Indonesi
an
Journa
l
of
El
ect
ri
cal
Engineer
ing
an
d
C
omputer
Scie
nce
Vo
l.
12
,
N
o.
3
,
Decem
ber
201
8
,
pp.
1
3
0
5
~
1
311
IS
S
N:
25
02
-
4752,
DOI:
10
.11
591/ijeecs
.v1
2
.i
3
.pp
1
3
0
5
-
1
311
1
305
Journ
al
h
om
e
page
:
http:
//
ia
es
core.c
om/j
ourn
als/i
ndex.
ph
p/ij
eecs
Validati
on
o
f
Cu
rr
i
culum
Design
I
nform
ation
Sys
tem
Mod
el
Thon
g
Ch
ee
L
ing,
Yu
s
ma
di
Yah
Ju
s
oh
,
R
usli
Ab
d
ull
ah
,
N
or
H
ayati
Alwi
UCS
I
Univer
sit
y
,
K
u
ala
Lumpur
,
Sara
wak
,
T
ere
n
gganu
,
Ma
lay
si
a
Art
ic
le
In
f
o
ABSTR
A
CT
Art
ic
le
hist
or
y:
Re
cei
ved
A
ug
2
1,
2018
Re
vised
O
ct
1
4,
2018
Accepte
d
Oct
3
0
,
2018
Inform
at
ion
s
y
st
em
(IS)
is
impo
rta
nt
to
insti
tut
i
on
of
highe
r
l
earning
(IHL
)
espe
cially
in
th
e
dom
ai
n
of
cur
r
ic
ulum
design.
W
it
hout
the
sup
port
of
IS,
cur
ric
u
lum
design
in
IHL
is
ti
m
e
-
consum
ing,
err
or
-
prone
and
m
uch
eff
ort
nee
d
to
pu
t
in
by
cur
ric
u
lum
designe
rs.
Althou
gh
the
re
are
nu
m
ero
us
IS
deve
lop
ed
in
cu
rric
ulum
design
dom
ai
n
for
the
past
few
y
e
ars,
t
her
e
is
stil
l
lack
of
sp
ec
if
ic
IS
cur
ric
ulum
des
ign
m
odel
found
in
IHL.
Thi
s
stu
d
y
ai
m
s
to
propose
an
IS
m
odel
which
provide
guida
n
ce
during
cur
ric
u
l
um
design
proc
ess.
Model
val
id
at
ion
phase
begi
n
wi
th
d
evelopm
ent
of
pro
to
t
y
p
e
whi
ch
expl
a
ins
the
pro
ce
ss
of
creat
ing
a
prototy
p
e
a
cc
o
rding
to
th
e
prop
osed
m
odel
.
The
stud
y
col
l
ecte
d
80
responses
from
the
surve
y
and
the
stud
y
r
e
sulte
d
that
the
IS
m
odel
is
useful
and
able
to
r
educ
e
ti
m
e,
err
or
and
eff
ort
during
cur
ric
u
lum
desig
n
proc
ess.
Ke
yw
or
d
s
:
Curri
culum
Curri
culum
de
sign
Curri
culum
de
sign
inf
orm
ation
syst
e
m
Inform
at
ion
syst
e
m
s
Copyright
©
201
8
Instit
ut
e
of
Ad
vanc
ed
Engi
n
ee
r
ing
and
S
cienc
e
.
All
rights
reserv
ed
.
Corres
pond
in
g
Aut
h
or
:
Th
ong
C
hee Li
ng
,
UCSI U
niv
e
rsi
ty
,
Ku
al
a
Lum
pu
r
,
Sara
wa
k
,
Te
re
ngga
nu
,
Ma
la
ysi
a
.
Em
a
il
:
pav
an
kum
ar.e2
01
6@vit
stud
e
nt.ac.i
n
1.
I
NTR
ODU
CTION
Nowa
days
the
i
m
po
rta
nce
of
inf
orm
ati
on
te
ch
no
l
ogy
is
increasi
ng
in
e
ducat
ion
i
ndus
try
.
The
ap
plica
ti
on
of
te
c
hnolog
y
par
ti
cularly
in
the
area
of
te
achin
g
an
d
le
arn
i
ng
at
curri
culum
design
le
vel
is
grow
i
ng
[
1]
.
T
hro
ughout
the
ye
ars,
the
re
ha
s
been
quit
e
a
nu
m
ber
of
I
ns
t
it
ution
s
of
Higher
Lea
r
ning
(
IH
L
)
pro
gr
essi
vely
involve
d
in
te
chnolo
gical
app
li
cat
io
n
at
curriculum
design
le
vel
esp
eci
al
ly
in
devel
op
e
d
countries
s
uch
as
US
A
,
Ca
na
da,
UK
a
nd
Au
st
rali
a
[2
-
3]
.
Am
on
g
al
l
I
S,
there
a
re:
A
uthori
ng
In
st
ruct
ion
al
Ma
te
rial
s
(A
I
M)
syst
e
m
,
w
hich
is
a
set
of
so
ft
war
e
t
oo
ls
for
c
urriculu
m
design
a
nd
m
ai
ntenan
ce
f
or
us
e
in
the
Na
vy
[
4]
;
Curri
culum
Inf
or
m
at
ion
Syst
em
(CIS
)
is
bei
ng
de
velo
pe
d
to
prov
i
de
c
ompre
he
ns
ive
s
um
m
aries
of
cu
rr
ic
ula
co
ntent
a
nd
str
uc
ture
[5]
;
a
nd
Curri
culum
Ma
nag
em
ent
Sys
tem
(CMS)
w
hich
is
an
aut
om
at
ed
syst
e
m
su
ppor
t
s
entire
curricu
lum
pr
oces
s
from
plann
ing
to
i
m
ple
m
entation
to
assessm
ent
and
it
al
so
known
as
an
a
uto
m
at
e
d
syst
em
that
su
pp
or
ts
the
de
f
init
ion
,
visu
al
i
zat
ion
,
a
naly
sis
an
d
assessm
ent
of
an
e
ducat
ion
al
insti
tuti
on
s
des
ired
cu
rr
ic
ulum
[6]
.
Others
are
Curri
cul
um
Ma
nag
em
en
t
and
I
nfor
m
ation
T
oo
l
(C
urr
MIT)
is
us
e
d
in
the
fie
ld
of
m
edici
ne
in
IHL
w
hich
is
us
ed
to
m
anag
e
m
edical
school
cu
rr
ic
ulu
m
and
it
is
release
d
and
us
e
d
by
m
edical
scho
ol
m
e
m
ber
s
since
1999
[7]
;
Web
-
based
a
ppli
cat
ion
that
helps
in
desig
ning
any
curriculum
in
real
tim
e
and
al
lowi
ng
t
he
ver
ific
at
io
n
of
the
pro
po
sed
c
urriculu
m
coh
ere
nce
and
t
he
gen
e
rati
on
of
s
ta
ti
sti
cs
necessary
f
or
a
cadem
ic
and
accre
ditat
ion
pur
po
se
[
8]
;
an
d
Cu
rr
ic
ulu
m
Desig
n
S
yst
e
m
(CDS)
is
us
e
d
to
re
desig
n
i
nfor
m
at
ion
syst
em
pr
ogram
m
e
[2]
.
Dece
bo
is
the
Lea
rn
i
ng
Ma
nag
em
ent
S
yst
e
m
(LMS)
w
hich
recog
nised
as
the
best
to
ols
to
desig
n
a
nd
m
anag
e
c
urricula.
LMSs
are
neu
t
ral
an
d
a
ble
to
be
us
e
d
to
desi
gn
and
m
anag
e
al
l
ty
pes
of
c
urric
ula,
not
in
par
ti
cular
fiel
d
[9]
.
Althou
gh
t
here
are
num
ero
us
IS
f
or
c
urr
ic
ulu
m
design
in
IH
L
,
the
re
is
a
la
ck
of
ste
p
-
by
-
ste
p
gu
i
dan
ce
to
c
urriculum
design
e
rs
t
hroug
hout
t
he
de
sig
n
pr
ocess.
It
is
furthe
r
co
nfi
rm
ed
throu
gh
the
pr
el
im
inary
st
ud
y
co
nducte
d
earli
er
pr
io
r
to
this
stud
y
[
10]
.
The
di
ff
ic
ul
ti
es
faced
by
curriculum
design
e
rs
durin
g
t
he
des
ign
proces
s
in
cl
ud
es
the
m
app
i
ng
of
c
ours
e
le
arn
i
ng
out
com
e
(CLO)
to
a
ppr
opriat
e
le
arn
i
ng
do
m
ai
n,
al
ign
i
ng
CLO
to
te
a
chin
g
a
nd
le
ar
ning
act
ivit
ie
s
(TL
A)
,
al
ign
i
ng
CL
O
to
asse
ssm
ent
ta
sk
s
(
AT)
an
d
Evaluation Warning : The document was created with Spire.PDF for Python.
IS
S
N
:
2502
-
4752
Ind
on
esi
a
n
J
E
le
c Eng &
Co
m
p
Sci,
Vo
l.
12
,
N
o.
3
,
Dece
m
ber
2
01
8
:
1
3
0
5
–
1
3
1
1
1306
m
eet
ing
accre
di
ta
ti
on
re
qu
ire
m
ents
su
c
h
as
stud
e
nt
le
ar
ning
ti
m
e
(S
LT).
Fu
rt
her
m
or
e,
t
he
pr
el
im
inary
study
al
so
f
ound
that
without
the
s
uppo
r
t
of
IS,
the
desig
n
proce
ss
is
tim
e
-
con
s
um
ing
,
erro
r
pro
ne
a
nd
m
uch
effor
t
are
re
quire
d.
Althou
gh
the
li
te
ratur
e
c
on
c
lud
es
t
hat
the
r
e
are
nu
m
erou
s
IS
f
or
c
urric
ulu
m
desig
n
in
the
m
ark
et
,
the
res
earch
on
IS
f
or
cu
rr
ic
ul
um
design
that
prov
i
des
guida
nce
in
acc
om
plishing
the
ta
sk
is
sc
arce.
2.
LIT
ERATUR
E
REVIE
W
Ther
e
are
m
any
act
ivit
ie
s
involve
d
in
cu
rr
ic
ulu
m
desig
n
proces
s
a
nd
IS
is
able
to
play
its
ro
le
in
m
anag
in
g
the
act
ivit
ie
s
eff
ic
ie
ntly
.
For
e
xa
m
ple,
a
cur
ric
ulu
m
desig
n
inf
or
m
at
ion
sys
tem
is
dev
el
oped
to
cat
er
the
nee
ds
of
facil
it
at
ing
al
ign
m
ent
between
unive
rsity
and
le
ar
ner
pro
vid
er
s
[
11
]
.
A
cu
rr
ic
ulu
m
desi
gn
web
-
based
e
ng
ine
w
hich
m
anag
es
cu
rr
ic
ulum
con
sist
ency
is
dev
el
ope
d
to
ensure
a
pr
op
e
r
balanc
e
of
le
arn
i
ng
opport
un
it
ie
s,
el
i
m
inate
redu
nd
a
ncies,
an
d
assurance
a
co
her
e
nt
c
urricul
um
[8]
.
Cu
rr
ic
ulu
m
desig
ners
are
able
to
i
nput
c
urriculum
data
into
databa
se,
an
d
c
onfirm
ation
of
data
is
perform
ed
to
ens
ur
e
it
m
eets
the
accredit
at
ion
r
equ
i
rem
ents.
Othe
rs
rele
va
nt
IS
su
c
h
as
Curri
culum
Ma
nag
em
ent
and
I
nfor
m
at
i
on
To
ol
(CurrMI
T)
w
hi
ch
is
us
ed
to
m
anag
e
m
edic
al
cur
ric
ulu
m
.
This
too
l
c
on
t
ai
ns
basic
inf
orm
ation
ab
ou
t
alm
os
t
al
l
require
d
c
ourses
bein
g
offer
e
d
in
North
Am
erica.
It
is
us
e
d
to
docu
m
ent
detai
ls
of
inst
ru
ct
io
n
s
uch
as
ou
tc
om
es,
ob
j
e
ct
ives,
res
ourc
es,
an
d
co
ntent
include
d
in
the
cur
ric
ulu
m
.
CurrM
IT
hel
ps
cur
ric
ulu
m
design
e
rs
to
pe
rfor
m
their
job
m
uch
ea
sie
r
an
d
m
or
e
eff
ic
ie
ntly
.
T
he
y
are
able
to
do
data
e
ntry
via
a
we
b
-
base
d
use
r
interface
an
d
do
a
cl
os
e
sc
r
utiny
of
c
ourse
co
ntent
a
nd
al
ig
n
c
ourse
ob
j
ect
ives
with
c
ours
e
co
ntent.
2.1.
The
B
as
ic
C
on
cep
ts
of
In
f
orm
at
io
n
S
yst
em
Ther
e
are
two
m
ai
n
con
ce
pt
s
of
IS
a
nd
Ma
nag
em
ent
I
nfor
m
at
ion
Sy
stem
(MIS)
a
pp
li
ed
in
this
stud
y:
La
udon
and
La
udon
[12]
an
d
Ra
ym
on
d
[
13]
.
La
udon
a
nd
La
udon
[
12
]
te
c
hn
ic
al
ly
de
fine
IS
as
a
set
of
com
po
ne
nts
w
hich
a
re
inter
r
el
at
ed
that
can
colle
ct
(or
ret
rieve),
sto
re,
proces
s
an
d
dist
rib
ute
inf
or
m
ation
to
su
pp
or
t
decisi
on
m
aking
a
nd
c
on
tr
ol
in
an
organ
iz
at
io
n.
IS
co
ntains
inf
or
m
at
ion
,
the
data
that
ha
ve
been
sh
a
ped
into
a
f
or
m
(su
c
h
as
r
eport)
that
is
m
eanin
gful
a
nd
us
ef
ul
to
peopl
e
(
or
em
plo
ye
es)
in
an
orga
nizat
ion
.
Ther
e
are
th
re
e
m
ai
n
act
ivit
i
es
of
IS
t
hat
pro
duce
in
form
at
ion
t
hat
orga
nizat
ion
nee
ds
.
These
act
ivit
ie
s
are
:
input,
pr
ocessi
ng
a
nd
outp
ut.
Inp
ut
captu
res
raw
data
f
ro
m
orga
nizat
ion
or
exter
nal
e
nv
i
ronm
ent;
pr
oce
ssing
conve
rts
ra
w
da
ta
into
m
eaning
f
or
m
and
ou
tpu
t
tra
nsfer
processe
d
in
form
at
ion
to
pe
ople
or
act
ivit
ie
s
th
at
us
e
it.
Feedb
ac
k
is
the
ou
tp
ut
returne
d
to
appr
opriat
e
m
e
m
ber
s
of
an
orga
ni
zat
ion
to
help
evaluate
or
co
nv
e
rt
input
sta
ge.
E
nv
i
ronm
ent
ac
tors
s
uch
as
c
us
tom
ers,
sta
ke
ho
l
der
s
a
nd
r
egu
la
to
ry
age
nc
ie
s
interact
with
the
orga
nizat
ion
a
nd
IS
.
T
he
bas
ic
act
ivit
ie
s
of
IS
are
a
dopted
and
beco
m
e
the
f
undam
ental
basis
of
C
urriculum
Desig
n
IS
M
odel
dev
el
op
m
ent
in
this
stu
dy.
Ra
ym
on
d
[
13]
descr
i
bes
IS
as
a
com
pu
te
r
-
base
d
in
form
at
ion
syst
em
(
CB
IS
)
in
orga
nizat
ion
to
pro
vid
e
in
form
at
ion
f
or
pro
bl
e
m
so
lvin
g.
M
IS
is
co
ns
i
der
e
d
one
of
t
he
m
ajor
CB
IS.
Ra
ym
on
d
[13]
de
fines
MIS
as
a
com
pu
te
rized
-
base
d
syst
em
that
m
akes
inf
or
m
at
ion
avail
able
to
us
er
s
with
si
m
i
la
r
need
s
.
Th
i
s
m
od
el
is
or
iginall
y
dev
el
ope
d
for
acco
unti
ng
in
f
or
m
at
io
n
syst
e
m
and
it
con
ta
ins
com
po
ne
nts
suc
h
as
database
,
re
por
t
wr
it
in
g
s
of
t
w
are
(or
s
of
t
ware
pro
gr
am
s)
an
d
m
at
he
m
at
ic
a
l
m
od
el
.
2.1.1.
The
Basic
C
once
pt
s
of
Cu
r
ri
culum
Desi
gn
This
pap
e
r
def
i
nes
c
urriculum
as
a
pla
n
for
a
ct
ion
or
a
w
ritt
en
do
c
um
ent
that
inclu
des
str
at
egies
f
or
achievin
g
desi
red
goal
s
[14]
.
Curri
cul
um
desig
n
is
de
fi
ned
as
t
he
pr
ocess
of
def
i
ni
ng
a
nd
orga
ni
zi
ng
curriculum
co
m
po
nen
ts
i
nto
a
log
ic
al
patte
r
n.
The
w
ork
of
def
ini
ng
a
nd
orga
nizing
cu
r
riculum
com
po
ne
nts
li
es
on
the
sho
uld
e
r
of
cu
rr
ic
ulu
m
desig
ner
s
.
Cu
rr
ic
ulu
m
design
e
rs
a
re
t
he
ed
ucato
rs
who
place
s
om
e
or
de
r
or
rati
on
al
it
y
in
the
proce
ss
of
desig
ning
a
cu
rr
ic
ul
um
b
ased
on
an
ad
vocat
ing
m
od
el
s
(or
curriculum
m
od
el
).
The
m
od
el
is
gro
uped
i
nto
t
w
o:
des
cripti
ve
a
nd
prescri
ptive
m
od
el
s
[15]
.
Ou
tc
om
e
Ba
se
d
E
ducat
ion
(
O
BE)
is
gro
up
e
d
unde
r
prescri
ptive
m
od
el
.
OBE
is
an
ed
ucati
on
phil
osophy
organ
iz
e
d
to
se
ve
ral
ba
sic
beli
efs
a
nd
pr
i
nciples
for
t
he
le
ar
ne
rs.
It
sta
rts
with
the
belie
f
that
stu
de
nt
c
ou
l
d
prof
i
t
from
any
ed
uc
at
ion
al
progra
m
me
on
ly
w
hen
t
he
ou
tc
om
es
are
m
easur
able
as
a
resu
lt
of
a
ny
instru
ct
io
ns
[
16]
.
OBE
re
quir
es
in
add
it
io
n
to
the
sp
eci
ficat
io
n
of
le
arn
i
ng
ou
t
com
es
[17]
.
A
cl
os
e
m
at
ch
betwee
n
the
outc
om
es
and
c
on
te
nts,
the
te
achin
g
m
et
ho
ds
a
nd
le
arn
i
ng
st
rateg
ie
s
(or
know
n
as
TLAs
)
an
d
the
assessm
ent
(or
kn
own
as
ATs).
A
ddit
ion
al
ly
,
OBE
s
pecifies
ou
tc
om
es
and
le
vels
of
outc
om
es.
Learn
in
g
outc
om
es
are
desc
ribe
d
in
te
rm
s
of
co
gnit
ive,
aff
ect
ive
a
nd
ps
yc
hom
oto
r
dom
ai
ns
[18]
.
In
orde
r
to
de
sign
OBE
cu
rr
ic
ulu
m
,
these
disti
nguish
in
g
fe
at
ure
s
serv
e
as
re
fer
e
nce
points
f
or
desig
ning
curriculum
in
IH
L.
Const
ru
ct
iv
e
al
ign
m
ent
is
al
so
one
of
the
ke
y
featur
e
s
of
OB
E
[
19
]
.
The
c
on
ce
pt
of
cu
rr
ic
ulu
m
align
m
ent
is
wide
ly
acce
pted
as
a
m
a
in
sta
ndard
gove
rn
i
ng
curriculum
desig
n.
Acc
ordin
g
to
Bi
ggs
an
d
Ta
ng
[
20]
,
‘ali
gnm
ent’
re
fer
s
to
a
l
earn
i
ng
en
vir
onm
ent
wh
er
e
the
key
curriculum
co
m
po
nen
ts
s
uc
h
as
TL
As
a
nd
ATs
a
re
al
ig
ne
d
to
the
i
nten
de
d
le
ar
ning
outc
om
e
(I
LO
).
B
loo
m
’s
Evaluation Warning : The document was created with Spire.PDF for Python.
Ind
on
esi
a
n
J
E
le
c Eng &
Co
m
p
Sci
IS
S
N:
25
02
-
4752
Valid
ation of
Curricul
um D
e
sign I
nfo
r
m
ation Sy
ste
m
M
od
el
(
Th
on
g
Che
e Lin
g
)
1307
ta
xono
m
y
is
al
so
bein
g
us
e
d
in
c
onstructive
al
ign
m
ent.
Thi
s
pa
per
use
s
Bl
oo
m
’s
Ta
xono
m
y
for
sp
eci
fic
at
ion
of
le
arn
i
ng
out
com
es
at
the
course
le
vel.
2.1.2.
Metho
do
l
ogy
The
researc
h
m
e
tho
dolo
gy
co
ns
ist
s
of
three
m
ai
n
phases:
(i
)
li
te
ratur
e
re
view
,
(ii)
m
od
el
dev
el
op
m
ent
and
(iii
)
prot
otype
dev
el
op
m
ent
and
m
od
el
validat
ion
.
Fi
rstly
,
the
li
te
ra
ture
re
view
pr
ov
i
des
rev
ie
w
a
naly
sis
of
c
urren
t
a
nd
rele
van
t
li
te
ratur
e
in
orde
r
to
ide
ntify
the
im
po
rtant
c
om
po
ne
nts
of
the
IS
m
od
el
.
Second
ly
,
m
od
el
de
ve
lop
m
ent
ph
as
e
exp
la
i
ns
the
creati
on
of
IS
m
od
el
base
d
on
ph
a
se
on
e.
The
m
od
el
ver
ific
at
ion
w
hich
veri
fies
com
po
ne
nts
in
IS
m
od
e
l
is
per
f
or
m
ed
in
earli
er
stu
dy
and
the
e
val
uatio
n
resu
lt
s
ha
ve
s
how
n
a
ppr
opri
at
eness
a
nd
i
m
po
rtance
of
the
c
om
po
ne
nt
s
[21
-
22]
.
T
hi
rd
ly
,
a
prot
otype
is
dev
el
op
e
d
a
nd
m
od
el
validat
ion
is
perform
e
d
th
r
ough
prototype
dev
el
op
m
ent.
The
process
of
pr
oto
ty
pe
de
velo
pm
ent
and
m
od
el
validat
ion
was
de
velop
e
d
in
acc
ordan
ce
to
t
he
processes
propose
d
by
S
omm
erv
il
le
[
23]
.
T
he
processe
s
a
re
perform
ing
an
i
niti
al
analy
sis,
de
fine
prototype
obj
ect
ive
,
spe
c
ify
prototype
a
nd
co
ns
tr
uct
pr
oto
ty
pe.
I
niti
al
analy
sis
is
pe
r
form
ed
throu
gh
the
de
velo
pm
ent
of
the
pro
posed
IS
m
od
el
in
ph
ase
one;
the
obj
ect
iv
e
of
the
pro
toty
pe
is
to
vali
date
the
pro
po
se
d
IS
m
od
el
thr
ough
the
e
va
luati
on
of
the
prototype;
eac
h
f
unct
ion
of
the
pr
oto
ty
pe
w
hich
is
releva
nt
to
cu
rr
ic
ulu
m
desi
gn
are
discuss
e
d
in
the
f
ollo
wing
sect
io
n;
a
nd
the
pr
oto
ty
pe
is
buil
t
us
in
g
J
2EE
te
c
hnol
ogy.
It
c
on
sist
s
of
the
pr
i
ncipal
c
om
po
ne
nts:
glassfis
h
3
web
s
er
ver,
fireb
i
rd
data
ba
se,
Ja
va,
Java
S
cript
a
nd
HTM
L.
3.
RESU
LT
S
A
ND
DI
SCUS
S
ION
This
sect
io
n
is
div
ide
d
int
o
th
ree
pa
rts:
the
pro
posed
m
od
el
,
prototype
de
ve
lop
m
ent,
and
resu
lt
s
an
d
discuss
i
ons.
3.1.
The
Pr
opose
d
M
od
el
The
pro
posed
m
od
el
integrat
ing
t
he
c
on
c
ep
ts
of
IS
with
c
urriculum
desi
gn.
Fi
gure
1
presents
the
gen
e
ral
over
vi
ew
of
the
pro
po
s
ed
m
od
el
.
Curri
culum
Design
Mo
dule
is
the
m
ai
n
com
po
nen
t
of
m
anag
i
ng
and
m
on
it
or
i
ng
cu
rr
ic
ulu
m
desig
n
pr
ocess
.
Its
subc
om
po
ne
nts
are:
C
urriculum
Ma
i
ntena
nce,
C
urr
ic
ulu
m
Assessm
ent
an
d
C
urriculum
An
al
ysi
s.
C
urr
ic
ulu
m
Ma
inten
ance
is
the
m
ai
n
m
echan
i
sm
of
data
e
nt
ry
an
d
m
ai
ntenan
ce
of
Curri
cul
um
Database
.
Cu
rri
culum
Assessme
nt
has
the
a
bili
ty
to
m
ap
c
urriculum
data
su
ch
as
course
le
arn
i
ng
ou
tc
om
e
(CLO)
to
OBE
Le
arn
i
ng
O
utcom
es
(L
O)
Do
m
ain
s
s
uc
h
as
Ma
la
ysi
an
Q
ualifi
c
at
ion
Ag
e
ncy
(MQ
A
)
LO
Do
m
ai
n
and
al
ig
n
te
ac
hing
a
nd
le
ar
ni
ng
act
i
viti
es
(
TLAs
)
a
nd
ass
essm
ent
ta
sk
s
(A
Ts
)
with
CL
O.
Figure
1.
I
nform
at
ion
Syst
em
Curri
cul
um
Design
Mo
del
Curri
culum
Design
P
ro
ces
s
dem
on
strat
es
the
deg
r
ee
to
w
hich
each
c
urr
ic
ulu
m
design
process
ha
s
achieve
d
t
he
e
xp
ect
e
d
requir
e
m
ents.
It
dona
te
s
to
t
he
s
of
t
war
e
age
nt,
w
hich
is
able
to
capt
ur
e
the
possibl
e
Evaluation Warning : The document was created with Spire.PDF for Python.
IS
S
N
:
2502
-
4752
Ind
on
esi
a
n
J
E
le
c Eng &
Co
m
p
Sci,
Vo
l.
12
,
N
o.
3
,
Dece
m
ber
2
01
8
:
1
3
0
5
–
1
3
1
1
1308
desig
n
e
rror
ba
sed
on
the
rul
es
in
the
C
urriculum
Datab
ase.
T
he
Cu
rr
i
culum
Databas
e
is
a
colle
ct
ion
of
desig
n
r
ules
that
hav
e
only
one
set
of
co
nd
it
ion
s,
but
without
act
ion
sta
tem
ents.
The
inter
nal
and
e
xt
ern
al
data
input
by
cur
ric
ulu
m
design
e
rs
w
hich
are
releva
nt
to
the
design
pr
oce
ss
are
s
tore
d
in
Curri
culum
Database
.
T
he
no
ti
ficat
io
n
a
ge
nts
are
capa
bl
e
of
detect
in
g
error
a
nd
pro
vid
in
g
no
ti
ficat
ion
an
d
s
ugge
sti
on
s
to
curriculum
des
ign
e
rs.
Th
os
e
c
apab
il
it
ie
s
assist
an
d
gu
i
de
the
cu
rr
ic
ul
um
design
e
rs
durin
g
the
desig
n
pro
cess.
3.1.1.
The
Pro
t
otyp
e
De
velopm
ent
A
prototype
is
de
velo
pe
d
ba
sed
on
the
m
od
el
after
e
ach
c
om
po
ne
nt
of
the
pro
po
sed
m
od
el
is
ver
ifie
d
[
21
-
22]
.Th
e
syst
em
arch
it
ect
ur
e
of
the
prototy
pe
is
base
d
on
three
-
ti
er
ar
chite
ct
ur
e.
Fig
ur
e
2
il
lustrate
s
the
t
hr
ee
-
ti
er
arc
hitec
ture
of
the
syst
e
m
.
Figure
2.
Syst
em
Ar
chite
ct
ur
e
Figure
3
a
nd
Figure
4
s
how
n
the
cl
ie
nt
ap
plica
ti
on
or
pr
esentat
ion
la
ye
r
w
he
re
the
gr
aph
ic
al
us
e
r
interface
(GUI)
is
i
m
ple
m
ented.
A
fter
lo
ggin
g
in
to
the
syst
e
m
,
us
ers
are
able
to
a
dd
a
nd
edit
course
inf
or
m
at
ion
as
show
n
in
Fig
ur
e
3.
CL
O,
T
LA,
AT
an
d
S
LT
are
m
app
ed
to
P
rogr
am
m
e
Learn
i
ng
Ou
tc
ome
(P
L
O)
at
pro
gr
a
m
m
e
le
vel
as
sh
ow
n
in
Fi
gur
e
4.
Figure
3.
Co
urse
Desi
gn
Evaluation Warning : The document was created with Spire.PDF for Python.
Ind
on
esi
a
n
J
E
le
c Eng &
Co
m
p
Sci
IS
S
N:
25
02
-
4752
Valid
ation of
Curricul
um D
e
sign I
nfo
r
m
ation Sy
ste
m
M
od
el
(
Th
on
g
Che
e Lin
g
)
1309
Figure
4.
Co
urse
Ma
ppin
g
3.2.
M
od
el
Va
li
d
ati
on
Tech
no
l
og
y
ac
ceptance
te
st
is
co
nducted
th
rou
gh
an
onli
ne
survey
to
obt
ai
n
the
acce
pta
bili
ty
of
the
prototype
.
The
te
st
is
con
duc
te
d
base
d
on
Technolo
gy
Acc
eptance
Mo
del
(TA
M)
int
rod
uced
by
Dav
is
[24]
.
TAM
is
sel
ect
ed
in
this
resear
ch
beca
us
e
it
is
one
of
t
he
m
od
el
s
that
analy
zes
us
er
be
hav
i
or
to
acc
ept
a
nd
us
e
a
ne
w
te
c
hnology.
F
urt
her
m
ore,
T
AM
ha
s
be
en
im
ple
m
ente
d
in
m
any
fiel
d
of
stu
dies
a
nd
is
gro
wing
popula
r
as
it
is
sim
ple
and
easy
to
un
der
sta
nd
[
25]
.
The
resea
rch
quest
io
n
for
m
o
del
validat
ion
i
s:
Wh
at
are
the
us
abili
ty
and
acce
ptance
of
th
e
pr
op
os
e
d
m
od
el
.
Sn
owb
al
l
sa
m
pling
tech
ni
qu
e
was
app
li
ed
to
te
st
the
prototy
pe
and
an
onli
ne
s
urvey
is
conduct
ed
to
gauge
the
usa
bi
li
t
y
of
the
prot
otype.
T
he
que
sti
onnaire
(refe
r
to
ap
pendix
)
is
sp
eci
fical
ly
desig
ne
d
to
inc
lud
e
three
as
pects
of
pe
rceive
d
use
fu
l
ness,
one
a
sp
ect
of
ease
-
of
-
us
e,
t
wo
asp
ect
s
of
at
ti
tu
de
an
d
two
as
pe
ct
s
of
intenti
on
to
use
.
Ther
e
are
five
hypothese
s
ad
apted
from
Dav
is
[
24]
base
d
on
T
AM
in
t
his
pa
pe
r.
T
he
si
m
ple
an
d
m
ul
ti
ple
reg
res
sion
a
naly
sis
are
us
e
d
for
hypo
t
hesis
te
sti
ng.
S
PSS
is
t
he
analy
ti
cal
too
l
us
e
to
perf
orm
the
analy
sis.
Four
hypotheses
(H1
to
H
4)
a
re
acce
pted
a
nd
one
hypothe
sis
(H5)
is
re
j
ect
e
d.
Wh
e
n
sig
nificant
value
(
p=0.00
0)
is
le
ss
than
0.05,
it
ind
ic
at
es
that
at
le
ast
one
ind
epe
ndent
var
ia
bl
es
su
ch
as
per
cei
ve
d
ea
se
of
us
e
(
PE
U)
ha
s
a
sig
nificant
relat
ion
s
hip
with
the
de
pe
nd
e
nt
var
ia
ble
su
c
h
as
us
ef
uln
ess
(PU)
.
If
the
un
sta
ndar
dized
coeffic
ie
nt
is
a
po
sit
ive
valu
e
su
ch
as
0.5
68,
a
nd
p
-
value
is
0.
00
0,
it
can
be
inte
rprete
d
as
there
is
a
sig
ni
ficant
posit
ive
relat
ion
s
hip
be
tween
P
EU
a
nd
P
U.
T
he
s
um
m
ary
resu
lt
s
of
hypothesis
t
est
ing
are
pr
ese
nted
in
a
pp
e
ndix.
In
c
on
cl
us
io
n,
at
ti
tud
e
towa
rds
us
in
g
the
syst
e
m
do
es
not
ha
ve
a
sig
nificant
eff
ect
on
inte
nt
ion
to
us
e
the
syst
e
m
.
Ba
sic
al
ly
,
the
resp
on
den
ts
c
oncl
ud
e
t
hat
pe
rceived
us
e
fu
l
ness
and
ea
se
of
us
e
of
us
in
g
the
s
yst
e
m
hav
e
posit
ive
im
pact
on
at
ti
t
ud
e
of
us
i
ng
t
he
syst
em
.
The
fin
dings
al
so
sh
ow
that
perce
ived
us
ef
ulne
ss
ha
s
direct
or
posit
ive
im
pact
on
intenti
on
to
use
.
Use
fu
l
ness
has
m
ade
curr
ic
ulu
m
designers
inten
d
to
use
the
syst
e
m
.
This
has
been
s
uppo
r
te
d
by
Da
vis
[
24
]
an
d
Ma
sr
om
[26]
the
pri
or
researc
h
s
hows
determ
ining
t
hat
at
ti
tud
e
has
no
eff
ect
on
inte
ntion
to
us
e.
T
hi
s
m
eans
that
intenti
on
to
us
e
a
nd
at
ti
tud
e
to
use
the
syst
e
m
a
re
of
two
dif
fer
e
nt
c
on
st
ru
ct
s
.
It
is
pro
ved
that
the
cu
rr
ic
ul
um
design
e
rs
in
I
HL
acce
pted
the
s
yst
e
m
as
it
is
sh
ow
n
that
the
m
ean
va
lue
sc
or
e
d
m
or
e
tha
n
3.0.
4.
CON
CLU
SION
In
this
st
ud
y,
a
m
od
el
is
pr
opos
e
d
for
c
ur
riculum
desig
ne
rs
a
nd
this
m
od
el
is
vali
dated
th
r
ough
prototype
e
valuati
on.
The
two
proces
ses
ar
e
condu
ct
e
d
in
order
to
a
ddr
ess
issues
rais
ed
by
the
cu
rr
i
culum
desig
ners
duri
ng
the
st
ud
y
c
onduct
ed
earli
er.
Th
e
prototy
pe
is
evaluate
d
in
order
to
det
erm
ine
i
ts
us
ef
uln
ess
,
ease
of
us
e,
at
ti
tud
e
to
wards
and
intenti
on
to
us
e
t
he
syst
e
m
.
The
fin
dings
i
nd
ic
at
e
tha
t
the
pr
oto
ty
pe
is
an
easy
,
eff
ect
ive
and
us
e
fu
l
syst
e
m
to
help
cu
r
riculum
designers
in
de
sig
ning
cu
rr
ic
ulu
m
.
This
bri
ngs
ab
ou
t
the
po
sit
ive
fr
am
e
of
m
ind
to
wa
rd
s
us
i
ng
t
he
s
yst
e
m
.
This
le
ads
to
t
he
co
nc
lusio
n
that
pr
opos
e
d
m
od
el
can
be
us
e
d
by
cu
rr
ic
ulu
m
desig
ner
s
in
perform
ing
their
work
in
a
syst
e
m
atic
m
a
nn
e
r
with
ste
p
-
by
-
ste
p
guide
durin
g
the
de
sig
n
proc
ess.
Evaluation Warning : The document was created with Spire.PDF for Python.
IS
S
N
:
2502
-
4752
Ind
on
esi
a
n
J
E
le
c Eng &
Co
m
p
Sci,
Vo
l.
12
,
N
o.
3
,
Dece
m
ber
2
01
8
:
1
3
0
5
–
1
3
1
1
1310
REFERE
NCE
S
[1]
Sm
it
h,
R
and
Kill
en
,
C.
2013
.
“
Us
ing
Te
chnol
og
y
to
Im
pro
ve
Curric
ulum
Design,
”
Repor
t
of
Enha
nci
ng
Curric
ulum Desi
gn
with Te
chnolog
y
from
JIS
C.
[2]
Slac
k,
J.
M.,
2
011.
“
A
Curric
ulum
Design
S
y
stem
for
Inform
at
ion
S
y
stem
Program
s,”
in
Proce
edi
ngs
of
Inform
at
ion
S
y
s
t
ems
Educ
ation
Confer
ence
(ISE
CON
),
W
il
m
ingt
on
North
Ca
r
olina,
US
A.
V
.
28.
N649.
[3]
W
al
ker
,
J.
,
20
13.
“
Enha
nci
ng
Curric
ulum
Design
with
Tec
hnolog
y
,
”
.
Ret
r
ie
ved
Sept
embe
r
5,
2017
fro
m
htt
p://ww
w.rscscot
la
nd
.
org/ne
ws
f
ee
d/2013
/09/
03/
enha
nc
ing
-
cur
r
iculum
-
design
-
with
-
te
chno
log
y
-
ne
w
-
ji
sc
-
publi
c
at
ion/
[4]
W
al
la
c
e
H.
W
.
I
I,
Ja
ne
t,
L.
D
.
,
Ja
m
es
A.
and
Jerr
y,
L
.
V.
1993
.
“
T
he
Autom
at
ion
o
f
Curric
ul
um
Deve
lopment
Us
in
g
the
Author
ing
In
struct
ion
al
Ma
terial
s (AIM) S
y
s
t
em.”
Instru
ct
ion
al
Sc
ie
nc
e, 21(
4)
,
255
-
267
.
[5]
Friedman,
C.
P.,
&
Now
ac
ek,
G.
1995.
“
Iss
ues
and
Chal
le
ng
es
in
the
Design
of
C
urric
ulum
Inform
at
ion
S
y
stems
,
”
Aca
demic
Medi
ci
ne
,
70(12)
,
10
96
-
1105.
[6]
W
il
kes,
F.
A
.
,
Johns
on,
D.
W
.
,
&
Orm
ond,
P.
200
2.
“
Is
a
Curr
ic
ul
um
Mana
gement
S
y
stem
in
Your
Future
?
”
In
Inf.
S
y
st.
Educ.
Conf
.
,
San
Antonio
,
TX.
[7]
Jos
hua,
J.,
Salas
,
A.,
Cameron,
T.,
Naguwa
,
G.,
&
Kasu
y
a
,
R.
2005.
“
Im
ple
m
ent
ing
an
O
nli
ne
Curric
u
lu
m
Mana
gement
D
a
ta
base
in
a
Probl
em
-
base
d
L
ea
rni
ng
Curric
u
lum,”
Aca
demic
Medi
ci
ne
,
80(9)
.
[8]
Ham
am,
H.
and
Louc
if,
S.
200
9.
“
W
eb
-
base
d
Engi
ne
for
Curr
ic
ulum
Designe
r
,
”
Edu
ca
t
ion
IE
EE
Tra
nsa
ctions
,
52(4),
pp
.
563
-
5
72.
[9]
Picc
ioli
V.
2
014.
“
Curric
ul
um
Design
and
Curric
ulum
Li
fe
c
y
c
le
,
”
Ret
ri
eve
d
Feb
12,
2018
fr
om
htt
ps://
ww
w.docebo.
com/2014/0
8/11/
cur
r
ic
ulum
-
design
-
li
f
ecy
c
le/
[10]
Thong
C.
L.,
Yu
sm
adi
Y.J.,
Rusl
i
A.,
Nor
H.A.
a
nd
Lee
K.C.
201
1.
“
Ide
nti
f
y
i
ng
Di
ffic
ul
ti
es
in
C
urric
ulum
Desig
n
for
Instit
uti
on
of
Higher
Le
arn
in
g
in
Malay
si
a,”
in
Abs
tra
ct
of
T
he
Aca
demic
De
vel
opm
ent
in
Higher
Educ
a
ti
on
,
Sela
ngor.
[11]
Dafoul
as,
G.,
B
arn
,
B.
,
and
Zh
e
ng,
Y.
2012.
“
C
urric
ulum
Design
Tool
s:
Us
ing
I
nform
at
ion
Modeli
ng
for
Cou
rse
Tra
nsform
at
ion
and
Mapping
,
”
In
Inform
at
ion
Technol
og
y
B
ase
d
Higher
Ed
uca
t
ion
and
Tr
ai
ning
(IT
HE
T
)
Inte
rna
ti
ona
l
Co
nfe
ren
c
e, pp. 1
-
5
.
[12]
La
udon,
K.C.
a
nd
La
udon
,
J.P.
2014.
“
Mana
g
e
m
ent
Inform
at
io
n
S
y
stems
:
Man
agi
ng
th
e
Dig
it
a
l
Firm
,
”
Twe
lfth
Edi
ti
on
,
Pe
a
rson,
pp
.
17
.
[13]
Ra
y
m
ond
M.J.
1
998.
Mana
g
eme
nt
Inform
at
ion
Sy
stems
,
6
th Ed.
New Jerse
y
:
Pre
nti
c
e
Hal
l.
[14]
Ornte
in, A.
C.
,
a
nd
Hunkin,
F.P. 2009.
“
Curric
u
lu
m
Foundati
ons, P
rinc
ipl
es
and
Iss
ues,
”
Fifth
ed
it
i
on.
Pear
son
.
[15]
Pridea
ux,
D.
20
03.
“
ABC
of
L
ea
rning
and
Tea
ch
ing
in
Medi
cine:
Curri
cul
um
Design,
”
BMJ
:
Brit
ish
Medi
ca
l
Journal
(326:738
3),
pp
.
268
.
[16]
Ghaz
ali,
M
.
M.,
Saundi,
T.,
Mus
t
apha
,
K.M.
,
Kon
ti
ng
A.N.
,
Man
,
A.
A,
and
Noriz
ah,
S.
A.
2008
.
“
Im
ple
m
ent
at
ion
of
Outcome
-
base
d
Educ
ation
in
Univer
siti
Putra
Malay
si
a:
A
Focus
on
Student
s’
Le
a
rning
Outcomes,
”
Inte
rna
ti
ona
l Ed
uca
t
ion
Studi
es,
Vol.
1
,
No.
4,
pp
.
147
-
160
.
[17]
Harde
n,
R
.
M.
20
07.
“
Outcome
-
base
d
Edu
ca
t
ion
-
t
he
Os
tri
ch
,
th
e
P
ea
co
ck
and
the
Bea
ver
,
”
M
edi
c
a
l
Teac
h
er,
29(7),
pp.
666
-
671
.
[18]
Bloom
,
B.
S.,
E
ngel
har
t,
M.D.
,
Furs
t,
E.
J.,
Hi
ll
,
W
.
H.,
Krat
hwohl,
D.R.
19
56.
“
Ta
xonom
y
of
Educ
at
ion
al
Objec
t
ive
s: H
an
dbook
I:
Cogn
it
i
ve
Dom
ai
n,
”
Ne
w York:
David
McKa
y
.
[19]
Biggs,
J.B
.
and
Ta
ng,
C.
2011.
“
Te
a
chi
ng
for
Qu
al
ity
L
ea
rn
ing
a
t
Univer
sit
y
,
”
Mc
Graw
-
Hill
Int
ern
at
ion
al
.
[20]
Biggs,
J.B.,
an
d
Ta
ng,
C.
20
08.
“
Construct
i
ve
Alignment
i
n
Le
arn
ing,
Teac
hing
and
As
sess
m
ent
,
”
AT
N
As
sessment
Confer
ence Engagi
n
g
Student
s
in
As
sess
m
ent
,
U of
S
A.
[21]
Thong
C.
L
.
,
Yu
sm
adi
Y.
J.,
Rusli
A.,
and
Nor
H.A.
2016.
“
E
xper
t
Review
o
n
Capa
bilit
y
M
at
urity
Mode
l
i
n
Cu
rric
ulum
Desi
gn,
”
in
Proc
ee
di
ngs
of
Teac
h
ing
and
L
ea
rn
ing
Co
nfe
ren
c
e
(IC
TLS
),
Kuala
Lump
ur,
Mal
a
y
s
ia,
pp
.
379
-
382.
[22]
Thong
C.
L
.
,
Yu
sm
adi
Y.
J.,
Rusli
A.,
and
Nor
H.A.
2017.
“
Us
ers’
Veri
ficati
on
of
Curric
ulum
Design
Inform
at
ion
Model,
”
in
Le
c
t
ure
Notes
in
Da
ta
Engi
n
ee
ring
a
nd
Comm
unic
at
i
on
Te
chnol
og
ie
s
(LNDECT
),
Springerlink
Book
Serie
s,
pp
.
824
-
8
31.
[23]
Somm
erv
il
le,
I
.
2010.
Softwar
e
e
ngine
er
ing
(9th
ed.
). Essex
Pear
s
on
Educat
ion
L
i
m
it
ed.
[24]
Davis,
F.D.
19
89.
“
Perc
ei
v
ed
Us
efu
lne
ss
,
Perc
e
ive
d
Ea
se
of
Us
e,
and
U
ser
A
cc
eptanc
e
of
Inform
at
io
n
Te
chno
log
y
,
”
MIS
Quate
rl
y
(
13:3),
pp.
319
-
340.
Focus
on
Student
s’
Le
arn
ing
Outcomes
2008.
Inte
rna
ti
o
nal
Educ
a
ti
on
Stud
i
es,
Vol
.
1
,
No.4
,
pp.
147
-
160
.
[25]
King,
W
.
R.
and
He.
J.
2006
.
“
A
Meta
-
an
aly
sis
of
the
Te
chno
log
y
Acc
ep
ta
nc
e
Mo
del
,
”
Journal
of
Inform
at
ion
and
Mana
gement, 43
(6),
pp
.
740
-
755.
[26]
Masrom
,
M.
2
007.
“
Te
chnol
o
g
y
Acc
eptanc
e
Model
and
E
-
Le
arn
ing,”
in
Proce
edi
ng
on
12th
Inte
rna
ti
on
al
Confer
ence Edu
ca
t
ion, Sult
an
Hass
ana
l
Bo
lki
ah
,
Instit
ute of Educ
at
ion
,
Univ
ersit
i
Brunei
Daruss
al
am,
pp.
1
-
10.
Evaluation Warning : The document was created with Spire.PDF for Python.
Ind
on
esi
a
n
J
E
le
c Eng &
Co
m
p
Sci
IS
S
N:
25
02
-
4752
Valid
ation of
Curricul
um D
e
sign I
nfo
r
m
ation Sy
ste
m
M
od
el
(
Th
on
g
Che
e Lin
g
)
1311
APPE
ND
I
X
Su
m
m
ary
Re
su
lt
s
of
Hyp
oth
e
s
is
Test
ing
Hy
poth
ese
s
Un
standardi
z
e
d
Beta
p
-
value
(<
0.
05
=
sig)
Outcome
H1:
Perc
ei
v
ed
e
ase
of
use
h
as
a
signifi
c
ant
posi
ti
ve
eff
e
ct
on
the
per
ce
iv
ed
usefulne
ss
of
th
e
s
y
s
te
m
0.
568
0.
000
Acc
epted
H2:
Perc
ei
v
ed
e
ase
-
of
-
use
has
a
signifi
c
ant
posi
ti
ve
eff
e
c
t
on
attit
ud
e
t
owar
ds
the
s
y
stem
0.
109
0.
015
Acc
epted
H3:
Perc
ei
v
ed
usefulne
ss
has
a
signifi
c
ant
posit
ive
eff
ect
on
attit
ud
e
t
owar
ds
the
using
of
t
he
s
y
s
te
m
0.
098
0.
011
Acc
epted
H4:
Perc
e
ive
d
usefulne
ss
ha
s
a
signif
ic
an
t
eff
e
ct
on
int
ention
to
use
0.
165
0.
003
Acc
epted
H5:
Atti
tud
e
to
wards
using
of
the
s
y
st
em
has
a
signifi
c
ant
eff
ect
on
intention
to
use
0.
091
0.
556
Rej
e
ct
ed
Qu
est
i
onnaire
for
Tec
hnol
ogy
Accepta
nce
Test
Evaluation Warning : The document was created with Spire.PDF for Python.