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Item π* r* 1 r* 2 r* 3 r* 4 r* 5 r* 6 r* 7 IF ID B-index
1 0.44 0.16 0.21 0.48 0.43
2 0.86 0.37 0.53 0.49 0.45
3 0.47 0.52 0.33 0.28 0.31
4 0.88 0.38 0.53 0.56 0.52
5 0.76 0.79 0.68 0.21 0.18
6 0.63 0.58 0.48 0.32 0.32
7 0.46 0.25 0.27 0.43 0.40
8 0.98 0.62 0.78 0.50 0.31
9 0.78 0.47 0.52 0.38 0.38
10 0.83 0.42 0.54 0.53 0.50
11 0.95 0.70 0.79 0.42 0.24
12 0.62 0.37 0.41 0.42 0.42
13 0.91 0.25 0.56 0.56 0.49
14 0.92 0.52 0.65 0.41 0.34
15 0.74 0.46 0.49 0.40 0.40
16 0.82 0.87 0.53 0.55 0.47 0.39
17 0.99 0.87 0.94 0.27 0.08
18 0.75 0.65 0.59 0.32 0.27
19 0.17 0.64 0.17 0.08 0.06
20 0.94 0.56 0.71 0.48 0.37
21 0.70 0.33 0.40 0.45 0.41
22 0.99 0.77 0.87 0.44 0.18
23 0.76 0.59 0.60 0.35 0.23
24 0.94 0.60 0.70 0.45 0.30
25 0.88 0.34 0.52 0.56 0.53
26 0.80 0.58 0.61 0.38 0.34
27 0.78 0.66 0.64 0.36 0.25
28 0.97 0.56 0.74 0.52 0.34
29 0.60 0.76 0.43 0.19 0.09
30 0.67 0.56 0.49 0.39 0.36
31 0.74 0.37 0.47 0.41 0.35
32 0.48 0.89 0.95 0.37 0.09 0.07
33 0.83 0.53 0.59 0.41 0.41
34 0.85 0.44 0.56 0.49 0.44
35 0.16 0.91 0.15 -0.06 0.01
36 0.31 0.64 0.24 0.20 0.13
37 0.54 0.38 0.32 0.31 0.32
38 0.65 0.60 0.51 0.32 0.24
39 0.72 0.46 0.78 0.42 0.44 0.47
40 0.63 0.43 0.41 0.36 0.29
41 0.99 0.64 0.78 0.52 0.31
42 0.65 0.46 0.45 0.41 0.35
43 0.82 0.55 0.72 0.53 0.49 0.44
44 0.26 0.89 0.19 0.12 0.06
45 0.95 0.57 0.67 0.49 0.35
46 0.53 0.46 0.38 0.33 0.37
47 0.87 0.61 0.72 0.58 0.47 0.36
48 0.74 0.67 0.79 0.54 0.39 0.35
49 0.58 0.39 0.36 0.37 0.37
50 0.65 0.69 0.84 0.89 0.45 0.33 0.30
51 0.74 0.40 0.42 0.46 0.45
52 0.29 0.82 0.26 0.10 0.10
53 0.53 0.61 0.41 0.32 0.33
54 0.48 0.62 0.36 0.26 0.19
55 0.61 0.65 0.49 0.29 0.27
Using	a	cogni*ve	diagnos*c	model	to	examine	remedial	Japanese	university	
students’	gramma*cal	knowledge	
Takaaki	KUMAZAWA	(Kanto	Gakuin	University)	
ktakaaki@kanto-gakuin.ac.jp	
In	many	Japanese	universiBes,	teaching	grammar	is	crucial	because	not	all	the	students	have	yet	mastered	the	grammaBcal	knowledge	they	were	supposed	to	during	their	
secondary	educaBon.	Thus,	the	purpose	of	this	study	is	to	examine	remedial	Japanese	university	students’	grammaBcal	knowledge	using	a	cogniBve	diagnosBc	model.	The	
parBcipants	were	548	Japanese	university	freshmen	in	the	department	of	law	at	a	private	university.	They	were	divided	into	two	groups:	remedial,	and	non-remedial,	and	
the	equivalent	grammar	test	was	administered	twice	as	a	pretest	and	posQest:	pre	remedial,	pre	non-remedial,	post	remedial,	and	post	non-remedial	(n	=	142,	175,	121,	
and	110,	respecBvely).	The	results	of	the	item	analysis	showed	that	most	of	55	criterion-referenced	mulBple-choice	items	were	working	on	the	test-takers,	and	the	test	
was	reliable	(α	=	.89)	and	dependable	(Φ(λ)	=	.90)	for	making	diagnosBc	and	achievement	decisions.	The	fusion	model	showed	that	although	two	out	of	the	55	entries	in	
the	Q-matrix	were	quesBonable,	it	was	theoreBcally	and	staBsBcally	valid.	Only	the	remedial	students	were	able	to	improve	their	mastery	levels	parBally	due	to	the	
effecBveness	of	remedial	intervenBon.	
Abstract
sGrammar criterion-referenced multiple-choice test
1. Fill-in MC items (k = 16):
He (a. is, b. study, c. studies, d. is study) math every day
2. English-Japanese translation equivalent MC items (k = 8):
We were not members of this hockey team (a. We are members of this
hockey team, b. We were members of this hockey team, c. Were we
members of this hockey team?, d. We were not members of this hockey
team [the four choices were in Japanese]
3. Japanese-English translation equivalent MC items (k = 8):
He must be old [this sentence was in Japanese] (a. He may be old, b. He
must be old, c. He can be old, d. He will be old)
4. Error identification MC items (k = 8):
There is (a. an idea) to make (b. a building) near (c. the Tokyo station).
(d. The plan) is great.
5. Sentence-reordering MC items (k = 8):
If I (a. money, b. had, c. I, d. would) buy a house.
6. Cloze MC items (k = 7):
The one in Waikiki was expensive and not very good, (a. but, b. or, c.
because, d. when) I had the best one in North Shore.
Table 1
Q-matrix and item analysis
Summary of the results
• Only two items (items 32 and 35) were not working because the IF, ID, B-
index values were too low and because π and r parameters were too low
and high.
• The test was reliable (α = .89) and dependable (Φ(λ) = .90) for making
diagnostic and achievement decisions
• Based on the means, the remedial group improved their score by 6.24
and the non-remedial group dropped their score by 5.89
• Based on the PPMs, the remedial group mastered passive voice the most.
The non-remedial group dropped their overall mastery but their mastery
on comparatives did not decrease drastically.
Group n M SD Min Max α Φ(λ)
Pre remedial 142 20.15 5.41 2 43 0.62 0.93
Pre non-remedial 175 33.53 8.86 11 50 0.87 0.85
Post remedial 121 26.39 5.28 12 40 0.61 0.90
Post non-
remedial
110 29.33 11.91 9 47 0.93 0.86
Total 548 27.64 9.66 2 50 0.89 0.90
Table 2
Descriptive Statistics for the Grammar Test (k = 55)
.0000	
.1000	
.2000	
.3000	
.4000	
.5000	
.6000	
.7000	
.8000	
.9000	
1.0000	
1	 2	 3	 4	 5	 6	 7	
Average	PPMs	for	four	groups
Pre-remedial	
Pre-non	remedial	
Post-remedial	
Post-non	remedial	
Figure 1. Remedial and non-remedial students’ posterior probability of mastery (PPM)
on average.
Par$cipants	
• 548	Japanese	university	freshmen	in	the	law	department	at	a	
private	university	
• 3	class	levels:	Every	year,	based	on	a	placement	test,	about	50	low-
scoring	students	and	60	high-scoring	students	were	placed	in	
remedial	and	advanced	classes.	The	rest	were	placed	in	
intermediate	classes	
• Their	TOEIC®	scores	approximately	ranged	from	200	to	450	
(beginner	to	lower	intermediate)	
	Procedure	
• Pre-posQests,	control-experimental	group	design:	pre	remedial,	pre	
non-remedial,	post	remedial,	and	post	non-remedial	[n	=	142,	175,	
121,	and	110,	respecBvely]		
• In	a	remedial	class,	30	90-minute	lessons	on	teaching	mainly	
grammarIn	intermediate	classes,	30	90-minute	lessons	on	teaching	
reading	mainly	through	intensive	reading	
Methods
Results

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  • 1. Item π* r* 1 r* 2 r* 3 r* 4 r* 5 r* 6 r* 7 IF ID B-index 1 0.44 0.16 0.21 0.48 0.43 2 0.86 0.37 0.53 0.49 0.45 3 0.47 0.52 0.33 0.28 0.31 4 0.88 0.38 0.53 0.56 0.52 5 0.76 0.79 0.68 0.21 0.18 6 0.63 0.58 0.48 0.32 0.32 7 0.46 0.25 0.27 0.43 0.40 8 0.98 0.62 0.78 0.50 0.31 9 0.78 0.47 0.52 0.38 0.38 10 0.83 0.42 0.54 0.53 0.50 11 0.95 0.70 0.79 0.42 0.24 12 0.62 0.37 0.41 0.42 0.42 13 0.91 0.25 0.56 0.56 0.49 14 0.92 0.52 0.65 0.41 0.34 15 0.74 0.46 0.49 0.40 0.40 16 0.82 0.87 0.53 0.55 0.47 0.39 17 0.99 0.87 0.94 0.27 0.08 18 0.75 0.65 0.59 0.32 0.27 19 0.17 0.64 0.17 0.08 0.06 20 0.94 0.56 0.71 0.48 0.37 21 0.70 0.33 0.40 0.45 0.41 22 0.99 0.77 0.87 0.44 0.18 23 0.76 0.59 0.60 0.35 0.23 24 0.94 0.60 0.70 0.45 0.30 25 0.88 0.34 0.52 0.56 0.53 26 0.80 0.58 0.61 0.38 0.34 27 0.78 0.66 0.64 0.36 0.25 28 0.97 0.56 0.74 0.52 0.34 29 0.60 0.76 0.43 0.19 0.09 30 0.67 0.56 0.49 0.39 0.36 31 0.74 0.37 0.47 0.41 0.35 32 0.48 0.89 0.95 0.37 0.09 0.07 33 0.83 0.53 0.59 0.41 0.41 34 0.85 0.44 0.56 0.49 0.44 35 0.16 0.91 0.15 -0.06 0.01 36 0.31 0.64 0.24 0.20 0.13 37 0.54 0.38 0.32 0.31 0.32 38 0.65 0.60 0.51 0.32 0.24 39 0.72 0.46 0.78 0.42 0.44 0.47 40 0.63 0.43 0.41 0.36 0.29 41 0.99 0.64 0.78 0.52 0.31 42 0.65 0.46 0.45 0.41 0.35 43 0.82 0.55 0.72 0.53 0.49 0.44 44 0.26 0.89 0.19 0.12 0.06 45 0.95 0.57 0.67 0.49 0.35 46 0.53 0.46 0.38 0.33 0.37 47 0.87 0.61 0.72 0.58 0.47 0.36 48 0.74 0.67 0.79 0.54 0.39 0.35 49 0.58 0.39 0.36 0.37 0.37 50 0.65 0.69 0.84 0.89 0.45 0.33 0.30 51 0.74 0.40 0.42 0.46 0.45 52 0.29 0.82 0.26 0.10 0.10 53 0.53 0.61 0.41 0.32 0.33 54 0.48 0.62 0.36 0.26 0.19 55 0.61 0.65 0.49 0.29 0.27 Using a cogni*ve diagnos*c model to examine remedial Japanese university students’ gramma*cal knowledge Takaaki KUMAZAWA (Kanto Gakuin University) ktakaaki@kanto-gakuin.ac.jp In many Japanese universiBes, teaching grammar is crucial because not all the students have yet mastered the grammaBcal knowledge they were supposed to during their secondary educaBon. Thus, the purpose of this study is to examine remedial Japanese university students’ grammaBcal knowledge using a cogniBve diagnosBc model. The parBcipants were 548 Japanese university freshmen in the department of law at a private university. They were divided into two groups: remedial, and non-remedial, and the equivalent grammar test was administered twice as a pretest and posQest: pre remedial, pre non-remedial, post remedial, and post non-remedial (n = 142, 175, 121, and 110, respecBvely). The results of the item analysis showed that most of 55 criterion-referenced mulBple-choice items were working on the test-takers, and the test was reliable (α = .89) and dependable (Φ(λ) = .90) for making diagnosBc and achievement decisions. The fusion model showed that although two out of the 55 entries in the Q-matrix were quesBonable, it was theoreBcally and staBsBcally valid. Only the remedial students were able to improve their mastery levels parBally due to the effecBveness of remedial intervenBon. Abstract sGrammar criterion-referenced multiple-choice test 1. Fill-in MC items (k = 16): He (a. is, b. study, c. studies, d. is study) math every day 2. English-Japanese translation equivalent MC items (k = 8): We were not members of this hockey team (a. We are members of this hockey team, b. We were members of this hockey team, c. Were we members of this hockey team?, d. We were not members of this hockey team [the four choices were in Japanese] 3. Japanese-English translation equivalent MC items (k = 8): He must be old [this sentence was in Japanese] (a. He may be old, b. He must be old, c. He can be old, d. He will be old) 4. Error identification MC items (k = 8): There is (a. an idea) to make (b. a building) near (c. the Tokyo station). (d. The plan) is great. 5. Sentence-reordering MC items (k = 8): If I (a. money, b. had, c. I, d. would) buy a house. 6. Cloze MC items (k = 7): The one in Waikiki was expensive and not very good, (a. but, b. or, c. because, d. when) I had the best one in North Shore. Table 1 Q-matrix and item analysis Summary of the results • Only two items (items 32 and 35) were not working because the IF, ID, B- index values were too low and because π and r parameters were too low and high. • The test was reliable (α = .89) and dependable (Φ(λ) = .90) for making diagnostic and achievement decisions • Based on the means, the remedial group improved their score by 6.24 and the non-remedial group dropped their score by 5.89 • Based on the PPMs, the remedial group mastered passive voice the most. The non-remedial group dropped their overall mastery but their mastery on comparatives did not decrease drastically. Group n M SD Min Max α Φ(λ) Pre remedial 142 20.15 5.41 2 43 0.62 0.93 Pre non-remedial 175 33.53 8.86 11 50 0.87 0.85 Post remedial 121 26.39 5.28 12 40 0.61 0.90 Post non- remedial 110 29.33 11.91 9 47 0.93 0.86 Total 548 27.64 9.66 2 50 0.89 0.90 Table 2 Descriptive Statistics for the Grammar Test (k = 55) .0000 .1000 .2000 .3000 .4000 .5000 .6000 .7000 .8000 .9000 1.0000 1 2 3 4 5 6 7 Average PPMs for four groups Pre-remedial Pre-non remedial Post-remedial Post-non remedial Figure 1. Remedial and non-remedial students’ posterior probability of mastery (PPM) on average. Par$cipants • 548 Japanese university freshmen in the law department at a private university • 3 class levels: Every year, based on a placement test, about 50 low- scoring students and 60 high-scoring students were placed in remedial and advanced classes. The rest were placed in intermediate classes • Their TOEIC® scores approximately ranged from 200 to 450 (beginner to lower intermediate) Procedure • Pre-posQests, control-experimental group design: pre remedial, pre non-remedial, post remedial, and post non-remedial [n = 142, 175, 121, and 110, respecBvely] • In a remedial class, 30 90-minute lessons on teaching mainly grammarIn intermediate classes, 30 90-minute lessons on teaching reading mainly through intensive reading Methods Results