8.3 ANALYSIS OF STUDENT QUESTIONNAIRE
83.2.1 Cross-sectional Analysis of Student Questionnaire. —
(i) First cohort first administration Assumptions of 3 -way ANO VA
Dependent variables (Traits)
Attitude towards English Help from NET Personality of NET
Study habit Motivation
Spread vs level plot Weak and negative
relationship No pattern No pattern No pattern One outlier and no
pattern
Levene's test p-value
0.038 -0.055 0.188 0.025 0.02
Sample size of combination groups less than fifteen
One out of 26 One out of 26 Four out of 26 Four out of 26 Two out of 26
The results shown in the above table suggest that the reliability of the analysis of all the dependent variables was generally satisfactory, except for Attitude towards English. For each of the other traits a significant effect was found in the form of an interaction between school level and teaching mode. The results suggest that a follow-up 2-way ANOVA should be conducted on all four dependent variables. The assumptions of this analysis were checked with the following results.
Assumptions of the follow-up 2-wav ANOVA Dependent variables
(Traits) Help from NET FersonaHtyofNET
Study habit Motivation
Spread vs level plot No pattern No pattern No pattern No pattern
Levene's test p-value
0.092 0.178 0.326 0.001
Sample size of combination groups less than fifteen
None None None None
The results shown in the above table suggest that the reliability of the analysis of the four dependent variables is good. The significant multiple comparisons are shown in the table below.
Multiple comparisons results
Help from NET
Personality of NET
School Level
Low Medium
High Low Medium
High
ANOVA p-value
< 0.001 0.005 0.101 0.002
< 0.001 0.208
Levene'stest p-value
0.275 0.73 0.008 0.241 0.099 0.567
Significant comparisons Bofh>NET Both>Local NET>Local
None NET>Local Both>Local NET>Local Both>Local
None
p-value 0.002 ..< 0.001
0.005
0.005 0.006 0.001 0.019
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Study habits
Motivation
Low Medium
High Low Medium
High
< 0.001 0.04 0.002
< 0.001 0.004
0.271
0.531 0.894 0.025 0.24 0.053
< 0.001
Both > NET Both > Local NET > Local NET > Both Local > Both NET > Local Both > Local NET > Both Local > Both
None
0.044
< 0.001 0.041 Dunnett's C
0.029
< 0.001 0.01 0.005
In the above table, for the trait 'Help from NET*, on average, students taught by a combination of local teachers and NETs have a more positive attitude than those taught by either local teachers or NETs in low-level schools. Students taught only by NETs have a more positive attitude than those taught only by local teachers in medium-level schools.
For the trait 'Personality of the NET', on average students taught only by NETs or a combination of local teachers and NETs have a more positive attitude than those taught only by local teachers in low and medium-level schools.
For the trait 'Study Habits', on average students taught by a combination of local teachers and NETs have a more positive attitude than those taught only by local teachers or NETs in low-level schools. Students taught by only NETs have a morepositive attitude than those taught by local teachers in medium level schools. Students taught by either NETs or Local teachers have a more positive attitude than those taught by a combination of both local teachers and NETs in high-level schools.
For the trait 'Motivation*, on average students taught only by NETs or a combination of both local teachers and NETs have a more positive attitude than those taught only by local teachers in low-level schools. On average students taught only by local teachers or NETs have a more positive attitude than those taught by a combination of NETs and local teachers in medium-level schools.
To conclude, 7 out of the 16 significant comparisons indicate a more positive attitude on the part of students taught only by NETs. Only 2 of the 16 significant comparisons show a more positive attitude on the part of students taught only by local teachers.
Discussion
The first administration of the student questionnaire was conducted with the language assessments in March 1999, The first cohort NETs had been in place since the previous September. In this period of six months, the sampled groups would have been influenced by their English teacher, whether he or she was a NET or a local teacher, or whether that class had been taught by both NETs and local teachers, perhaps in some form of team teaching or split class teaching. This influence maybe very small, but it is likely to be represented in the data gathered in the first administration of the questionnaires to the first cohort groups.
While the influence of the students' English teacher (whether a NET, a local or Both) is likely to account for a certain proportion of the findings, they will have been influenced by a host of other factors and it is not possible to identify any causal factors for the differences found. These is baseline information, gathered in order to identify and understand the pre-existing patterns or tendencies in the data and provide a basis for making longitudinal comparisons based on the second administration findings obtained from the same students.
(ii) First cohort second administration
Dependent variables (Traits)
Attitude towards English Help from NET Personality of NET
Study habit Motivation
Spread vs level plot No pattern Weak and positive
pattern No pattern No pattern Three outliers But no pattern
Levene's test p-value 0.004 0.046 0.078 0.002 0,007
Sample size of combination groups less than fifteen
14 out of 27 15 out of 27 13 out of 27 15, out of 27, 16 out of 27
The results shown in the above table suggest that the reliability of the analysis of all dependent variables was moderate. The signij&cant effect of each analysis is indicated in the table below.
Significant effect
Attitude toward English Interaction of form
level and teaching mode
Help from NET Teaching mode
Personality of NET Teaching mode
Study Habit None
Motivation Form level
The results of the above table suggest that a follow-up 2-way ANOVA should be conducted on
* Attitude towards English*, and multiple comparisons should be conducted on 'Help from the NET'and TereonaUty of the NET'.
Checking the Assumptionsof a follow-up two-way ANOVA
Dependent variable (TralO
Attitude towards English
Spread vs level plot No pattern
Levene's test p-value 0.009
Sample size of combination groups less than fifteen
loutof 11
The assumptions of this analysis were checked and the results are shown above. They suggest that the analysis of the trait 'Attitude towards English' was reliable.
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The multiple comparison analysis results are presented below.
Multiple comparisons results
Attitude toward English
School level Low Medium
High
ANOVA p-value
0.074 0.039 0.1
Levene's test p-value
0.448 0.258 0.456
Significant comparisons
N->N > L->L None N->N>N->L L->N>N->L L->L>N~>L
p-value
0.036 0.05 0.031 0.009 0.005 For the trait * Attitude towards English', on average students in Low ability schools taught by a NET for two consecutive school years (N to N) have a more positive attitude than those taught by a Local teachers for the same two-year period (L to L). The same holds for students in High ability schools: those who were taught by a NET for two consecutive school years (N to N), tended to show more positive attitudes to English. However, those students in Hi£h ability schools who were taught by a Local teacher in the first of the two years and by a NET in the second year (L to N) as well as those taught by a Local teacher for two years (L to L), have a more positive attitude than those taught NET in the first year and a Local in the second (N to L).
Multiple comparisons results
Help from NET Personality
ANOVA p-value
0.005 0.011
Levene's test p-value
0.046 0.078
Significant comparison N->N>L->L N^>L>L->L N->L>L~>L N->L>L->N
p-value 0.001 0.004 0.016 0.039
The results in the above table suggest that, in the trait 'Help from NET*, on average students taught by a teaching transition of NET for two consecutive years (N to N) or a NET in the first year and a Local teacher in the second (N to L) have a more positive attitude than those taught by Local teachers for two years (L to L).
For the trait 'Personality', on average students taught by a NET in the first year and a Local teacher in the second (N to L) have a more positive attitude than those taught by Local teachers for two years (L to L) or by a Local teacher in the first year and a NET in the second (L to N).
To conclude, 3 out of the 8 significant comparisons consist of a more positive attitude demonstrated by students taught only by a NET (N to N). Only one of the eight consists of a more positive attitude demonstrated by students taught by Local teachers for the same period (LtoL)/
(iii) Second cohort first administration Assumptions of3-way ANO VA
Dependent variable (Trait)
Attitude towards English Help from NET Personality of NET
Study habit Motivation
Spread vs level plot No pattern No pattern One outlier, weak pattern
No pattern Negative relationship
Levene's test p-value 0.195 0.371 0315 0.284 0.012
Sample size of combination groups less than fifteen
None None None One None
The checking of assumptions gave a negative result. As shown in the above table, the findings suggest that the analysis for the trait- 'Motivation' was unreliable. The reliability of other analyses was good and the corresponding significant effect is indicated in the table below.
Significant effect
Attitude toward English Interaction of school level and teaching mode
Help from NET Interaction of school level and teaching mode
Personality of NET Interaction of school level and teaching mode
Study Habit School level
The results of the above table suggest that a follow-up 2-way ANOVA should be conducted on the three traits, * Attitude towards English1, 'Help from the NET' and 'Personality of the NET7. Assumptions of follow-up two-way ANOVA
Dependent variable (Trait)
Attitude towards English Help from NET Personality of NET
Spread vs level plot
No pattern No pattern Negative pattern
Levene's test p-value
0.11 0.581 0.185
Sample size of combination groups less than fifteen
None None None
After checking the assumptions of the follow-up 2-way ANOVA it was clear from the results, as shown in the table above, that the further analysis of the trait "Personality of the NET' was likely to be unreliable.
The significant follow-up multiple comparisons of the other reliable analyses are shown in the table below*
Multiple comparisons results
Attitude toward English
Help given from NET
School level Low Medium
High
LowMedium High
^ANOVA p-value
0.044 0.12 0.011 0.025 0.002
< 0.001
Levene's test p-value
0.684 0.135 0.038 0.616 0.132 0.854
Significant comparisons Local>NET
Both>NET NET>both NET>both Both > NET NET>Local
NET>Both NET>Local
NET>Both
p-value 0.027
0.02 0.05 Dunnett's C
0.009
< 0.001 0.009
< 0.001 0.001
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The results in the above table suggest that, for the trait 'Attitude towards English', on average students taught by a local teacher or a combination of local teacher and NET have a more positive attitude than those taught only by a NET in low ability school
In Medium and High ability schools, however, students taught by a NET have a more positive attitude than those taught by a combination of local teacher and NETs.
For the trait 'Help from the NET', on average students taught by a combination of local and NET have a more positive attitude than those taught only by a NET in low ability schools.
On the other hand, in Medium and High ability schools, students taught only by a NET have a more positive attitude than those taught by either local teachers or by a combination of local teachers and NETs.
To conclude, 6 out of the 9 significant comparisons involve a more positive attitude shown by students taught only by a NET. Only one of these 9 findings consists of a more positive attitude demonstrated by students taught only by local teachers.
(iv) Second cohort second administration Assumptions of 3-way ANOVA
Dependent variable (Trait) Attitude towards
English Help from NET Personality of NET
Study habit * Motivation
Spread vs level plot No pattern No pattern Negative relationship.
Positive relationship Negative relationship
Levene's test p-value 0.625 0.122
< 0.001 0366 0.001
Sample size of combination groups less than fifteen
4 out of 17 3outofl3 4 out of 17 7 out of 24 4 out of 24
The results of the checking of assumptions shown in the above table suggest that the analysis of personality, study habit and motivation was unreliable.
The only significant effect of the reliability analysis related to 'Attitude towaids English1 as shown in the table below.
Significant effect
Attitude toward English
Interaction of school level and teaching mode
Help from NET None
The results suggest that a follow-up 2-way ANOVA should be conducted on 'Attitude towards English'.
Dependent variable (TraitV Attitude towards
English
Spread vs level plot Weak and negative pattern
Levene'stest p-value
0,127
Sample size of combination groups less than fifteen
None
The checking of assumptions for the follow-up ANOVA shown in the above table suggests that the reliability of the analysis was moderate. The significant multiple comparisons are shown in the table below.
Multiple comparisons results
Attitude toward English
School level Low Medium
High
ANOVA p-value
0.051 0.001 0.033
Levene's test p-value
0.146 0.402 0.653
Significant comparisons
Local > NET None None
p-value
0.004 None none
For the trait 'Attitude towards English', on average, students in low ability schools taught only by local teachers have a more positive attitude than those taught only by a NET.
(B) Primary
The primary school pupils* questionnaire contains only three traits for analysis: 'Attitude towards English*, 'Personality of the NET*, and 'Motivation*. The analysis of these three traits is described below.
(i) First cohort first administration Assumptions of 3-way ANOVA
Dependent variable (Trait)
Attitude towards English Help from NET Personality of NET
Spread vs level plot No pattern One outlier,
no pattern No pattern
Levene's test p-value 0.022 0.013 0.02
Sample size of combination groups less than fifteen
2 out of 8 2 out of 5 2 out of 8
The results of the checking of assumptions shown in the table above suggest that the reliability of the analysis of all dependent variables is moderate. The significant effect of each analysis is indicated in the table below.
Significant effect
Attitude towards English Interaction of form level and
teaching mode
Help from NET None
Personality of NET Interaction of form level and
teaching mode
The results suggest that a follow-up 2-way ANOVA should be conducted on two traits 'Attitude towards English' and /Personality of the NET',
Asmmptions of the follow-up 2-way ANOVA
Dependent variable (Trait)
Attitude towards English Personality of NET
Spread vs level plot One outlier, Weak & negative pattern
One outlier, No pattern
Levene's test p-value
0.191 0.022
Sample size of combination groups less than fifteen
None None
The results of the checking of assumptions for the follow up task shown in the table above table suggest that the reliability of the analysis of the two dependent variables was good. The significant multiple comparisons which showed up in the further analysis are shown in the table below.
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Multiple comparisons results
Attitude towards English
Personality
Form level
P 3 P5 P 3 P5
ANOVA p-value
0.018 0.06 0.004
0.026
Levene's test p-value
0.068 0.416 0.490
0.274
Significant comparisons
none NET>Local Both> Local
None
None
p-value
0.004 0.008
The results in the above table suggest that for the trait 'Attitude towards English', on average, P5 pupils taught by either a NET or a combination of a local and a NET have,a more positive attitude tHan those taught by a local teacher.
(ii) First cohort second administration Assumptions of3-way ANOVA
Dependent variable (Trait)
Attitude towards English
Help from NET Personality of NET
Spread vs level plot One outlier,
No pattern
Too few data points One outlier,
No pattern
Levene's test p-value
0.006 0.836
< 0.001
Sample size of combination groups less than fifteen 3 out of 8
None out of 3 4 out of 8
The results of the above table suggest that the reliability of the analysis of all dependent variables was moderate. The significant effect of each analysis is indicated in the table below.
Significant effect
Attitude towards English None
Help from NET Teaching mode
Personality of NET School level
The results of the analysis suggest that a follow-up ANOVA should be conducted for the trait 'Help from NET'. Data were available at only one school level and two teaching modes. The result is shown in the table below.
Multiple comparisons results
Help from NET
ANOVA p-value 0.022
Levene'stest p-value 0.191
Significant comparison N->N>N->L
The results in the above table suggest that for the trait 'Help fiom NET', on average pupils in medium ability schools who are taught NET for two consecutive years (N to N) have a more positive attitude than those taught by a NET in the first year and a local teacher in the second (N to L).
(iii) Second cohort first administration
r -J s
Dependent variable (Trait)
Attitude towards English Help from NET Personality of NET
Spread vs level plot Weak and negative
relationship Too few data points Negative relationship
Levene's test p-value 0.111 0390 0.237
Sample size of combination groups less than fifteen
2 out of 6 2 out of 5 2 out of 6
The results of the checking of assumptions shown in the above table suggest that the reliability of the analysis of all dependent variables was moderate to poor. The significant effect of each analysis is indicated in the table below.
Significant effect
Attitude towards English
None
Help from NET None
Personality of NET None
The results suggest that there is no significant teaching mode effect on all dependent variables in the 2nd cohort 1st administration data.
(iv) Second cohort second administration Assumptions of3-wayANOVA
Dependent variable (Trait) Attitude towards
English Help from NET Personality of NET
Spread vs level plot Negative relationship
No pattern Negative relationship
Levene's test p-value 0354
0.09 0.002
Sample size of combination groups less than fifteen
2 out of 6 lout of 5 1 out of 6
The results of the checking of assumptions shown in the above table suggest that the reliability of the analysis of all dependent variables were moderate to poor. The significant effect of each analysis was indicated in the table below.
Attitude towards English Help from NET Personality of NET
Significant effect None None School level
The results in the above table suggest that no significant teaching mode effect on all dependent variables in the 2nd cohort 2nd administration.
83.2.2 Longitudinal Analysis of Student Questionnaire Using Repeated Measures Analysis
The objective of the longitudinal analysis is to investigate quantifiable changes in attitudes to language over time and to determine whether or not the effects of different modes of teaching (Le, whether the students were taught by a NET, a local teacher or by both), at different levels of form and school can be found in the data. A repeated measures ANOVA was conducted for each of the traits. This was done by investigating the following effects:
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Within-subject effect:
Does the mean trait scores change across the administrations in 1st and 2nd cohort?
Between-subject effect:
Are there differences in the mean trait scores for each trait between teaching modes?
Between-Subjects Interaction effect:
Does the pattern of differences between mean trait scores for teaching mode change for each group combination of form and school level?
Within-Subject by Between-Subject Interaction Effect:
Does the pattern of differences between mean trait scores for different teaching modes changes in each administration?
For our purposes, the evaluation of Within-Subject by Between-Subject Interaction Effect is the ultimate objective. Therefore analyses were conducted with the aim to illustrate this effect.
(B) Methodology
The three-way, repeated measures ANOVA methodology employed was parallel to that used for the analysis of language assessments (see Section 6.23.1 above).
(C) Findings
(i) Secondary school
In the first cohort, teaching mode was not interacting with the time effect for any of the five traits. However, for the trait 'Study Habits', the teaching mode effect was different for each group combination of school and form level, in different administrations.
In the second cohort, teaching mode was not interacting with the time effect for any of the five traits. However, for the trait "Personality of the NET, the teaching mode effect was different for each group combination of school and form level, in different administrations.
(ii) Primary school
The traits 'Study Habit' and 'Motivation' were not included in the primary student questionnaires.
In the first cohort, teaching mode was not interacting with the time effect for any of the three traits.
In second cohort, teaching mode was not interacting with the time effect for any of the three traits.