38 3.19 ** 28
School bullying (γ02(1)) -0.17 0.06 -2.84 ** 128
School safety and order slope (γ03(1)) 0.00 0.03 0.12 128
Students’ reading attitudes Intercept (γ10(1)) 0.05 0.02 2.44 * 84
Students’ reading motivation Intercept (γ20(1)) -0.05 0.02 -2.68 ** 99
Students’ reading self-concept Intercept (γ30(1)) 0.16 0.02 8.74 *** 53
Home SES Intercept (γ40(1)) -0.03 0.13 -0.23 90
Peer bullying Intercept (γ50(1)) -0.03 0.02 -1.96 * 68
The likelihood of being a reader with high proficiency was found to be associated with:1. reading attitude, 2. reading motivation, 3. reading self-concept, 4. peer bullying, 5. school bullying, and 6. school SES.
Whereas the likelihood of being a reader with low proficiency was associated with reading self-concept and peer bullying only.
Results & Conclusions (3)
Individual Effect
School Effect
A particularly interesting finding in this study was the negative relationship between reading motivation and the probability of students being high-proficiency readers.
In our study, school SES was a significant predictor of students being high-proficiency readers, but NOT low-proficiency readers.
Our findings suggest that peer bullying behaviors had a role to play in the reading development of readers with high proficiency and readers with low proficiency.
Results & Conclusions (4)
Many researchers have found a positive association between family SES and academic achievement in general. However, in our study neither the probability of readers with low proficiency nor the probability of readers with high proficiency was predicted by family SES when the effects of affective factors and school factors were taken into account.
These findings suggest that the influence of family context on reading attainment is not as strong as that of school context or student characteristics (such as reading-related attitude, motivation, and self-concept examined in this study).
Results & Conclusions (5)