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Koh, Kim and Luke, Allan (2009) Authentic and conventional assessment in Singapore
schools: an empirical study of teacher assignments and student work. Assessment in
Education : Principles, Policy and Practice, 16(3). (In Press)
© Copyright 2 0 0 9 Taylor & Francis
AIE 16~3, Paper 3, Koh & Luke, p. 1 of 33
Assessment in Education: Principles, Policy and Practice
Vol. 16, No. 3, November 2009, 000-000
Running heads
Verso: K. Koh and A. Luke
Recto: Assessment in Education: Principles, Policy and Practice
Authentic and conventional assessment in Singapore schools: an empirical study of
teacher assignments and student work
Kim Koha*
and Allan Lukeb
a
National Institute of Education Singapore, Nanyang Technological University,
Singapore; b
Faculty of Education, Queensland University of Technology, Brisbane,
Australia
This is an empirical examination of the quality of teacher assignments and student
work in Singapore schools. Using a theoretical framework based on principles of
authentic assessment and intellectual quality, two sets of criteria and scoring rubrics
were developed for the training of expert teachers to judge the quality of assignments
and student work. Following rigorous training, the inter-rater reliability of expert
teacher scoring was high. Samples of teacher assignments and student work were
collected in English, social studies, mathematics, and science subject areas from a
random stratified sample of 30 elementary schools and 29 high schools. For both grade
levels, there were significant differences for the authentic intellectual quality of
teachers’ assignments by subject area. Likewise, the differences of authentic
intellectual quality for student work were significant and varied by subject area.
Subject area effect was large. The correlations between the quality of teachers’
assignment tasks and student work were strong and significant at both grade levels.
Where teachers set more intellectually demanding tasks, students were more likely to
generate work or artefacts judged to be of higher quality. The findings suggest that
teacher professional development in authentic intellectual assessment task design can
contribute to the improvement of student learning and performance. It is argued that
this will be a key requisite of educational systems like Singapore that are seeking to
expand pedagogy and student outcomes beyond a focus on factual and rote knowledge.
*
Corresponding author. Email: kimhong.koh@nie.edu.sg
AIE 16~3, Paper 3, Koh & Luke, p. 2 of 33
Introduction
Education systems across Asia have moved quickly in the last decade to embrace new
models of learning. In the educational systems of East Asia, including Hong Kong,
Taiwan, Japan, South Korea and other countries – policies now speak to the new
imperatives for critical and creative thinking, about the need for autonomous thinking and
the construction of knowledge. These new aims index the new curriculum settlement: the
skills, competencies and knowledges putatively tied to knowledge economies and cultural
globalisation (Luke et al. 2006). As typical as they might seem for OECD educational
system policy-makers and researchers, these mark a quantum shift in policy and thinking
for East Asian education systems. In part, they raise questions about current standards
and practices of curriculum, instruction and assessment, which, for several decades now,
have been characterised and stereotyped as ‘chalk and talk’, and ‘rote teaching’, featuring
didactic pedagogy, worksheet and ‘fill in the blank’ assessment (e.g., Alexander, 2001;
Watkins and Biggs, 2001). These pedagogic features are generally attributed to strong
examination-oriented educational cultures (Luke, Freebody et al. 2005). The responses to
this perceived problem have been mixed, including a general orientation towards
incorporation of neoliberal educational reforms and systems, with complex and varied
results and effects (Tan 1997, 1998; Mok and Chan 2002).
In Singapore, there has been a press towards educational reform and innovation
since the ‘Thinking Schools Learning Nation’ policies of the late 1990s (Gopinathan
1996). In the last four years this has entailed systematic policy moves towards what could
be construed as progressive and constructivist teacher development and curriculum
reforms. The emphasis is on local curriculum development, teacher decision-making on
pedagogical approach and alternative assessment methods – e.g., Strategies for Active
and Independent Learning (SAIL); Strategies for Effective Engagement and
Development (SEED); Science Practical Assessment (SPA). Such moves are attempts to
open up pedagogical practice and begin delinking it from a strong examination culture,
oriented towards the replication of facts and ideational content. At the same time, there is
now substantial documentation that the didactic, teacher-centred patterns of classroom
talk and action are ubiquitous, that they do occur in practice with persistence and
frequency across subject areas (Kramer-Dahl, Teo and Chia 2007). Yet even depth
description of pedagogical exchange and practice tell only a partial story, unless the key
connections from classroom assessment to student outcomes, broadly defined and
construed, can be established (Newmann and Associates 1996; Ladwig 2007). The
following questions have been the objects of study by researchers from the United States
and Australia. What are the actual assessment practices that teachers put in play in
classrooms? How do these mediate and moderate intellectual and cognitive demand and
depth? And how are these linked to the quality of the written work that students produce
in response to the assigned tasks?
To date, little information has been available to policy-makers, school officials,
and teachers regarding the classroom assessment practices and their effects on students’
learning in East Asian countries including Singapore. This study aims to investigate the
extent to which Singaporean teachers make authentic intellectual demands on students in
their classroom assessment practices. The specific objectives of the inquiry are (a) to
describe the patterns of the classroom assessment practices in both elementary and high
schools, (b) to examine the quality of teacher assignments or assessment tasks, (c) to
AIE 16~3, Paper 3, Koh & Luke, p. 3 of 33
examine the quality of student work in response to the teacher assignments or assessment
tasks, and (d) to determine the relationship between the quality of teacher assignments
and the quality of student work.
Moving from conventional to authentic assessment
Conventional assessment of student achievement historically has focused on the
reproduction of factual and procedural knowledge from students (Moss, Girard and
Haniford 2006). The items on such assessments typically measure recall of discrete facts,
retrieval of given information, and application of routine computational formulas or
procedures (Newmann, Lopez and Bryk 1998). But while ‘snapshot’ conventional
assessment results give a partial picture of students’ performance at a given moment
(Rochex 2006), they have increasingly been enlisted for high-stakes purposes, from the
ranking of students and cohorts to judgements about teachers’ professional capacity and
performance, overall school and system efficacy (Nichols, Berliner and Glass 2006). This
has been part of the broader agenda of neoliberal policy reforms which emphasise
‘steering from a distance’; these, increasingly, are having stronger influences across the
educational systems of East Asia (Luke and Hogan 2006), complementing the
aforementioned traditional educational cultures and pedagogical approaches. One of the
effects of the US policy focus on high-stakes testing is an increasing tendency of teachers
to ‘teach to the test’ by mirroring their instruction and assessment to the high-stakes exam
formats rather than to the intended learning outcomes (Nichols and Berliner 2007). First
wave studies of classroom and systemic effects of the No Child Left Behind reforms have
provided documentation of this phenomenon (Evans and Hornberger 2005; Abedi 2005).
In contrast, several decades of research on human learning and performance has
documented that conventional assessments struggle to establish valid measures students’
higher-order cognitive abilities or to support their capacities to perform real-world tasks
(Resnick 1987). The argument of current human capital policy, Singapore’s included, is
as follows: the preparation of students to become critical thinkers, productive workers,
and lifelong learners in the new knowledge-based economies, requires classroom
assessment to move toward constructivist learning approaches to promote students’
higher-order thinking skills, in-depth conceptual understanding, real-world problem-
solving abilities, and communication skills (e.g., Shepard 1989, 2000; Newmann and
Associates 1996; Darling-Hammond and Falk 1997). Following this logic, a key practical
point of leverage in achieving these goals would be for teachers to design classroom
assignments or assessment tasks that require students to demonstrate authentic
intellectual capacities.
Previous research has shown that when teachers assigned more intellectually
demanding assignments, students were able to demonstrate more complex intellectual
performance in their work. Newmann and Associates’ (1996); Newmann et al. 1998,
and 2001) and Bryk, Nagaoka and Newmann’s (2000) studies examined the intellectual
quality of teachers’ assignments in mathematics and writing at Grades 3, 6, and 8 in
Chicago schools. They found that students who received assignments requiring more
challenging intellectual work achieved greater than average gains on the Iowa Tests of
Basic Skills in reading and mathematics, and demonstrated higher performance in
reading, mathematics, and writing on the Illinois Goals Assessment Program. In
addition, there was a strong relationship between the quality of teacher assignments and
AIE 16~3, Paper 3, Koh & Luke, p. 4 of 33
student work; that is, teachers who assigned more intellectually demanding tasks were
more likely to get authentic intellectual work from students. In the Clare and
Aschbacher (2001) and Matsumura (2003) studies, the quality of the teacher
assignments was found to be significantly associated with the quality of classroom
instruction and the quality of student work in language arts. Similarly, in Australian
research and development work, Lingard et al. (2001) and Ladwig (2007) found that the
quality of students’ written work was dependent upon the intellectual demand levels of
assessment tasks that teachers set. In the Queensland ‘New Basics’ curriculum reforms,
evaluation studies found that setting of more complex, intellectually demanding and
authentic tasks were conducive to student work of greater depth and rigour (Department
of Education, Training and the Arts 2004).
In the breakthrough work of the US school reform, Newmann et al.’s (1996)
‘authentic intellectual work’ consists of three criteria: construction of knowledge,
disciplined inquiry, and value beyond the school. Their overall claim is that authentic
intellectual work enables students to engage in higher-order thinking and real-world
problem-solving rather than just routine use of facts and procedures. Where teachers aim
for authentic student performance, they create assignments or assessment tasks that called
upon students to construct their own meaning or knowledge, through in-depth disciplined
inquiry. This in turn is linked to real-world problems that have meaning and applicability
beyond success in school.
Newmann’s criteria for observing ‘authentic pedagogy’ and assessing ‘authentic
intellectual work’ provided the basis for the Queensland ‘productive pedagogies’ model
(Lingard et al. 2001). That model expanded Newmann’s three criteria to include
knowledge criticism, technical metalanguage, inclusive knowledge and explicitness of
expectations as new indicators, as well as longstanding conventional indicators from
research in instructional psychology, such as time-on-task. In an adaptation of the
Newmann design, Queensland researchers (Lingard et al. 2001; Ladwig 2007) set up
teacher moderation panels to assess the links between the frequency of occurrence of
productive pedagogy in classrooms and the intellectual quality of teacher assessment
tasks and related student work. While the Queensland study did not have access to
student conventional achievement outcome data, it was able to establish a link between
the level of intellectual and cognitive demand and the quality of student-produced written
work.
In this study, nine criteria adopted from the Newmann model and the Singapore
classroom coding scheme (Luke, Cadzen et al. 2005) were used to evaluate the quality of
the teachers’ assignments or assessment tasks: depth of knowledge, knowledge criticism,
knowledge manipulation, sustained writing, clarity and organisation, connections to the
real world beyond the classroom, supportive task framing, student control, and explicit
performance standards/marking criteria. Likewise, six criteria were used to judge the
quality of student work: depth of knowledge, knowledge criticism, knowledge
manipulation, sustained writing, quality of student writing/answers, and connections to
the real world beyond the classroom.
The Singapore Classroom Coding Scheme was designed to measure the classroom
instruction. Some of the criteria used in this study were purposely parallel to those in the
Singapore Classroom Coding Scheme. This will allow for an investigation of the
relationship between classroom instruction and assessment practices in work currently
AIE 16~3, Paper 3, Koh & Luke, p. 5 of 33
underway. Like the Queensland work, that scheme attempted to describe elements of
pedagogy not covered in Newmann’s original criteria. But it also used Bernstein’s (1990)
concepts of classification and framing to focus on how knowledge is textually
represented and contextualised in teacher assignments or assessment tasks. This led to the
inclusion of criteria for knowledge criticism, knowledge manipulation, and depth of
knowledge. Unlike the Wisconsin and Queensland work, it did not attempt to assess
‘higher-order thinking’, but concentrated on documenting how knowledge is represented
by teachers in the day-to-day classroom assessment tasks and by students in their work in
response to the tasks. In this regard, it departed from the work on cognition and thinking
to focus on textual representation. As a result, it was well suited to guide the expert
analysis of student work – which ranged from worksheets, to projects and montages, to
essays and short response pieces.
In the following section, we will outline a brief explanation of each of the criteria
used in the study to assess the authentic intellectual quality of teacher
assignments/assessment tasks and student work.
Depth of knowledge
According to the revised Bloom’s taxonomy of intended student learning outcomes, there
are three types of knowledge, namely factual knowledge, procedural knowledge, and
conceptual knowledge (Anderson and Krathwohl 2001). Factual knowledge is knowledge
of discrete and decontextualised content elements (i.e., bits of information), whereas
procedural knowledge entails knowledge of using discipline-specific skills, rules,
algorithms, techniques, tools, and methods. Conceptual knowledge involves knowledge
of complex, organised, and structured knowledge forms (i.e., how a particular subject
matter is organised and structured, how the different parts or bits of information are
interconnected and interrelated in a more systematic manner, and how these parts
function together). All three types of knowledge are essential for student learning. Hence,
we focus on the extent to which teachers require students to demonstrate mastery of
knowledge in day-to-day classroom assignments or assessment tasks.
Knowledge criticism
Based on models of critical literacy and critical pedagogy, knowledge criticism is a
predisposition to the generation of alternative perspectives, critical arguments, and new
solutions or knowledge (Luke 2004). A new observational category that was first coded
in the Queensland studies (Ladwig 2007), it is based on the assumption that assessment
tasks require students to judge the value, credibility, and soundness of different sources
of information or knowledge through comparison and critique, rather than to accept and
present all information or knowledge as given. Accordingly, it draws together the
imperatives of critical education with models of education for new economies (New
London Group 1996).
Knowledge manipulation
Knowledge manipulation calls for an application of higher-order thinking and reasoning
skills in the reconstruction of texts, intellectual artefacts and knowledge (e.g., Cole 1996).
AIE 16~3, Paper 3, Koh & Luke, p. 6 of 33
It involves organisation, interpretation, analysis, synthesis, and/or evaluation of
information (Anderson and Krathwohl 2001). Assessment tasks should provide students
with more opportunities to make their own hypotheses and generalisations in order to
solve problems, arrive at conclusions, or discover new meanings, rather than only to
reproduce information expounded by the teacher or textbooks, or to reproduce fragments
of knowledge and preordained procedures.
In line with Newmann et al.’s (1996) authentic intellectual work framework,
sustained writing and connections to the real world beyond the classroom were also
included. The former was meant to gauge the degree to which the assessment task
required and generated production of extended chunks of prose. The latter assesses, as in
the Newmann prototype, the degree to which the assessment task and affiliated artefact
had an ostensible connection to an activity, function or task outside the school context.
In particular, we contend that teacher’s supportive task framing will result in
higher intellectual quality in student work. Teacher’s scaffolding of an assignment task,
that is, providing some structure and guidance, can assist students to accomplish a
complex task (Nitko 2004). There are three types of scaffolding: content, procedural, and
strategic. For high intellectual tasks, teachers should place more emphasis on strategic
scaffolding. Task clarity and organisation, student control, and explicit performance
standards/ marking criteria are conceptualised based on Marzano’s (1992) learning-
centred instruction. The assumption here is that the explicitness of the procedures and
criteria for the task provides clear goals and explicit criteria and language for the
assessment of value. This, Bernstein (1990) and others argue, has the effect of
demystifying the official grounds and criteria for knowledge for students and, indeed,
teachers. The incorporation of these criteria into the classroom assessment provides
students with opportunities to engage in independent learning and critical thinking.
Sustained writing
The task asks students to elaborate on their understanding, explanations, arguments, or
conclusions through the generation of sustained written prose. This is a relative measure
for use by teacher/markers, rather than affiliated with a single subject or age benchmark
for the production of lexical volume or semantic complexity.
Clarity and organisation
The assessment task is framed logically and has instructions that are easy to understand
so that students will not have misinterpretations and missing information. Here we
examined the written instructions, guidelines, worksheets, and other textual advanced
organisers provided to students.
AIE 16~3, Paper 3, Koh & Luke, p. 7 of 33
Student control
Teachers provide students with the opportunity to determine the parameters of a task such
as topics or questions to answer, alternative procedures, tools and resources to use (e.g.,
textbook, internet, or newspaper), length of writing or response, or performance or
marking criteria.
Explicit performance standards/marking criteria
The task is provided with the teacher’s clear expectations for students’ performance and
the marking criteria are made explicitly clear to the students. Reference to only technical
or procedural requirements (e.g., the number of examples, length of an essay or response)
is not taken as evidence of explicit performance standards or marking criteria. Here we
were looking for specific and differentiated criteria for what might count as ‘value’,
quality or success at completion of the task.
Following Bernstein (1990), we begin from the assumption that the message
system of assessment shapes student performance and behaviour in normative and
deliberate ways. This is particularly the case in test-driven and examination-driven
educational cultures, where what counts as pedagogy and curriculum is strongly mediated
by what is set as the assessable task for student performance and affiliated target
outcomes for students. As Bernstein argues, this may occur with varying degrees of
explicitness and implicitness, transparency and opacity, with differential effects and
consequences for students of different sociocultural backgrounds. We therefore applied
the above-mentioned criteria to the evaluation of the quality of student work, looking
empirically for continuities and discontinuities between task/assignment and
work/product.
Methods
Samples
We collected 6526 samples of teachers’ assignments or assessment tasks and associated
student work from Grade 5 and Grade 9 lessons of English, social studies, mathematics,
and science in 59 Singapore schools (30 elementary schools and 29 high schools) over
two years (2004-2005). The schools were part of a random stratified sample designed to
represent the diversity of school types and sociodemographic variables in the Singapore
system. Grades 5 and 9 were chosen because students are streamed into hierarchical
ability groups. In Grade 5, there are three streams: EM11
, EM22
, and EM33
; whereas
Grade 9 has four streams4
: Special, Express, Normal Academic, and Normal Technical.
Sample selection aimed at a random stratified sample of Singapore schools and students,
covering diverse school types, socioeconomic and linguistic student characteristics, and
age/stream variables (Luke, Freebody et al. 2005). Because of the size and scope of the
system, this was a rare opportunity to capture a generalisable picture of a system’s
assessment practices and outcomes at work.
The types of assignments included the full range of activities set by Singapore
teachers: daily class work, homework assignments, major assignments/projects, and
AIE 16~3, Paper 3, Koh & Luke, p. 8 of 33
teacher-made tests. Each teacher was asked to submit four samples each of high-quality,
medium-quality, and low-quality student work in response to each type of assignment.
In this way, the sample provides a representative picture of the classroom-based
assessment practices of teachers and students on a stream and subject-specific basis
across a small-scale national system.
Scoring rubrics
We developed two sets of generic scoring rubrics (one for assignments and the other for
student work) and 20 subject-specific exemplars for both grade levels according to the
authentic intellectual quality criteria. All criteria were scored on 4-point rating scales
(ranging from 1 = no requirement/no demonstration to 4 = high requirement/high level).
Studies on reliability and the number of rating categories have found that the use of a 3-
point scale and above is optimal (Masters 1974; Cicchetti, Showalter and Tyrer 1985).
Cicchetti et al.’s (1985) Monte Carlo simulation study has shown that there was always
an increase in inter-rater reliability levels as the number of categories increased up to 7
categories, with the most dramatic increase being between 2 and 3 categories. The use of
odd numbers of scale points such as 3, 5, and 7 points could result in response sets
wherein raters might tend to choose the middle category of the scale. For rating scales
with 5, 6, and 7 categories, teacher assessors can become confused in determining the
differences between the categories in the process of rating (Wilkerson and Lang 2007).
Hence, we opted for a 4-point scale.
In addition to the number of rating categories, factors such as training and
experience of the raters play an important role in the inter-rater agreement because they
will lead to more rating consistency. As such, our study employed a group of 35
experienced teachers from non-participating schools. All of them were identified by their
colleagues and administrators as excellent teachers in their respective curriculum fields.
The teachers were trained to be fully conversant with the criteria and scoring rubrics.
They were asked to try out their scoring on the subject-specific anchor papers for both
assignments and student work. After their scoring had reached a percentage of exact
agreement of above 70%, they were asked to score the actual assignments and student
work samples. Throughout the scoring sessions, inter-rater reliability checks were
conducted at regular intervals to ensure the integrity and consistency of scoring.
Both teacher assignments and student work were randomly assigned to teacher
raters, and each criterion was first scored independently by at least two raters. The raters
compared their scores, and if they differed, they were asked to justify their individual
scores and to discuss the discrepancy until they reached agreement on a final score. In
scoring student work, the large volume of Grade 5 English and mathematics artefacts
precluded double scoring for all of them. All the teacher assignments and student work in
the other subjects were double-scored.
For both assignments and student work, scores for Grades 5 and 9 were assigned
on the basis of reasonable expectations within the grade level according to the subject-
specific syllabus. In most of the subject areas, the percentages of exact agreement were
above 70%, indicating good inter-rater reliability.
AIE 16~3, Paper 3, Koh & Luke, p. 9 of 33
Results
Patterns of classroom assessment practices
Over the two years, most of the teachers’ assignment or assessment tasks in English,
social studies, mathematics, and science at both grade levels were found to have centred
upon class work. As seen in Table 1, class work has the highest percentage compared to
other types of work assigned to students across subject area and grade level. In total, the
class work assignments were 80.4% and 65.0% for Grade 5 and Grade 9, respectively.
The percentages of homework were higher than those of test and major assignment or
project across subject area and grade level.
In short, the results indicated that a significant majority of types of student work
at both primary and secondary levels consisted of within class, single-shot class work.
Teachers’ assignments comprised a relatively low proportion of major assignments or
projects. In other words, there was a very limited evidence of classroom focus on
extended projects or tasks of duration and complexity. A closer look at the tests revealed
that most of them were teacher-made and had been used principally for summative rather
than formative purposes.
[/t] Insert Table 1 about here[/t]
Quality of teachers’ assignment tasks
Discriminant function analyses were carried out on the authentic intellectual quality
criteria in order to examine the linear combination of the criteria in discriminating the
quality of the teachers’ assignment tasks between the four subject areas at Grade 5 and
Grade 9, separately. We did not include clarity and organisation in the analysis because
the distribution of the variable was positively skewed owing to high rating scores for the
majority of the assessment tasks. This indicates that the majority of the tasks set by
teachers were clear and well organised. Hence, a transformation of the variable would
lose the original meaning of the scores.
Grade 5
The discriminant function test statistics were presented in Table 2. Both the Wilks’
Lambda and the chi-square tests indicated that the first two discriminant functions were
statistically significant. The two discriminant functions accounted for 67% and 24% of
the total variance, respectively. Thus, most of the variance in the quality of teachers’
assessment tasks across the four subject areas was attributed to the first discriminant
function.
[/t] Insert Table 2 about here [/t]
Table 3 shows the importance of the different criteria for the discrimination. The
first function was dominated by large loadings from ‘connections to the real world
beyond the classroom’, ‘knowledge criticism’, ‘knowledge manipulation’, ‘depth of
knowledge’, and ‘student control’. The second function was dominated by large loadings
AIE 16~3, Paper 3, Koh & Luke, p. 10 of 33
from ‘supportive tasks framing’, ‘explicit performance standards/marking criteria’, and
‘sustained writing’.
[/t] Insert Table 3 about here [/t]
As seen in Figure 1, the first discriminant function maximally separated social
studies from the other three subject areas whereas the second discriminant function
discriminated mathematics and social studies from English and science. However, the
distances of the four subject areas on the second discriminant function were closer than
those on the first discriminant function.
[f/] Insert Figure 1 about here [/f]
Post hoc pairwise multiple comparisons of the mean differences were conducted
using the Tukey method, which provided protection against the Type I error. Effect sizes
were computed by using the method of Cohen’s d for independent samples. According to
Cohen (1992), d = 0.20 is indicative of a small effect, d = 0.50 a medium effect and d =
0.80 a large effect.
The mean differences between social studies and the other three subject areas
were significant on ‘connections to the real world beyond the classroom’, ‘student
control’, and ‘sustained writing’. For ‘connections to the real world beyond the
classroom’, the effect sizes were the following: social studies > English, d = 1.72; social
studies > mathematics, d = 2.49; and social studies > science, d = 0.97. For ‘student
control’, the effect sizes were social studies > English, d = 1.00; social studies >
mathematics, d = 1.13; and social studies > science, d = 0.60. For ‘sustained writing’,
social studies > English, d = 0.83; social studies > mathematics, d = 0.59; and social
studies > science, d = 0.76. The results indicated that the mean differences of
‘connections to the real world beyond the classroom’ and ‘student control’ were greater
for the social studies-English and social studies-mathematics comparisons than for the
social studies-science comparison. The subject area effect was large.
The means of social studies were higher than those of mathematics, English, and
science on ‘knowledge criticism’ (social studies > English, d = 0.90; social studies >
mathematics, d = 1.67; and social studies > science, d = 0.30) and ‘knowledge
manipulation’ (social studies > English, d = 1.34; social studies > mathematics, d = 1.39;
and social studies > science, d = 0.47). For ‘depth of knowledge’, the mean difference
between social studies and science was not significant (d = 0.11). However, social studies
differed significantly from mathematics (d = 1.27) and English (d = 0.95), with a large
subject area effect.
Science was found to have higher means than mathematics and English for
‘connections to the real world beyond the classroom’ (ds = 1.10; 0.61), ‘knowledge
criticism’ (ds = 1.86; 0.73), ‘knowledge manipulation’ (ds = 1.18; 1.04), and ‘depth of
knowledge’ (ds = 1.91; 1.30). There was a mean difference of ‘supportive task framing’
between mathematics and English (d = 0.69) but the subject area effect was moderate.
Our findings suggested that the authenticity and knowledge domains
distinguished between social studies and the other three subject areas. This was consistent
AIE 16~3, Paper 3, Koh & Luke, p. 11 of 33
with the nature of the assessment tasks in social studies, where students were given the
opportunity to solve real world problems and to critique important social issues.
Grade 9
The discriminant function test statistics in Table 4 showed that all three discriminant
functions were statistically significant. The first discriminant function accounted for the
most variance of the quality of teachers’ assignment tasks across subject areas, that is,
58%, followed by 29% for the second discriminant function, and 13% for the third.
[/t] Insert Table 4 about here [/t]
The relationships between the authentic intellectual criteria with their respective
dimensions were evident in Table 5. The first discriminant function was dominated by
large loadings from ‘depth of knowledge’, ‘knowledge manipulation’, and ‘connections
to the real world beyond the classroom’. ‘Supportive task framing’ had a negative
relationship with the first function. The second discriminant function was defined by only
one criterion, which was ‘explicit performance standards/marking criteria’; and the third
discriminant function was dominated by large loadings from ‘student control’,
‘knowledge criticism’, and ‘sustained writing’.
[t/] Insert Table 5 about here [/t]
The group centroids of the four groups on the pairwise discriminant functions
were displayed from Figures 2a-2c. On the first discriminant function, English differed
the most from the other subject areas whereas the second discriminant function
discriminated social studies and combined sciences from English and mathematics.
Social studies differed significantly from the other three subject areas on the third
discriminant function.
[f/] Insert Figure 2a about here [/f]
[f/] Insert Figure 2b about here [/f]
[f/] Insert Figure 2c about here [/f]
All the three criteria that were related to the first discriminant function could be
defined as knowledge domain and the third function was active learning. The results
indicated that English assessment tasks demanded students to apply and generate
knowledge that were related to the real world. Social studies assessment tasks required
students to engage in more critique of knowledge and sustained writing. Students were
also given more control over the task parameters. In combined sciences (biology,
chemistry, and physics) and social studies, teachers tended to make the performance
standards or marking criteria explicit to students in the assessment tasks. This was
consistent with the science practical assessment in which some of the principles of
authentic assessment such as sharing of assessment criteria and standards have been
incorporated into the assessment.
AIE 16~3, Paper 3, Koh & Luke, p. 12 of 33
The results of the post hoc comparisons reconfirmed the findings from the
discriminant function analysis that English has higher mean scores than the other subject
areas on ‘knowledge manipulation’ (English > social studies, d = 0.34; English >
mathematics, d = 1.62; English > combined sciences, d = 1.27) and ‘making connections
to the real world beyond the classroom’ (English > social studies, d = 0.81; English >
mathematics, d = 1.30; English > combined sciences, d = 0.84). Compared to other
subject areas, social studies have higher mean scores on ‘depth of knowledge’ (social
studies > English, d = 0.30; social studies > mathematics, d = 1.72; social studies >
combined sciences, d = 0.18), ‘knowledge criticism’ (social studies > English, d = 0.66;
social studies > mathematics, d = 2.03; social studies > combined sciences, d = 1.29),
‘student control’ (social studies > English, d = 0.68; social studies > mathematics, d =
2.00; social studies > combined sciences, d = 1.99), and ‘sustained writing’ (social
studies > English, d = 0.46; social studies > mathematics, d = 1.02; social studies >
combined sciences, d = 0.92). However, the Tukey homogeneous subsets of means
showed that the mean differences between English and social studies on ‘knowledge
manipulation’ and ‘sustained writing’ were not statistically significant. Their effect sizes
were also small. Among the subject areas, English has the highest mean score on
‘connections to the real world beyond the classroom’. The mean scores of mathematics
assessment tasks were consistently lower than the other three subject areas on ‘depth of
knowledge’, ‘knowledge criticism’, ‘knowledge manipulation’, ‘connections to the real
world beyond the classroom’, and ‘sustained writing’. This implies that the authentic
intellectual quality of mathematics assessment tasks in Grade 9 was lower than that of the
other three subject areas. Although there was a focus on depth of knowledge in science,
the degree of knowledge criticism and manipulation was still lower than English and
social studies.
Quality of student work
Discriminant function analyses were conducted to examine the linear combination of the
authentic intellectual criteria in differentiating the quality of student work between the
four subject areas at both grade levels.
Grade 5
The discriminant function test statistics in Table 6 showed that all the three discriminant
functions were statistically significant. The chi-square statistics for each of the functions
were significant due to a large sample size. The Wilks’ Lambda value indicated that the
third function was not significant. The first discriminant function accounted for 68% of
the total variance, followed by 30% from the second function, and only 2% from the third
function. This indicated that most of the variance in the quality of student work across the
four subject areas was attributed to the first discriminant function.
[t/] Insert Table 6 about here [/t]
Table 7 shows the importance of the criteria in relation to the different
discrimination functions. The first function was dominated by large loadings from
‘connections to the real world beyond the classroom’, ‘knowledge criticism’, ‘depth of
knowledge’, and ‘knowledge manipulation’. The second function was defined by
AIE 16~3, Paper 3, Koh & Luke, p. 13 of 33
‘connections to the real world beyond the classroom’ and the third function was related to
‘sustained writing’.
[t/] Insert Table 7 about here [/t]
As seen in Figures 3a and 3b, both the first and second discriminant functions
maximally separated social studies from the other three subject areas. The group centroid
for social studies was further apart from the group centroids for the other subject areas.
On the third discriminant function, the group centroids of the four subject areas did not
differ much from each other (see Figures 3b and 3c).
[f/] Insert Figure 3a about here [/f]
[f/] Insert Figure 3b about here [/f]
[f/] Insert Figure 3c about here [/f]
The post hoc pairwise multiple comparisons of the mean differences indicated
that the means of social studies were higher than other subject areas on all the authentic
intellectual criteria except for ‘depth of knowledge’. For ‘connections to the real world
beyond the classroom’, the effect sizes were the following: social studies > English,
Cohen’s d = 1.87; social studies > mathematics, d = 2.27; and social studies > science, d
= 1.06. For ‘knowledge criticism’, the effect sizes were social studies > English, d = 0.73;
social studies > mathematics, d = 1.62; and social studies > science, d = 0.04. For
‘knowledge manipulation’, social studies > English, d = 1.01; social studies >
mathematics, d = 1.24; and social studies > science, d = 0.31; and for ‘sustained writing’,
social studies > English, d = 0.56; social studies > mathematics, d = 0.44; and social
studies > science, d = 0.73. The effect size estimates indicated that the mean differences
of ‘connections to the real world beyond the classroom’ between social studies and the
other three subject areas were large. The mean differences of ‘knowledge criticism’ and
‘knowledge manipulation’ were greater for the social studies-English and social
studies-mathematics comparisons than for the social studies-science comparison.
Interestingly, the mean difference between social studies and science was negligible on
‘knowledge criticism’.
Science was found to have the highest mean on ‘depth of knowledge’. The
science-mathematics and science-English comparisons had large effect sizes (ds = 1.84;
0.86). The effect was somewhat modest for the science-English (d = 0.78). In addition,
the means of science on other authentic intellectual criteria were uniformly higher than
English and mathematics with effect sizes ranging from 0.76 to 2.68.
The social studies findings were consistent with the assessment tasks collected
from the teachers. Students in the elementary social studies lessons were more likely to
be involved in more performance-based tasks such as debate, role-play, small group
work, and poster-making. These tasks had closer approximations to daily real-world
problems, which required them to engage in higher-order thinking, weighing, evaluation
and reconstruction of knowledge before they could arrive at the answers. For example,
students were given a graphic organiser to brainstorm their idea on how to improve the
AIE 16~3, Paper 3, Koh & Luke, p. 14 of 33
facilities for the senior citizens in their neighbourhood and to write a letter to the relevant
authorities. In another example – a prototypical community project – students were given
the opportunity to organise, interpret, synthesise and evaluate relevant information before
they generated and put the new idea into a letter to solve the real-world problem.
Grade 9
The discriminant function test statistics in Table 8 indicated that all three discriminant
functions were statistically significant. The first discriminant function accounted for 76%
of the total variance in the quality of student work across subject areas. The second
discriminant function accounted for 20% of the total variance and the third discriminant
function accounted for only 5% of the total variance with a high Wilks’ Lambda value.
[t/] Insert Table 8 about here [/t]
The structure coefficients in Table 9 showed the relationships between the
authentic intellectual criteria with their respective dimensions. The first discriminant
function was dominated by large loadings from ‘connections to the real world beyond the
classroom’ and ‘knowledge manipulation’. ‘Depth of knowledge’ defined the second
discriminant function. The third discriminant function was attributed by ‘sustained
writing’ and ‘knowledge criticism’.
[t/] Insert Table 9 about here [/t]
The group centroids of the four subject areas were displayed in Figures 4a-4c. On
the first discriminant function, English differed the most from the other three subject
areas whereas the second discriminant function did not have a distinct separation of
subject areas. Social studies differed from the other three subject areas on the third
discriminant function.
[f/] Insert Figure 4a about here [/f]
[f/] Insert Figure 4b about here [/f]
[f/] Insert Figure 4c about here [/f]
As expected, student work in Grade 9 English focused more on organisation,
interpretation, synthesis, or evaluation of information; application of linguistic
knowledge and skills; and construction of new information that had a high level of real-
world connection. In social studies, students were engaged in critiquing social-political
and economic issues through extensive writing.
The results of the post hoc comparisons showed that english had significantly
higher mean scores than the other three subject areas on ‘connections to the real world
beyond the classroom’ (English > social studies, d = 1.48; English > mathematics, d =
1.77; English > combined sciences, d = 1.48) and ‘knowledge manipulation’ (English >
social studies, d = 1.11; English > mathematics, d = 1.77; English > combined sciences, d
= 1.24). The effect sizes indicated a large subject effect.
AIE 16~3, Paper 3, Koh & Luke, p. 15 of 33
The mean differences between English and social studies were neither statistically
nor practically significant on ‘knowledge criticism’ (d = 0.03) and ‘sustained writing’ (d
= 0.11) but both subject areas had significant higher mean scores on these two criteria
than combined sciences and mathematics. For ‘depth of knowledge’, the mean
differences between combined sciences and other subject areas were significant
(combined sciences > social studies, d = 0.67; combined sciences > English, d = 0.81;
combined sciences > mathematics, d = 1.53). On all authentic intellectual criteria,
mathematics had the lowest mean scores.
The relationship between the quality of teacher assignments and the quality of student
work
Tables 10 and 11 presented the correlations between the domain scores of the quality of
teachers’ assignment tasks and student work in Grades 5 and 9, respectively. Most pairs
of the correlations were statistically significant and had moderate to large correlations,
indicating that the quality of the teachers’ assignment tasks was correlated to the quality
of student work. For example, when teachers’ assignment tasks had required a high level
of knowledge criticism, student work was most likely to demonstrate high levels of
knowledge criticism and manipulation. There is evidence here, as in Newmann and
Associates (1996) prototypical study of authentic pedagogy, that classroom assessment
quality can have a significant role in remaking and reshaping student learning and
performance in other normative directions, beyond the rote and factual knowledge
currently stipulated.
[t/] Insert Table 10 about here [/t]
[t/] Insert Table 11 about here [/t]
Policy implications: resolving the tension between the conventional and authentic
This paper has reported on a large-scale, representative study of teacher assessment
practices and student work across subject areas, streams, and grade levels. It provides a
rare opportunity to see classroom assessment and student work in production across an
entire educational jurisdiction. It described the relationship between the levels of
intellectual demand of classroom-based lesson and unit activities set by teachers and the
levels of intellectual quality of student work generated in these activities. The
quantitative assessments of teacher assignments and student work were undertaken
though the use of qualitative rubrics, and moderated judgements exercised by trained
panels of expert teachers. The high correlations between the rated quality of teacher
assessment task and student work show once again how assessment practices strongly
shape ‘what will count’ as quality student work, and thereby constrain and mediate the
variable levels and kinds of student intellectual artefacts and texts produced. This cannot
be normatively taken as teacher inefficiency, for it is noteworthy that most teacher
assignments were rated highly for clarity and organisation. Yet a focus on lower order,
content and fact reproduction in the tasks teachers assign sets defining constraints and
thresholds for student intellectual, cognitive and cultural engagement with the
AIE 16~3, Paper 3, Koh & Luke, p. 16 of 33
curriculum. These thresholds show up in the quality of student work as judged by expert
teacher panels.
There are, we have noted here, some important exceptional cases. In the case of
primary social studies education, where more open-ended and intellectually demanding
tasks were set, student work ‘rose to the challenge’ and was rated higher in intellectual
quality. Some of these tasks included: community-focused analyses, problem-based tasks
and small group work. Appendix A provides a model primary social studies worksheet
where the focus is on community-based problem-solving, a ‘connected to the world’
activity. We think it is not coincidental that the primary social studies curriculum is not
driven by high-stakes examination. This provides us with a key hypothesis: that a de-
linkage of classroom work from high-stakes examination/testing drivers appears to
generate the curriculum conditions that enable the setting of richer tasks and,
accordingly, higher-order student products.
This may have significant implications for the leverage points and the policy
strategies for teacher change, assessment reform and curriculum development in
Singapore, and in East Asian educational systems more generally. The Singaporean
educational context, like many others in East Asia, sets out complex messages around
assessment. On the one hand, students’ test scores from conventional assessments remain
the key indicator of teachers’ job performance and school effectiveness. This is
particularly the case in high-stakes matriculation examinations. At other key junctures
including the Year 6 Primary School Leaving Examination, the GCE ‘O’ and ‘A’ levels,
comparative results are used to rank school performance. The Singaporean educational
system, like Japan, Hong Kong and South Korea, remains one where civic and media,
parental and student consciousness is often driven by a competitive focus on examination
results, outcomes and their consequences for students’ lives (Kang 2005). These forces
are being accentuated by the conditions of economic globalisation, workforce change,
and economic transition more generally.
At the same time, Singaporean teachers are being encouraged in pre-service
teacher education, in-service professional development and systemic curricular policy to
incorporate holistic, developmental and formative assessments (e.g., project work,
performance-based tasks, and student self-assessment) into their classroom practices. As
noted at the onset, this policy focus is not simply about making the system more student-
centred, but is seen to align with the shift towards preparation of a workforce with
adaptive and collaborative, higher-order, critical and creative capacities. A prevailing
assumption in the international literature is that alternative assessments encourage
instructional strategies that foster reasoning, problem-solving, and communication
(Frederiksen and Collins 1989; National Council on Education Standards and Testing
1992). Our study appears to corroborate this. The current issue is how the system at large,
how individual schools and teachers should and can strike the requisite educational
balance between these traditional high-stakes indicators of performance and the
imperatives to make alternative, authentic assessments ‘count’ in classrooms and lessons.
This remains a matter of policy and practical tension. This is especially the case in those
East Asian education systems that from their pre-colonial inception, through European
colonisation, to their postcolonial reformation have been informed by an historical
Chinese culture of examination.
AIE 16~3, Paper 3, Koh & Luke, p. 17 of 33
The findings of this study indicate that the teaching of higher-order thinking
skills, critical analysis, and knowledge construction poses an ongoing challenge to
Singapore schools, teachers and students. Students’ performance is strongly influenced
by the depth and level of demand set out in teachers’ assignments, most of which were
characterised by clarity and explicitness. In this regard, an alternative interpretation of
our data would be that teachers and schools are highly successful at defining and
assigning, producing and rewarding factual and basic knowledge. Whether this is taken as
a key achievement of the system, an ongoing problem – or indeed, possibly both of these
– remains a central educational issue for policy-makers and curriculum developers.
The present study provides indications that teachers’ assessment practices remain
focused on the format of drill and practice of basic knowledge and skills, of factual and
procedural knowledge. In a separate survey of the teachers studied here, the strongest
stated rationale that maths, science and English teachers used to explain their assessment
practices was ‘to prepare students for the exam’. Again, not surprisingly, the exceptional
case – primary social studies teachers – rated syllabus requirements, not examination
preparation, as their highest priority. Singapore students can and do perform well in the
high-stakes national exams and international assessments. Yet if we view curriculum and
instruction as a series of ‘trade-offs’ in emphasis and focus, it would appear from our
findings here that higher-order and intellectually demanding work ‘counts’ less in
classrooms.
Our study sets the stage for a series of ongoing interventions around the
redesigning classroom teaching and assessment methods. It is clear that the development
of Singaporean teachers’ assessment literacy in assessment-for-learning and innovative
task designs will be required if the ambitious goals of current educational policies are to
be met, in Singapore, Hong Kong and across East Asian systems at a similar historical
policy juncture. This has implications for pre-service teacher education, in-service
training and curriculum reform.
Our approach is to engage teachers in dialogue around assignments and student
work as a strategy for professional self-reflection and change (Koh, Lee and Gong 2006).
This approach has proven highly successful in changing assessment practice in
Queensland, where teacher moderation systems have long been in place with powerful
adjunct effects on pedagogical change and curricular reform (e.g., Cumming and
Maxwell 2004).5
We are already finding that many are receptive to deepening their
reflections on the quality of an assignment and its impact on the nature of student work.
To change what counts as knowledge and learning in classrooms, the systematic reform
of assessment would need to be addressed on two fronts, at both tensile points we have
described here. Singapore itself is engaged in a broad-ranging dialogue about the reform
of high-stakes assessment, having moved towards selective exceptions of cohorts from
high stakes assessment, gradual diminution of the O levels, the introduction of alternative
credentials (e.g., the International Baccalaureate), and the inclusion of project work in
senior matriculation. It has also introduced reforms at the ‘demand’ end by deregulating
university admissions processes.
But larger-scale assessment reform in itself will not change a culture of
assessment practice that focuses largely on conventional, lower-order worksheets and
fact/recall. This will require direct attention to enhancing and expanding the actual
classroom assessment practice of teachers.
AIE 16~3, Paper 3, Koh & Luke, p. 18 of 33
Acknowledgement
This research was undertaken with the funding support of the Ministry of Education, Singapore.
We thank the many teachers who gave their time to this study as expert markers and contributors,
and the team of research assistants who assisted with artefact collection and teacher moderation.
We would like to extend our thanks to James Ladwig, for his input and advice on the rubrics
development, and to Graham Maxwell for expert advice on data analysis.
Notes
1. EM1 students do well in English, one of the mother tongue languages (Chinese, Malay,
or Tamil.
2. EM2 students tend to be slightly weaker in the mother tongue language.
3. EM3 students typically have not performed well in all three subject areas.
4. Students in the special and express streams have higher academic ability and will sit for
their high-stakes national exam one year earlier than students in the normal academic
stream. Students in the normal technical stream have lower academic ability and will sit
for the national exam that focuses on technical and vocational skills.
5. For an overview of the teacher moderation system in Queensland, see
http://www.qsa.qld.edu.au/assessment/2138.html.
Notes on contributors
Kim Koh is an assistant professor with the Curriculum, Teaching and Learning Academic
Group at the National Institute of Education, Nanyang Technological University,
Singapore. Her research interests include classroom assessment and teacher professional
development.
Allan Luke is a professor at the Centre for Learning Innovation, Faculty of Education,
Queensland University of Technology, Australia. His research interests include early
literacy, accountability and assessment, and comparative pedagogies.
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Appendix A
AIE 16~3, Paper 3, Koh & Luke, p. 23 of 33
AIE 16~3, Paper 3, Koh & Luke, p. 24 of 33
Function 1
4
2
0
-2
Function
2
4
2
0
-2
primary science
social studies
mathematics
english
Group Centroid
primary science
social studies
mathematics
english
Subject Areas
Figure 1. Group centroids for Grade 5 teachers’ assignment tasks.
AIE 16~3, Paper 3, Koh & Luke, p. 25 of 33
Figure 2a. Group centroids for Grade 9 teachers’ assignment tasks: function 1 versus
function 2.
Function 1
4
2
0
-2
-4
Function
2
4
2
0
-2
-4
combined sciences
social studies
mathematics
english
Group Centroid
combined sciences
social studies
mathematics
english
Subject Areas
AIE 16~3, Paper 3, Koh & Luke, p. 26 of 33
Figure 2b. Group centroids for Grade 9 teachers’ assignment tasks: function 2 versus
function 3.
Function 2
4
2
0
-2
-4
4
2
0
-2
-4
-6
Combined Sciences
social studies
mathematics
english
Subject Areas
english
â– 
combined
sciences
â– 
mathematics
â– 
social studies
â– 
Function
3
â– Group Centroid
AIE 16~3, Paper 3, Koh & Luke, p. 27 of 33
Figure 2c. Group centroids for Grade 9 teachers’ assignment tasks: function 1 versus
function 3.
Function 1
4
2
0
-2
-4
Function
3
4
3
2
1
0
-1
-2
Combined Sciences
social studies
mathematics
english
Subject Areas
english
â– 
mathematics
â– 
social studies
â– 
combined
sciences
â– 
â– Group Centroid
AIE 16~3, Paper 3, Koh & Luke, p. 28 of 33
Function 1
4
2
0
-2
Function
2
4
2
0
-2
primary science
social studies
mathematics
english
Group Centroid
primary science
social studies
mathematics
english
Subject Areas
Figure 3a. Group centroids for Grade 5 students’ work: function 1 versus function 2
AIE 16~3, Paper 3, Koh & Luke, p. 29 of 33
Figure 3b. Group centroids for Grade 5 students’ work: function 2 versus function 3.
Function 2
4
2
0
-2
Function
3
4
2
0
-2
-4
primary science
social studies
mathematics
english
Subject Areas
â–  Group Centroid
social studies
â– 
Mathemat
ics
â– 
primary
science
â– 
English
â– 
AIE 16~3, Paper 3, Koh & Luke, p. 30 of 33
Figure 3c. Group centroids for Grade 5 students’ work: function 1 versus function 3.
Function 1
4
2
0
-2
Function
3
4
2
0
-2
-4
primary science
social studies
mathematics
english
Subject Areas
mathematics
â– 
social studies
â– 
combined
sciences
â– 
english
â– 
â–  Group Centroid
AIE 16~3, Paper 3, Koh & Luke, p. 31 of 33
Function 1
6
4
2
0
-2
-4
Function
2
4
2
0
-2
-4
Combined Sciences
social studies
mathematics
english
Group Centroid
Combined Sciences
social studies
mathematics
english
Subject Areas
Figure 4a. Group centroids for Grade 9 students’ work: function 1 versus function 2.
AIE 16~3, Paper 3, Koh & Luke, p. 32 of 33
Figure 4b. Group centroids for Grade 9 students’ work: function 2 versus function 3.
Function 2
4
2
0
-2
-4
Function
3
4
2
0
-2
Combined Sciences
social studies
mathematics
english
Subject Areas
â–  Group Centroid
Combined
Sciences
â– 
english
â– 
s
mathematic
â– 
social
studies
â– 
AIE 16~3, Paper 3, Koh & Luke, p. 33 of 33
Figure 4c. Group centroids for Grade 9 students’ work: function 1 versus function 3.
Function 1
6
4
2
0
-2
-4
Function
3
4
2
0
-2
Combined Sciences
social studies
mathematics
english
Subject Areas
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Authentic And Conventional Assessment In Singapore Schools An Empirical Study Of Teacher Assignments And Student Work

  • 1. QUT Digital Repository: http://eprints.qut.edu.au/ Koh, Kim and Luke, Allan (2009) Authentic and conventional assessment in Singapore schools: an empirical study of teacher assignments and student work. Assessment in Education : Principles, Policy and Practice, 16(3). (In Press) © Copyright 2 0 0 9 Taylor & Francis
  • 2. AIE 16~3, Paper 3, Koh & Luke, p. 1 of 33 Assessment in Education: Principles, Policy and Practice Vol. 16, No. 3, November 2009, 000-000 Running heads Verso: K. Koh and A. Luke Recto: Assessment in Education: Principles, Policy and Practice Authentic and conventional assessment in Singapore schools: an empirical study of teacher assignments and student work Kim Koha* and Allan Lukeb a National Institute of Education Singapore, Nanyang Technological University, Singapore; b Faculty of Education, Queensland University of Technology, Brisbane, Australia This is an empirical examination of the quality of teacher assignments and student work in Singapore schools. Using a theoretical framework based on principles of authentic assessment and intellectual quality, two sets of criteria and scoring rubrics were developed for the training of expert teachers to judge the quality of assignments and student work. Following rigorous training, the inter-rater reliability of expert teacher scoring was high. Samples of teacher assignments and student work were collected in English, social studies, mathematics, and science subject areas from a random stratified sample of 30 elementary schools and 29 high schools. For both grade levels, there were significant differences for the authentic intellectual quality of teachers’ assignments by subject area. Likewise, the differences of authentic intellectual quality for student work were significant and varied by subject area. Subject area effect was large. The correlations between the quality of teachers’ assignment tasks and student work were strong and significant at both grade levels. Where teachers set more intellectually demanding tasks, students were more likely to generate work or artefacts judged to be of higher quality. The findings suggest that teacher professional development in authentic intellectual assessment task design can contribute to the improvement of student learning and performance. It is argued that this will be a key requisite of educational systems like Singapore that are seeking to expand pedagogy and student outcomes beyond a focus on factual and rote knowledge. * Corresponding author. Email: kimhong.koh@nie.edu.sg
  • 3. AIE 16~3, Paper 3, Koh & Luke, p. 2 of 33 Introduction Education systems across Asia have moved quickly in the last decade to embrace new models of learning. In the educational systems of East Asia, including Hong Kong, Taiwan, Japan, South Korea and other countries – policies now speak to the new imperatives for critical and creative thinking, about the need for autonomous thinking and the construction of knowledge. These new aims index the new curriculum settlement: the skills, competencies and knowledges putatively tied to knowledge economies and cultural globalisation (Luke et al. 2006). As typical as they might seem for OECD educational system policy-makers and researchers, these mark a quantum shift in policy and thinking for East Asian education systems. In part, they raise questions about current standards and practices of curriculum, instruction and assessment, which, for several decades now, have been characterised and stereotyped as ‘chalk and talk’, and ‘rote teaching’, featuring didactic pedagogy, worksheet and ‘fill in the blank’ assessment (e.g., Alexander, 2001; Watkins and Biggs, 2001). These pedagogic features are generally attributed to strong examination-oriented educational cultures (Luke, Freebody et al. 2005). The responses to this perceived problem have been mixed, including a general orientation towards incorporation of neoliberal educational reforms and systems, with complex and varied results and effects (Tan 1997, 1998; Mok and Chan 2002). In Singapore, there has been a press towards educational reform and innovation since the ‘Thinking Schools Learning Nation’ policies of the late 1990s (Gopinathan 1996). In the last four years this has entailed systematic policy moves towards what could be construed as progressive and constructivist teacher development and curriculum reforms. The emphasis is on local curriculum development, teacher decision-making on pedagogical approach and alternative assessment methods – e.g., Strategies for Active and Independent Learning (SAIL); Strategies for Effective Engagement and Development (SEED); Science Practical Assessment (SPA). Such moves are attempts to open up pedagogical practice and begin delinking it from a strong examination culture, oriented towards the replication of facts and ideational content. At the same time, there is now substantial documentation that the didactic, teacher-centred patterns of classroom talk and action are ubiquitous, that they do occur in practice with persistence and frequency across subject areas (Kramer-Dahl, Teo and Chia 2007). Yet even depth description of pedagogical exchange and practice tell only a partial story, unless the key connections from classroom assessment to student outcomes, broadly defined and construed, can be established (Newmann and Associates 1996; Ladwig 2007). The following questions have been the objects of study by researchers from the United States and Australia. What are the actual assessment practices that teachers put in play in classrooms? How do these mediate and moderate intellectual and cognitive demand and depth? And how are these linked to the quality of the written work that students produce in response to the assigned tasks? To date, little information has been available to policy-makers, school officials, and teachers regarding the classroom assessment practices and their effects on students’ learning in East Asian countries including Singapore. This study aims to investigate the extent to which Singaporean teachers make authentic intellectual demands on students in their classroom assessment practices. The specific objectives of the inquiry are (a) to describe the patterns of the classroom assessment practices in both elementary and high schools, (b) to examine the quality of teacher assignments or assessment tasks, (c) to
  • 4. AIE 16~3, Paper 3, Koh & Luke, p. 3 of 33 examine the quality of student work in response to the teacher assignments or assessment tasks, and (d) to determine the relationship between the quality of teacher assignments and the quality of student work. Moving from conventional to authentic assessment Conventional assessment of student achievement historically has focused on the reproduction of factual and procedural knowledge from students (Moss, Girard and Haniford 2006). The items on such assessments typically measure recall of discrete facts, retrieval of given information, and application of routine computational formulas or procedures (Newmann, Lopez and Bryk 1998). But while ‘snapshot’ conventional assessment results give a partial picture of students’ performance at a given moment (Rochex 2006), they have increasingly been enlisted for high-stakes purposes, from the ranking of students and cohorts to judgements about teachers’ professional capacity and performance, overall school and system efficacy (Nichols, Berliner and Glass 2006). This has been part of the broader agenda of neoliberal policy reforms which emphasise ‘steering from a distance’; these, increasingly, are having stronger influences across the educational systems of East Asia (Luke and Hogan 2006), complementing the aforementioned traditional educational cultures and pedagogical approaches. One of the effects of the US policy focus on high-stakes testing is an increasing tendency of teachers to ‘teach to the test’ by mirroring their instruction and assessment to the high-stakes exam formats rather than to the intended learning outcomes (Nichols and Berliner 2007). First wave studies of classroom and systemic effects of the No Child Left Behind reforms have provided documentation of this phenomenon (Evans and Hornberger 2005; Abedi 2005). In contrast, several decades of research on human learning and performance has documented that conventional assessments struggle to establish valid measures students’ higher-order cognitive abilities or to support their capacities to perform real-world tasks (Resnick 1987). The argument of current human capital policy, Singapore’s included, is as follows: the preparation of students to become critical thinkers, productive workers, and lifelong learners in the new knowledge-based economies, requires classroom assessment to move toward constructivist learning approaches to promote students’ higher-order thinking skills, in-depth conceptual understanding, real-world problem- solving abilities, and communication skills (e.g., Shepard 1989, 2000; Newmann and Associates 1996; Darling-Hammond and Falk 1997). Following this logic, a key practical point of leverage in achieving these goals would be for teachers to design classroom assignments or assessment tasks that require students to demonstrate authentic intellectual capacities. Previous research has shown that when teachers assigned more intellectually demanding assignments, students were able to demonstrate more complex intellectual performance in their work. Newmann and Associates’ (1996); Newmann et al. 1998, and 2001) and Bryk, Nagaoka and Newmann’s (2000) studies examined the intellectual quality of teachers’ assignments in mathematics and writing at Grades 3, 6, and 8 in Chicago schools. They found that students who received assignments requiring more challenging intellectual work achieved greater than average gains on the Iowa Tests of Basic Skills in reading and mathematics, and demonstrated higher performance in reading, mathematics, and writing on the Illinois Goals Assessment Program. In addition, there was a strong relationship between the quality of teacher assignments and
  • 5. AIE 16~3, Paper 3, Koh & Luke, p. 4 of 33 student work; that is, teachers who assigned more intellectually demanding tasks were more likely to get authentic intellectual work from students. In the Clare and Aschbacher (2001) and Matsumura (2003) studies, the quality of the teacher assignments was found to be significantly associated with the quality of classroom instruction and the quality of student work in language arts. Similarly, in Australian research and development work, Lingard et al. (2001) and Ladwig (2007) found that the quality of students’ written work was dependent upon the intellectual demand levels of assessment tasks that teachers set. In the Queensland ‘New Basics’ curriculum reforms, evaluation studies found that setting of more complex, intellectually demanding and authentic tasks were conducive to student work of greater depth and rigour (Department of Education, Training and the Arts 2004). In the breakthrough work of the US school reform, Newmann et al.’s (1996) ‘authentic intellectual work’ consists of three criteria: construction of knowledge, disciplined inquiry, and value beyond the school. Their overall claim is that authentic intellectual work enables students to engage in higher-order thinking and real-world problem-solving rather than just routine use of facts and procedures. Where teachers aim for authentic student performance, they create assignments or assessment tasks that called upon students to construct their own meaning or knowledge, through in-depth disciplined inquiry. This in turn is linked to real-world problems that have meaning and applicability beyond success in school. Newmann’s criteria for observing ‘authentic pedagogy’ and assessing ‘authentic intellectual work’ provided the basis for the Queensland ‘productive pedagogies’ model (Lingard et al. 2001). That model expanded Newmann’s three criteria to include knowledge criticism, technical metalanguage, inclusive knowledge and explicitness of expectations as new indicators, as well as longstanding conventional indicators from research in instructional psychology, such as time-on-task. In an adaptation of the Newmann design, Queensland researchers (Lingard et al. 2001; Ladwig 2007) set up teacher moderation panels to assess the links between the frequency of occurrence of productive pedagogy in classrooms and the intellectual quality of teacher assessment tasks and related student work. While the Queensland study did not have access to student conventional achievement outcome data, it was able to establish a link between the level of intellectual and cognitive demand and the quality of student-produced written work. In this study, nine criteria adopted from the Newmann model and the Singapore classroom coding scheme (Luke, Cadzen et al. 2005) were used to evaluate the quality of the teachers’ assignments or assessment tasks: depth of knowledge, knowledge criticism, knowledge manipulation, sustained writing, clarity and organisation, connections to the real world beyond the classroom, supportive task framing, student control, and explicit performance standards/marking criteria. Likewise, six criteria were used to judge the quality of student work: depth of knowledge, knowledge criticism, knowledge manipulation, sustained writing, quality of student writing/answers, and connections to the real world beyond the classroom. The Singapore Classroom Coding Scheme was designed to measure the classroom instruction. Some of the criteria used in this study were purposely parallel to those in the Singapore Classroom Coding Scheme. This will allow for an investigation of the relationship between classroom instruction and assessment practices in work currently
  • 6. AIE 16~3, Paper 3, Koh & Luke, p. 5 of 33 underway. Like the Queensland work, that scheme attempted to describe elements of pedagogy not covered in Newmann’s original criteria. But it also used Bernstein’s (1990) concepts of classification and framing to focus on how knowledge is textually represented and contextualised in teacher assignments or assessment tasks. This led to the inclusion of criteria for knowledge criticism, knowledge manipulation, and depth of knowledge. Unlike the Wisconsin and Queensland work, it did not attempt to assess ‘higher-order thinking’, but concentrated on documenting how knowledge is represented by teachers in the day-to-day classroom assessment tasks and by students in their work in response to the tasks. In this regard, it departed from the work on cognition and thinking to focus on textual representation. As a result, it was well suited to guide the expert analysis of student work – which ranged from worksheets, to projects and montages, to essays and short response pieces. In the following section, we will outline a brief explanation of each of the criteria used in the study to assess the authentic intellectual quality of teacher assignments/assessment tasks and student work. Depth of knowledge According to the revised Bloom’s taxonomy of intended student learning outcomes, there are three types of knowledge, namely factual knowledge, procedural knowledge, and conceptual knowledge (Anderson and Krathwohl 2001). Factual knowledge is knowledge of discrete and decontextualised content elements (i.e., bits of information), whereas procedural knowledge entails knowledge of using discipline-specific skills, rules, algorithms, techniques, tools, and methods. Conceptual knowledge involves knowledge of complex, organised, and structured knowledge forms (i.e., how a particular subject matter is organised and structured, how the different parts or bits of information are interconnected and interrelated in a more systematic manner, and how these parts function together). All three types of knowledge are essential for student learning. Hence, we focus on the extent to which teachers require students to demonstrate mastery of knowledge in day-to-day classroom assignments or assessment tasks. Knowledge criticism Based on models of critical literacy and critical pedagogy, knowledge criticism is a predisposition to the generation of alternative perspectives, critical arguments, and new solutions or knowledge (Luke 2004). A new observational category that was first coded in the Queensland studies (Ladwig 2007), it is based on the assumption that assessment tasks require students to judge the value, credibility, and soundness of different sources of information or knowledge through comparison and critique, rather than to accept and present all information or knowledge as given. Accordingly, it draws together the imperatives of critical education with models of education for new economies (New London Group 1996). Knowledge manipulation Knowledge manipulation calls for an application of higher-order thinking and reasoning skills in the reconstruction of texts, intellectual artefacts and knowledge (e.g., Cole 1996).
  • 7. AIE 16~3, Paper 3, Koh & Luke, p. 6 of 33 It involves organisation, interpretation, analysis, synthesis, and/or evaluation of information (Anderson and Krathwohl 2001). Assessment tasks should provide students with more opportunities to make their own hypotheses and generalisations in order to solve problems, arrive at conclusions, or discover new meanings, rather than only to reproduce information expounded by the teacher or textbooks, or to reproduce fragments of knowledge and preordained procedures. In line with Newmann et al.’s (1996) authentic intellectual work framework, sustained writing and connections to the real world beyond the classroom were also included. The former was meant to gauge the degree to which the assessment task required and generated production of extended chunks of prose. The latter assesses, as in the Newmann prototype, the degree to which the assessment task and affiliated artefact had an ostensible connection to an activity, function or task outside the school context. In particular, we contend that teacher’s supportive task framing will result in higher intellectual quality in student work. Teacher’s scaffolding of an assignment task, that is, providing some structure and guidance, can assist students to accomplish a complex task (Nitko 2004). There are three types of scaffolding: content, procedural, and strategic. For high intellectual tasks, teachers should place more emphasis on strategic scaffolding. Task clarity and organisation, student control, and explicit performance standards/ marking criteria are conceptualised based on Marzano’s (1992) learning- centred instruction. The assumption here is that the explicitness of the procedures and criteria for the task provides clear goals and explicit criteria and language for the assessment of value. This, Bernstein (1990) and others argue, has the effect of demystifying the official grounds and criteria for knowledge for students and, indeed, teachers. The incorporation of these criteria into the classroom assessment provides students with opportunities to engage in independent learning and critical thinking. Sustained writing The task asks students to elaborate on their understanding, explanations, arguments, or conclusions through the generation of sustained written prose. This is a relative measure for use by teacher/markers, rather than affiliated with a single subject or age benchmark for the production of lexical volume or semantic complexity. Clarity and organisation The assessment task is framed logically and has instructions that are easy to understand so that students will not have misinterpretations and missing information. Here we examined the written instructions, guidelines, worksheets, and other textual advanced organisers provided to students.
  • 8. AIE 16~3, Paper 3, Koh & Luke, p. 7 of 33 Student control Teachers provide students with the opportunity to determine the parameters of a task such as topics or questions to answer, alternative procedures, tools and resources to use (e.g., textbook, internet, or newspaper), length of writing or response, or performance or marking criteria. Explicit performance standards/marking criteria The task is provided with the teacher’s clear expectations for students’ performance and the marking criteria are made explicitly clear to the students. Reference to only technical or procedural requirements (e.g., the number of examples, length of an essay or response) is not taken as evidence of explicit performance standards or marking criteria. Here we were looking for specific and differentiated criteria for what might count as ‘value’, quality or success at completion of the task. Following Bernstein (1990), we begin from the assumption that the message system of assessment shapes student performance and behaviour in normative and deliberate ways. This is particularly the case in test-driven and examination-driven educational cultures, where what counts as pedagogy and curriculum is strongly mediated by what is set as the assessable task for student performance and affiliated target outcomes for students. As Bernstein argues, this may occur with varying degrees of explicitness and implicitness, transparency and opacity, with differential effects and consequences for students of different sociocultural backgrounds. We therefore applied the above-mentioned criteria to the evaluation of the quality of student work, looking empirically for continuities and discontinuities between task/assignment and work/product. Methods Samples We collected 6526 samples of teachers’ assignments or assessment tasks and associated student work from Grade 5 and Grade 9 lessons of English, social studies, mathematics, and science in 59 Singapore schools (30 elementary schools and 29 high schools) over two years (2004-2005). The schools were part of a random stratified sample designed to represent the diversity of school types and sociodemographic variables in the Singapore system. Grades 5 and 9 were chosen because students are streamed into hierarchical ability groups. In Grade 5, there are three streams: EM11 , EM22 , and EM33 ; whereas Grade 9 has four streams4 : Special, Express, Normal Academic, and Normal Technical. Sample selection aimed at a random stratified sample of Singapore schools and students, covering diverse school types, socioeconomic and linguistic student characteristics, and age/stream variables (Luke, Freebody et al. 2005). Because of the size and scope of the system, this was a rare opportunity to capture a generalisable picture of a system’s assessment practices and outcomes at work. The types of assignments included the full range of activities set by Singapore teachers: daily class work, homework assignments, major assignments/projects, and
  • 9. AIE 16~3, Paper 3, Koh & Luke, p. 8 of 33 teacher-made tests. Each teacher was asked to submit four samples each of high-quality, medium-quality, and low-quality student work in response to each type of assignment. In this way, the sample provides a representative picture of the classroom-based assessment practices of teachers and students on a stream and subject-specific basis across a small-scale national system. Scoring rubrics We developed two sets of generic scoring rubrics (one for assignments and the other for student work) and 20 subject-specific exemplars for both grade levels according to the authentic intellectual quality criteria. All criteria were scored on 4-point rating scales (ranging from 1 = no requirement/no demonstration to 4 = high requirement/high level). Studies on reliability and the number of rating categories have found that the use of a 3- point scale and above is optimal (Masters 1974; Cicchetti, Showalter and Tyrer 1985). Cicchetti et al.’s (1985) Monte Carlo simulation study has shown that there was always an increase in inter-rater reliability levels as the number of categories increased up to 7 categories, with the most dramatic increase being between 2 and 3 categories. The use of odd numbers of scale points such as 3, 5, and 7 points could result in response sets wherein raters might tend to choose the middle category of the scale. For rating scales with 5, 6, and 7 categories, teacher assessors can become confused in determining the differences between the categories in the process of rating (Wilkerson and Lang 2007). Hence, we opted for a 4-point scale. In addition to the number of rating categories, factors such as training and experience of the raters play an important role in the inter-rater agreement because they will lead to more rating consistency. As such, our study employed a group of 35 experienced teachers from non-participating schools. All of them were identified by their colleagues and administrators as excellent teachers in their respective curriculum fields. The teachers were trained to be fully conversant with the criteria and scoring rubrics. They were asked to try out their scoring on the subject-specific anchor papers for both assignments and student work. After their scoring had reached a percentage of exact agreement of above 70%, they were asked to score the actual assignments and student work samples. Throughout the scoring sessions, inter-rater reliability checks were conducted at regular intervals to ensure the integrity and consistency of scoring. Both teacher assignments and student work were randomly assigned to teacher raters, and each criterion was first scored independently by at least two raters. The raters compared their scores, and if they differed, they were asked to justify their individual scores and to discuss the discrepancy until they reached agreement on a final score. In scoring student work, the large volume of Grade 5 English and mathematics artefacts precluded double scoring for all of them. All the teacher assignments and student work in the other subjects were double-scored. For both assignments and student work, scores for Grades 5 and 9 were assigned on the basis of reasonable expectations within the grade level according to the subject- specific syllabus. In most of the subject areas, the percentages of exact agreement were above 70%, indicating good inter-rater reliability.
  • 10. AIE 16~3, Paper 3, Koh & Luke, p. 9 of 33 Results Patterns of classroom assessment practices Over the two years, most of the teachers’ assignment or assessment tasks in English, social studies, mathematics, and science at both grade levels were found to have centred upon class work. As seen in Table 1, class work has the highest percentage compared to other types of work assigned to students across subject area and grade level. In total, the class work assignments were 80.4% and 65.0% for Grade 5 and Grade 9, respectively. The percentages of homework were higher than those of test and major assignment or project across subject area and grade level. In short, the results indicated that a significant majority of types of student work at both primary and secondary levels consisted of within class, single-shot class work. Teachers’ assignments comprised a relatively low proportion of major assignments or projects. In other words, there was a very limited evidence of classroom focus on extended projects or tasks of duration and complexity. A closer look at the tests revealed that most of them were teacher-made and had been used principally for summative rather than formative purposes. [/t] Insert Table 1 about here[/t] Quality of teachers’ assignment tasks Discriminant function analyses were carried out on the authentic intellectual quality criteria in order to examine the linear combination of the criteria in discriminating the quality of the teachers’ assignment tasks between the four subject areas at Grade 5 and Grade 9, separately. We did not include clarity and organisation in the analysis because the distribution of the variable was positively skewed owing to high rating scores for the majority of the assessment tasks. This indicates that the majority of the tasks set by teachers were clear and well organised. Hence, a transformation of the variable would lose the original meaning of the scores. Grade 5 The discriminant function test statistics were presented in Table 2. Both the Wilks’ Lambda and the chi-square tests indicated that the first two discriminant functions were statistically significant. The two discriminant functions accounted for 67% and 24% of the total variance, respectively. Thus, most of the variance in the quality of teachers’ assessment tasks across the four subject areas was attributed to the first discriminant function. [/t] Insert Table 2 about here [/t] Table 3 shows the importance of the different criteria for the discrimination. The first function was dominated by large loadings from ‘connections to the real world beyond the classroom’, ‘knowledge criticism’, ‘knowledge manipulation’, ‘depth of knowledge’, and ‘student control’. The second function was dominated by large loadings
  • 11. AIE 16~3, Paper 3, Koh & Luke, p. 10 of 33 from ‘supportive tasks framing’, ‘explicit performance standards/marking criteria’, and ‘sustained writing’. [/t] Insert Table 3 about here [/t] As seen in Figure 1, the first discriminant function maximally separated social studies from the other three subject areas whereas the second discriminant function discriminated mathematics and social studies from English and science. However, the distances of the four subject areas on the second discriminant function were closer than those on the first discriminant function. [f/] Insert Figure 1 about here [/f] Post hoc pairwise multiple comparisons of the mean differences were conducted using the Tukey method, which provided protection against the Type I error. Effect sizes were computed by using the method of Cohen’s d for independent samples. According to Cohen (1992), d = 0.20 is indicative of a small effect, d = 0.50 a medium effect and d = 0.80 a large effect. The mean differences between social studies and the other three subject areas were significant on ‘connections to the real world beyond the classroom’, ‘student control’, and ‘sustained writing’. For ‘connections to the real world beyond the classroom’, the effect sizes were the following: social studies > English, d = 1.72; social studies > mathematics, d = 2.49; and social studies > science, d = 0.97. For ‘student control’, the effect sizes were social studies > English, d = 1.00; social studies > mathematics, d = 1.13; and social studies > science, d = 0.60. For ‘sustained writing’, social studies > English, d = 0.83; social studies > mathematics, d = 0.59; and social studies > science, d = 0.76. The results indicated that the mean differences of ‘connections to the real world beyond the classroom’ and ‘student control’ were greater for the social studies-English and social studies-mathematics comparisons than for the social studies-science comparison. The subject area effect was large. The means of social studies were higher than those of mathematics, English, and science on ‘knowledge criticism’ (social studies > English, d = 0.90; social studies > mathematics, d = 1.67; and social studies > science, d = 0.30) and ‘knowledge manipulation’ (social studies > English, d = 1.34; social studies > mathematics, d = 1.39; and social studies > science, d = 0.47). For ‘depth of knowledge’, the mean difference between social studies and science was not significant (d = 0.11). However, social studies differed significantly from mathematics (d = 1.27) and English (d = 0.95), with a large subject area effect. Science was found to have higher means than mathematics and English for ‘connections to the real world beyond the classroom’ (ds = 1.10; 0.61), ‘knowledge criticism’ (ds = 1.86; 0.73), ‘knowledge manipulation’ (ds = 1.18; 1.04), and ‘depth of knowledge’ (ds = 1.91; 1.30). There was a mean difference of ‘supportive task framing’ between mathematics and English (d = 0.69) but the subject area effect was moderate. Our findings suggested that the authenticity and knowledge domains distinguished between social studies and the other three subject areas. This was consistent
  • 12. AIE 16~3, Paper 3, Koh & Luke, p. 11 of 33 with the nature of the assessment tasks in social studies, where students were given the opportunity to solve real world problems and to critique important social issues. Grade 9 The discriminant function test statistics in Table 4 showed that all three discriminant functions were statistically significant. The first discriminant function accounted for the most variance of the quality of teachers’ assignment tasks across subject areas, that is, 58%, followed by 29% for the second discriminant function, and 13% for the third. [/t] Insert Table 4 about here [/t] The relationships between the authentic intellectual criteria with their respective dimensions were evident in Table 5. The first discriminant function was dominated by large loadings from ‘depth of knowledge’, ‘knowledge manipulation’, and ‘connections to the real world beyond the classroom’. ‘Supportive task framing’ had a negative relationship with the first function. The second discriminant function was defined by only one criterion, which was ‘explicit performance standards/marking criteria’; and the third discriminant function was dominated by large loadings from ‘student control’, ‘knowledge criticism’, and ‘sustained writing’. [t/] Insert Table 5 about here [/t] The group centroids of the four groups on the pairwise discriminant functions were displayed from Figures 2a-2c. On the first discriminant function, English differed the most from the other subject areas whereas the second discriminant function discriminated social studies and combined sciences from English and mathematics. Social studies differed significantly from the other three subject areas on the third discriminant function. [f/] Insert Figure 2a about here [/f] [f/] Insert Figure 2b about here [/f] [f/] Insert Figure 2c about here [/f] All the three criteria that were related to the first discriminant function could be defined as knowledge domain and the third function was active learning. The results indicated that English assessment tasks demanded students to apply and generate knowledge that were related to the real world. Social studies assessment tasks required students to engage in more critique of knowledge and sustained writing. Students were also given more control over the task parameters. In combined sciences (biology, chemistry, and physics) and social studies, teachers tended to make the performance standards or marking criteria explicit to students in the assessment tasks. This was consistent with the science practical assessment in which some of the principles of authentic assessment such as sharing of assessment criteria and standards have been incorporated into the assessment.
  • 13. AIE 16~3, Paper 3, Koh & Luke, p. 12 of 33 The results of the post hoc comparisons reconfirmed the findings from the discriminant function analysis that English has higher mean scores than the other subject areas on ‘knowledge manipulation’ (English > social studies, d = 0.34; English > mathematics, d = 1.62; English > combined sciences, d = 1.27) and ‘making connections to the real world beyond the classroom’ (English > social studies, d = 0.81; English > mathematics, d = 1.30; English > combined sciences, d = 0.84). Compared to other subject areas, social studies have higher mean scores on ‘depth of knowledge’ (social studies > English, d = 0.30; social studies > mathematics, d = 1.72; social studies > combined sciences, d = 0.18), ‘knowledge criticism’ (social studies > English, d = 0.66; social studies > mathematics, d = 2.03; social studies > combined sciences, d = 1.29), ‘student control’ (social studies > English, d = 0.68; social studies > mathematics, d = 2.00; social studies > combined sciences, d = 1.99), and ‘sustained writing’ (social studies > English, d = 0.46; social studies > mathematics, d = 1.02; social studies > combined sciences, d = 0.92). However, the Tukey homogeneous subsets of means showed that the mean differences between English and social studies on ‘knowledge manipulation’ and ‘sustained writing’ were not statistically significant. Their effect sizes were also small. Among the subject areas, English has the highest mean score on ‘connections to the real world beyond the classroom’. The mean scores of mathematics assessment tasks were consistently lower than the other three subject areas on ‘depth of knowledge’, ‘knowledge criticism’, ‘knowledge manipulation’, ‘connections to the real world beyond the classroom’, and ‘sustained writing’. This implies that the authentic intellectual quality of mathematics assessment tasks in Grade 9 was lower than that of the other three subject areas. Although there was a focus on depth of knowledge in science, the degree of knowledge criticism and manipulation was still lower than English and social studies. Quality of student work Discriminant function analyses were conducted to examine the linear combination of the authentic intellectual criteria in differentiating the quality of student work between the four subject areas at both grade levels. Grade 5 The discriminant function test statistics in Table 6 showed that all the three discriminant functions were statistically significant. The chi-square statistics for each of the functions were significant due to a large sample size. The Wilks’ Lambda value indicated that the third function was not significant. The first discriminant function accounted for 68% of the total variance, followed by 30% from the second function, and only 2% from the third function. This indicated that most of the variance in the quality of student work across the four subject areas was attributed to the first discriminant function. [t/] Insert Table 6 about here [/t] Table 7 shows the importance of the criteria in relation to the different discrimination functions. The first function was dominated by large loadings from ‘connections to the real world beyond the classroom’, ‘knowledge criticism’, ‘depth of knowledge’, and ‘knowledge manipulation’. The second function was defined by
  • 14. AIE 16~3, Paper 3, Koh & Luke, p. 13 of 33 ‘connections to the real world beyond the classroom’ and the third function was related to ‘sustained writing’. [t/] Insert Table 7 about here [/t] As seen in Figures 3a and 3b, both the first and second discriminant functions maximally separated social studies from the other three subject areas. The group centroid for social studies was further apart from the group centroids for the other subject areas. On the third discriminant function, the group centroids of the four subject areas did not differ much from each other (see Figures 3b and 3c). [f/] Insert Figure 3a about here [/f] [f/] Insert Figure 3b about here [/f] [f/] Insert Figure 3c about here [/f] The post hoc pairwise multiple comparisons of the mean differences indicated that the means of social studies were higher than other subject areas on all the authentic intellectual criteria except for ‘depth of knowledge’. For ‘connections to the real world beyond the classroom’, the effect sizes were the following: social studies > English, Cohen’s d = 1.87; social studies > mathematics, d = 2.27; and social studies > science, d = 1.06. For ‘knowledge criticism’, the effect sizes were social studies > English, d = 0.73; social studies > mathematics, d = 1.62; and social studies > science, d = 0.04. For ‘knowledge manipulation’, social studies > English, d = 1.01; social studies > mathematics, d = 1.24; and social studies > science, d = 0.31; and for ‘sustained writing’, social studies > English, d = 0.56; social studies > mathematics, d = 0.44; and social studies > science, d = 0.73. The effect size estimates indicated that the mean differences of ‘connections to the real world beyond the classroom’ between social studies and the other three subject areas were large. The mean differences of ‘knowledge criticism’ and ‘knowledge manipulation’ were greater for the social studies-English and social studies-mathematics comparisons than for the social studies-science comparison. Interestingly, the mean difference between social studies and science was negligible on ‘knowledge criticism’. Science was found to have the highest mean on ‘depth of knowledge’. The science-mathematics and science-English comparisons had large effect sizes (ds = 1.84; 0.86). The effect was somewhat modest for the science-English (d = 0.78). In addition, the means of science on other authentic intellectual criteria were uniformly higher than English and mathematics with effect sizes ranging from 0.76 to 2.68. The social studies findings were consistent with the assessment tasks collected from the teachers. Students in the elementary social studies lessons were more likely to be involved in more performance-based tasks such as debate, role-play, small group work, and poster-making. These tasks had closer approximations to daily real-world problems, which required them to engage in higher-order thinking, weighing, evaluation and reconstruction of knowledge before they could arrive at the answers. For example, students were given a graphic organiser to brainstorm their idea on how to improve the
  • 15. AIE 16~3, Paper 3, Koh & Luke, p. 14 of 33 facilities for the senior citizens in their neighbourhood and to write a letter to the relevant authorities. In another example – a prototypical community project – students were given the opportunity to organise, interpret, synthesise and evaluate relevant information before they generated and put the new idea into a letter to solve the real-world problem. Grade 9 The discriminant function test statistics in Table 8 indicated that all three discriminant functions were statistically significant. The first discriminant function accounted for 76% of the total variance in the quality of student work across subject areas. The second discriminant function accounted for 20% of the total variance and the third discriminant function accounted for only 5% of the total variance with a high Wilks’ Lambda value. [t/] Insert Table 8 about here [/t] The structure coefficients in Table 9 showed the relationships between the authentic intellectual criteria with their respective dimensions. The first discriminant function was dominated by large loadings from ‘connections to the real world beyond the classroom’ and ‘knowledge manipulation’. ‘Depth of knowledge’ defined the second discriminant function. The third discriminant function was attributed by ‘sustained writing’ and ‘knowledge criticism’. [t/] Insert Table 9 about here [/t] The group centroids of the four subject areas were displayed in Figures 4a-4c. On the first discriminant function, English differed the most from the other three subject areas whereas the second discriminant function did not have a distinct separation of subject areas. Social studies differed from the other three subject areas on the third discriminant function. [f/] Insert Figure 4a about here [/f] [f/] Insert Figure 4b about here [/f] [f/] Insert Figure 4c about here [/f] As expected, student work in Grade 9 English focused more on organisation, interpretation, synthesis, or evaluation of information; application of linguistic knowledge and skills; and construction of new information that had a high level of real- world connection. In social studies, students were engaged in critiquing social-political and economic issues through extensive writing. The results of the post hoc comparisons showed that english had significantly higher mean scores than the other three subject areas on ‘connections to the real world beyond the classroom’ (English > social studies, d = 1.48; English > mathematics, d = 1.77; English > combined sciences, d = 1.48) and ‘knowledge manipulation’ (English > social studies, d = 1.11; English > mathematics, d = 1.77; English > combined sciences, d = 1.24). The effect sizes indicated a large subject effect.
  • 16. AIE 16~3, Paper 3, Koh & Luke, p. 15 of 33 The mean differences between English and social studies were neither statistically nor practically significant on ‘knowledge criticism’ (d = 0.03) and ‘sustained writing’ (d = 0.11) but both subject areas had significant higher mean scores on these two criteria than combined sciences and mathematics. For ‘depth of knowledge’, the mean differences between combined sciences and other subject areas were significant (combined sciences > social studies, d = 0.67; combined sciences > English, d = 0.81; combined sciences > mathematics, d = 1.53). On all authentic intellectual criteria, mathematics had the lowest mean scores. The relationship between the quality of teacher assignments and the quality of student work Tables 10 and 11 presented the correlations between the domain scores of the quality of teachers’ assignment tasks and student work in Grades 5 and 9, respectively. Most pairs of the correlations were statistically significant and had moderate to large correlations, indicating that the quality of the teachers’ assignment tasks was correlated to the quality of student work. For example, when teachers’ assignment tasks had required a high level of knowledge criticism, student work was most likely to demonstrate high levels of knowledge criticism and manipulation. There is evidence here, as in Newmann and Associates (1996) prototypical study of authentic pedagogy, that classroom assessment quality can have a significant role in remaking and reshaping student learning and performance in other normative directions, beyond the rote and factual knowledge currently stipulated. [t/] Insert Table 10 about here [/t] [t/] Insert Table 11 about here [/t] Policy implications: resolving the tension between the conventional and authentic This paper has reported on a large-scale, representative study of teacher assessment practices and student work across subject areas, streams, and grade levels. It provides a rare opportunity to see classroom assessment and student work in production across an entire educational jurisdiction. It described the relationship between the levels of intellectual demand of classroom-based lesson and unit activities set by teachers and the levels of intellectual quality of student work generated in these activities. The quantitative assessments of teacher assignments and student work were undertaken though the use of qualitative rubrics, and moderated judgements exercised by trained panels of expert teachers. The high correlations between the rated quality of teacher assessment task and student work show once again how assessment practices strongly shape ‘what will count’ as quality student work, and thereby constrain and mediate the variable levels and kinds of student intellectual artefacts and texts produced. This cannot be normatively taken as teacher inefficiency, for it is noteworthy that most teacher assignments were rated highly for clarity and organisation. Yet a focus on lower order, content and fact reproduction in the tasks teachers assign sets defining constraints and thresholds for student intellectual, cognitive and cultural engagement with the
  • 17. AIE 16~3, Paper 3, Koh & Luke, p. 16 of 33 curriculum. These thresholds show up in the quality of student work as judged by expert teacher panels. There are, we have noted here, some important exceptional cases. In the case of primary social studies education, where more open-ended and intellectually demanding tasks were set, student work ‘rose to the challenge’ and was rated higher in intellectual quality. Some of these tasks included: community-focused analyses, problem-based tasks and small group work. Appendix A provides a model primary social studies worksheet where the focus is on community-based problem-solving, a ‘connected to the world’ activity. We think it is not coincidental that the primary social studies curriculum is not driven by high-stakes examination. This provides us with a key hypothesis: that a de- linkage of classroom work from high-stakes examination/testing drivers appears to generate the curriculum conditions that enable the setting of richer tasks and, accordingly, higher-order student products. This may have significant implications for the leverage points and the policy strategies for teacher change, assessment reform and curriculum development in Singapore, and in East Asian educational systems more generally. The Singaporean educational context, like many others in East Asia, sets out complex messages around assessment. On the one hand, students’ test scores from conventional assessments remain the key indicator of teachers’ job performance and school effectiveness. This is particularly the case in high-stakes matriculation examinations. At other key junctures including the Year 6 Primary School Leaving Examination, the GCE ‘O’ and ‘A’ levels, comparative results are used to rank school performance. The Singaporean educational system, like Japan, Hong Kong and South Korea, remains one where civic and media, parental and student consciousness is often driven by a competitive focus on examination results, outcomes and their consequences for students’ lives (Kang 2005). These forces are being accentuated by the conditions of economic globalisation, workforce change, and economic transition more generally. At the same time, Singaporean teachers are being encouraged in pre-service teacher education, in-service professional development and systemic curricular policy to incorporate holistic, developmental and formative assessments (e.g., project work, performance-based tasks, and student self-assessment) into their classroom practices. As noted at the onset, this policy focus is not simply about making the system more student- centred, but is seen to align with the shift towards preparation of a workforce with adaptive and collaborative, higher-order, critical and creative capacities. A prevailing assumption in the international literature is that alternative assessments encourage instructional strategies that foster reasoning, problem-solving, and communication (Frederiksen and Collins 1989; National Council on Education Standards and Testing 1992). Our study appears to corroborate this. The current issue is how the system at large, how individual schools and teachers should and can strike the requisite educational balance between these traditional high-stakes indicators of performance and the imperatives to make alternative, authentic assessments ‘count’ in classrooms and lessons. This remains a matter of policy and practical tension. This is especially the case in those East Asian education systems that from their pre-colonial inception, through European colonisation, to their postcolonial reformation have been informed by an historical Chinese culture of examination.
  • 18. AIE 16~3, Paper 3, Koh & Luke, p. 17 of 33 The findings of this study indicate that the teaching of higher-order thinking skills, critical analysis, and knowledge construction poses an ongoing challenge to Singapore schools, teachers and students. Students’ performance is strongly influenced by the depth and level of demand set out in teachers’ assignments, most of which were characterised by clarity and explicitness. In this regard, an alternative interpretation of our data would be that teachers and schools are highly successful at defining and assigning, producing and rewarding factual and basic knowledge. Whether this is taken as a key achievement of the system, an ongoing problem – or indeed, possibly both of these – remains a central educational issue for policy-makers and curriculum developers. The present study provides indications that teachers’ assessment practices remain focused on the format of drill and practice of basic knowledge and skills, of factual and procedural knowledge. In a separate survey of the teachers studied here, the strongest stated rationale that maths, science and English teachers used to explain their assessment practices was ‘to prepare students for the exam’. Again, not surprisingly, the exceptional case – primary social studies teachers – rated syllabus requirements, not examination preparation, as their highest priority. Singapore students can and do perform well in the high-stakes national exams and international assessments. Yet if we view curriculum and instruction as a series of ‘trade-offs’ in emphasis and focus, it would appear from our findings here that higher-order and intellectually demanding work ‘counts’ less in classrooms. Our study sets the stage for a series of ongoing interventions around the redesigning classroom teaching and assessment methods. It is clear that the development of Singaporean teachers’ assessment literacy in assessment-for-learning and innovative task designs will be required if the ambitious goals of current educational policies are to be met, in Singapore, Hong Kong and across East Asian systems at a similar historical policy juncture. This has implications for pre-service teacher education, in-service training and curriculum reform. Our approach is to engage teachers in dialogue around assignments and student work as a strategy for professional self-reflection and change (Koh, Lee and Gong 2006). This approach has proven highly successful in changing assessment practice in Queensland, where teacher moderation systems have long been in place with powerful adjunct effects on pedagogical change and curricular reform (e.g., Cumming and Maxwell 2004).5 We are already finding that many are receptive to deepening their reflections on the quality of an assignment and its impact on the nature of student work. To change what counts as knowledge and learning in classrooms, the systematic reform of assessment would need to be addressed on two fronts, at both tensile points we have described here. Singapore itself is engaged in a broad-ranging dialogue about the reform of high-stakes assessment, having moved towards selective exceptions of cohorts from high stakes assessment, gradual diminution of the O levels, the introduction of alternative credentials (e.g., the International Baccalaureate), and the inclusion of project work in senior matriculation. It has also introduced reforms at the ‘demand’ end by deregulating university admissions processes. But larger-scale assessment reform in itself will not change a culture of assessment practice that focuses largely on conventional, lower-order worksheets and fact/recall. This will require direct attention to enhancing and expanding the actual classroom assessment practice of teachers.
  • 19. AIE 16~3, Paper 3, Koh & Luke, p. 18 of 33 Acknowledgement This research was undertaken with the funding support of the Ministry of Education, Singapore. We thank the many teachers who gave their time to this study as expert markers and contributors, and the team of research assistants who assisted with artefact collection and teacher moderation. We would like to extend our thanks to James Ladwig, for his input and advice on the rubrics development, and to Graham Maxwell for expert advice on data analysis. Notes 1. EM1 students do well in English, one of the mother tongue languages (Chinese, Malay, or Tamil. 2. EM2 students tend to be slightly weaker in the mother tongue language. 3. EM3 students typically have not performed well in all three subject areas. 4. Students in the special and express streams have higher academic ability and will sit for their high-stakes national exam one year earlier than students in the normal academic stream. Students in the normal technical stream have lower academic ability and will sit for the national exam that focuses on technical and vocational skills. 5. For an overview of the teacher moderation system in Queensland, see http://www.qsa.qld.edu.au/assessment/2138.html. Notes on contributors Kim Koh is an assistant professor with the Curriculum, Teaching and Learning Academic Group at the National Institute of Education, Nanyang Technological University, Singapore. Her research interests include classroom assessment and teacher professional development. Allan Luke is a professor at the Centre for Learning Innovation, Faculty of Education, Queensland University of Technology, Australia. His research interests include early literacy, accountability and assessment, and comparative pedagogies. References Abedi, J. 2004. The No Child Left Behind Act and English language learners: Assessment and accountability issues. Educational Researcher 33, 4-14. Alexander, R. 2001. Culture and pedagogy. Oxford: Blackwell. Anderson, L.W., and D.R. Krathwohl. 2001. A taxonomy for learning, teaching, and assessing: A revision of Bloom’s taxonomy of educational objectives. New York: Longman. Bernstein, B. 1990. The structuring of pedagogic discourse. London: Routledge. Bryk, A.S., J.K Nagaoka, and F.M. Newmann. 2000. Chicago classroom demands for authentic intellectual work: Trends from 1997-1999. Chicago: Consortium on Chicago School Research. Clare, L., and P.R. Aschbacher. 2001. Exploring the technical quality of using assignments and student work as indicators of classroom practice. Educational Assessment 7, no. 1: 39-59.
  • 20. AIE 16~3, Paper 3, Koh & Luke, p. 19 of 33 Cicchetti, D.V., D. Showalter, and P.J. Tyrer. 1985. The effect of number of rating scale categories on levels of interrater reliability: A Monte Carlo investigation. Applied Psychological Measurement 9, no. 1: 31-36. Cohen, J. 1992. A power primer. Psychological Bulletin 112, no. 1: 155-159. Cole, M. 1996. Cultural psychology: A once and future discipline. Cambridge, MA: Harvard University Press. Cumming, J. and G. Maxwell. 2004. Assessment in Australian schools: Current practices and trends. Assessment in Education 11, no. 1: 89-108. Darling-Hammond, L., and B. Falk. 1997. Using standards and assessments to support student learning. Phi Delta Kappan 79, no. 3: 190-199. Department of Education, Training and the Arts (Queensland). 2004. The New Basics Research Report. Queensland Government. http://education.qld.gov.au/corporate/newbasics/html/research/research.html. Evans, B.A. and N.H. Hornberger. 2005. No child left behind: Repealing and unpeeling federal language education policy in the United States. Language Policy 4, no. 1: 87-106. Frederiksen, J.R., and Collins, A. 1989. A district’s approach to educational testing. Educational Researcher 18, no. 9: 27-42. Gopinathan, S. 1996. Globalisation, the state and education policy in Singapore. Asia Pacific Journal of Education 16, no. 1: 74-87. Kang, T. 2005. Creating educational dreams: The intersection of ethnicity, families and schools. Singapore: Marshall Cavandish. Koh, K., A.N. Lee, and W. Gong. 2006. Development of the Singapore Prototype Classroom Assessment Tasks: Innovative tools for improving student learning and performance. Proceedings of the 32nd International Association for Educational Assessment Conference, May 21-26, in Singapore. Kramer-Dahl, A., P. Teo, and A. Chia. 2007. Supporting knowledge construction and literate talk in secondary social studies. Linguistics and Education 18, no. 2: 167-199. Ladwig, J. 2007. Modelling pedagogy in Australian school reform. Pedagogies 2, no. 1: 57-76. Lingard, B., J. Ladwig, M. Mills, M. Bahr, D. Chant, M. Warry, J. Ailwood, R. Capeness, P. Christie, J. Gore et al. 2001. The Queensland School Reform Longitudinal Study. Brisbane: Education Queensland. Luke, A. 2004. Two takes on the critical. In Critical pedagogies and language learning, ed. B. Norton and K. Toohey, 1-14. Cambridge: Cambridge University Press. Luke, A., C. Cazden, A. Lin, and P. Freebody. 2005. A coding scheme for the analysis of classroom discourse in Singapore (CRPP Technical Paper). Singapore: National Institute of Education, Centre for Research in Pedagogy and Practice. Unpublished report. Luke, A., Freebody, P., Lau, S., and Gopinathan, S. 2005. Towards research-based educational policy: Singapore education in transition. Asia Pacific Journal of Education 14, no. 1: 1-22. Luke, A., L. Graham, K. Weir, D. Sanderson, and V. Voncina. 2006. Curriculum and equity: An international review. Adelaide: South Australia Department of Education and Community Services.
  • 21. AIE 16~3, Paper 3, Koh & Luke, p. 20 of 33 Luke, A. and D. Hogan. 2006. Steering educational research in national contexts: The Singapore model. In World yearbook of education: Educational research and policy, ed. D. Coulby, J. Ozga, T. Popkewitz and T. Seddon, 170-184 Edinburgh: Edinburgh University Press. Luke, A., G. Matters, P. Herschell, N. Grace, R. Barrett, and R. Land. 2000. New Basics Project technical report. Brisbane: Education Queensland. Marzano, R.J. 1992. A different kind of classroom: Teaching with dimensions of learning. Alexandria, VA: The Association for Supervision and Curriculum Development. Masters, J.R. 1974. The relationship between the number of response categories and reliability of Likert-type questionnaires. Journal of Educational Measurement 11, 1: 49-53. Matsumura, L.C. 2003. Teachers’ assignments and student work: Opening a window on classroom practice. CSE Report 602. UCLA, Los Angeles: CRESST. Mok, J.K.H., and D.K.K Chan. 2002. Globalisation and education: The quest for quality education in Hong Kong. Hong Kong: Hong Kong University Press. Moss, P. Girard, B.J., and L.C. Haniford. 2006. Validity in educational assessment. Review of Research in Education 30, 109-162. National Council on Education Standards and Testing. 1992. Raising standards for American education: A report to Congress, the Secretary of Education, the National Education Goals Panel, and the American People. Washington DC: U.S. Government Printing Office. New London Group. 1996. A pedagogy of multiliteracies: Designing social futures. Harvard Educational Review 66, no. 1: 60-92. Newmann, F.M., and Associates. 1996. Authentic achievement: Restructuring schools for intellectual quality. San Francisco: Josey Bass. Newmann, F.M., A.S. Bryk, and J.K. Nagaoka. 2001. Authentic intellectual work and standardized tests: Conflict or coexistent? Chicago: Consortium on Chicago School Research. Newmann, F.M., A.S Lopez, and A.S. Bryk. 1998. The quality of intellectual work in Chicago schools: A baseline report. Chicago: Consortium on Chicago School Research. Nichols, S.L. and D. Berliner. 2007. Collateral damage: How high stakes testing corrupts America’s schools. Cambridge, MA: Harvard Educational Press. Nichols, S., Berliner, D. and Glass, G. 2006. High stakes testing and student achievement: Does accountability pressure increase student learning. Educational Policy Analysis Archives 14, no. 1. Available online at http://epaa.asu.edu/epaa/v14n1/. Nitko, A.J. 2004. Educational assessment of students. 4th Ed. Upper Saddle River, NJ: Pearson/Merrill Prentice Hall. Resnick, L.B. 1987. Learning in school and out. Educational Researcher 16, no. 9: 13-20. Rochex, J. 2006. Social, methodological and theoretical issues regarding assessment. Review of Research in Education 30, no. 1: 163-212. Shepard, L.A. 1989. Why we need better assessments. Educational Leadership 46, no. 7: 4-9.
  • 22. AIE 16~3, Paper 3, Koh & Luke, p. 21 of 33 Shepard, L.A. 2000. The role of assessment in a learning culture. Educational Leadership 29, no. 7: 4-14. Tan, J. 1997. Education and colonial transition in Singapore and Hong Kong: Comparisons and contrasts. Comparative Education 33, no. 2: 307-312. Tan, J. 1998. The marketisation of education in Singapore: Policies and implications. International Review of Education 44, no. 1: 43-63. Watkins, D.A., and J.B. Biggs, eds. 2001. Teaching the Chinese learner. Hong Kong: Comparative Education Research Centre. Wilkerson, J.R., W.S. and Lang, 2007. Assessing teacher dispositions: Five standards- based steps to valid measurement using the DAATS model. Thousand Oaks, CA: Corwin Press.
  • 23. AIE 16~3, Paper 3, Koh & Luke, p. 22 of 33 Appendix A
  • 24. AIE 16~3, Paper 3, Koh & Luke, p. 23 of 33
  • 25. AIE 16~3, Paper 3, Koh & Luke, p. 24 of 33 Function 1 4 2 0 -2 Function 2 4 2 0 -2 primary science social studies mathematics english Group Centroid primary science social studies mathematics english Subject Areas Figure 1. Group centroids for Grade 5 teachers’ assignment tasks.
  • 26. AIE 16~3, Paper 3, Koh & Luke, p. 25 of 33 Figure 2a. Group centroids for Grade 9 teachers’ assignment tasks: function 1 versus function 2. Function 1 4 2 0 -2 -4 Function 2 4 2 0 -2 -4 combined sciences social studies mathematics english Group Centroid combined sciences social studies mathematics english Subject Areas
  • 27. AIE 16~3, Paper 3, Koh & Luke, p. 26 of 33 Figure 2b. Group centroids for Grade 9 teachers’ assignment tasks: function 2 versus function 3. Function 2 4 2 0 -2 -4 4 2 0 -2 -4 -6 Combined Sciences social studies mathematics english Subject Areas english â–  combined sciences â–  mathematics â–  social studies â–  Function 3 â– Group Centroid
  • 28. AIE 16~3, Paper 3, Koh & Luke, p. 27 of 33 Figure 2c. Group centroids for Grade 9 teachers’ assignment tasks: function 1 versus function 3. Function 1 4 2 0 -2 -4 Function 3 4 3 2 1 0 -1 -2 Combined Sciences social studies mathematics english Subject Areas english â–  mathematics â–  social studies â–  combined sciences â–  â– Group Centroid
  • 29. AIE 16~3, Paper 3, Koh & Luke, p. 28 of 33 Function 1 4 2 0 -2 Function 2 4 2 0 -2 primary science social studies mathematics english Group Centroid primary science social studies mathematics english Subject Areas Figure 3a. Group centroids for Grade 5 students’ work: function 1 versus function 2
  • 30. AIE 16~3, Paper 3, Koh & Luke, p. 29 of 33 Figure 3b. Group centroids for Grade 5 students’ work: function 2 versus function 3. Function 2 4 2 0 -2 Function 3 4 2 0 -2 -4 primary science social studies mathematics english Subject Areas â–  Group Centroid social studies â–  Mathemat ics â–  primary science â–  English â– 
  • 31. AIE 16~3, Paper 3, Koh & Luke, p. 30 of 33 Figure 3c. Group centroids for Grade 5 students’ work: function 1 versus function 3. Function 1 4 2 0 -2 Function 3 4 2 0 -2 -4 primary science social studies mathematics english Subject Areas mathematics â–  social studies â–  combined sciences â–  english â–  â–  Group Centroid
  • 32. AIE 16~3, Paper 3, Koh & Luke, p. 31 of 33 Function 1 6 4 2 0 -2 -4 Function 2 4 2 0 -2 -4 Combined Sciences social studies mathematics english Group Centroid Combined Sciences social studies mathematics english Subject Areas Figure 4a. Group centroids for Grade 9 students’ work: function 1 versus function 2.
  • 33. AIE 16~3, Paper 3, Koh & Luke, p. 32 of 33 Figure 4b. Group centroids for Grade 9 students’ work: function 2 versus function 3. Function 2 4 2 0 -2 -4 Function 3 4 2 0 -2 Combined Sciences social studies mathematics english Subject Areas â–  Group Centroid Combined Sciences â–  english â–  s mathematic â–  social studies â– 
  • 34. AIE 16~3, Paper 3, Koh & Luke, p. 33 of 33 Figure 4c. Group centroids for Grade 9 students’ work: function 1 versus function 3. Function 1 6 4 2 0 -2 -4 Function 3 4 2 0 -2 Combined Sciences social studies mathematics english Subject Areas english â–  s mathematic â–  social studies â–  Combined Sciences â–