-
7/23/2019 biosfinap
1/28
Mata Kuliah : Biostatistik
Dosen : Prof. Dr. dr. H. M. Tahir Abdullah, M.Sc, MSPH
FINAL TEST
UJI REGRESI
OLEH:
ALVIRA RAMDHANI A
P1806215034
KONSENTRASI MANAJEMEN RUMAH SAKIT
FAKULTAS KESEHATAN MASYARAKAT
PROGRAM PASCASARJANA UNIVERSITAS HASANUDDIN
MAKASSAR
2015
FAKTOR YANG MEMPENGARUHI KEJADIAN ANEMIA
NO KERJA PENDIDIKAN UMUR SEKARANG JUMLAH ANAK KADAR H
1 6 4 19 0 10.9
2 4 3 34 4 10.6
3 6 4 40 4 10.2
4 2 5 36 3 11
5 6 4 32 3 9.1
-
7/23/2019 biosfinap
2/28
6 6 3 21 2 11
7 6 2 20 1 10.5
8 6 4 22 1 11.7
9 6 4 37 6 10.11
10 4 4 31 3 10.7
11 2 5 30 3 11.8
12 5 3 19 0 9
13 6 3 22 1 8.9
14 6 4 33 3 11
15 6 3 28 2 8.5
16 6 4 34 2 10.1
17 6 1 20 2 9.5
18 6 4 32 2 11.8
19 6 5 21 1 11
20 6 2 30 4 9.2
21 6 4 20 1 10.5
22 6 4 33 3 9.8
23 6 1 39 3 11.9
24 2 3 20 0 10.5
25 6 4 40 3 12
26 6 4 31 5 11.6
27 6 2 36 3 10.6
28 6 3 19 0 9.1
29 6 3 35 2 10.6
30 4 3 35 6 11.2
31 6 3 21 1 11
32 6 1 28 4 11
33 2 4 28 1 10.2
34 6 3 44 8 9.2
35 6 4 30 1 10.2
36 6 4 21 1 11.3
37 6 3 37 5 10.7
38 6 4 41 6 10.9
39 6 4 25 1 9.9
1
-
7/23/2019 biosfinap
3/28
40 6 4 42 6 8.6
41 6 3 41 6 10.2
42 6 1 30 1 10.2
43 6 3 19 1 11.8
44 5 1 20 0 10.2
45 6 4 41 7 12
46 1 5 36 4 10.9
47 6 4 30 2 10.9
48 6 2 39 5 11.1
49 6 4 26 1 10.2
50 6 4 19 0 7.9
51 6 2 27 1 9
52 2 5 36 3 11
53 2 2 30 0 11
54 6 4 36 2 11
55 6 4 30 2 11.5
56 1 5 36 3 11
57 6 4 32 4 11.7
58 6 4 37 2 12
59 2 5 26 0 12.5
60 6 3 29 2 9.5
61 6 3 32 2 11.5
62 6 3 30 0 12
63 6 5 37 4 11.8
64 6 4 26 0 9
65 6 4 24 2 9.6
66 2 3 27 2 11.6
67 6 4 43 0 12
68 6 4 42 0 11.5
69 5 4 32 2 10.4
70 6 3 38 6 11.3
71 6 3 28 0 11.5
72 6 4 19 0 11.9
73 6 5 38 2 11
2
-
7/23/2019 biosfinap
4/28
74 6 1 34 3 12
75 6 2 32 5 10.5
76 6 3 22 3 12
77 6 5 22 0 10.1
78 5 3 26 0 10.6
79 6 3 26 0 12
80 2 5 38 3 11.6
81 6 3 40 3 10.8
82 6 4 37 5 9.5
83 6 3 22 3 11.4
84 6 5 25 1 11.8
85 6 5 33 2 10.2
86 4 4 34 2 11.4
87 6 5 38 3 10.4
88 6 5 27 0 11.6
89 6 1 27 2 9
90 6 4 18 0 11
91 6 2 24 0 10.1
92 6 5 34 3 11
93 6 1 35 6 9.5
94 6 4 31 2 9.2
95 5 3 27 0 11
96 6 3 20 0 10.7
97 6 4 29 0 8.6
98 4 4 32 3 9.2
99 2 4 24 0 11.5
100 6 4 37 3 11.6
101 6 3 27 0 11.2
102 6 5 42 3 11
KETERANGAN
KERJA 1-5 KERJA
6 TIDAK KERJA
PENDIDIKAN 1=TIDAK SEKOLAH
3
-
7/23/2019 biosfinap
5/28
2=TAMAT SD
3=TAMAT SMP
4=TAMAT SMA
5=SARJANA
1. B!"#!$ !"#$%& %"'&() )&*)&!!"+'!%"!&! H' (!% )& *'.
!. +,* A)* L*%*&*"!
ANOVA Table
Sum of
Squares df
Mean
Square F Sig.
KadarHb *
UmurIbu
Between
Groups
(Combined !".#$% #& .') .'!$ .)!
+inearit, !.)& ! !.)& !.'#& .!"
-eiation
from
+inearit,
!'." #% .'## .) .)'
/it0in Groups )#.!)) ' !.$)!
1ota2 !$!."# !$!
D!/!" (*#*$!" (!&* $!*# "!'# (*!"! %" )#*$!" !(!%! $'%!% #*%*& !%"!&!
!&*!'# )& *' (!% !(!& H' (*(!/!"!% %*#!* / /!(! L*%!&*" / = 0193 (*)!%!
/ 005 $*%! (!/!" (**)/#!% '!$! T*(! "&(!/!" $'%!% #*%*& !%"!&!
!&*!'# )& *' "&$!(!/ !(!& H'.
'. +,* A)* N&)!#*"!
One-Sample Kolmogorov-Smirnov Test
Unstandardi3ed 4esidua2
5 !$#
5orma2 6arametersa7b
Mean $89'
Std. -eiation .""#')"'
4
-
7/23/2019 biosfinap
6/28
Most 8:treme -ifferen;es
-
7/23/2019 biosfinap
7/28
Mode2 4 4 Square usted 4 Square Std. 8rror of t0e
8stimate
! .!a .$!) .$$" ."")
a. 6redi;tors? (Constant7 UmurIbu
b. -ependent @ariab2e? KadarHb
P!(! "!'# (*!"!(*(!/!"!% %*#!* ;**% ("&)*%!* !"!R square
-
7/23/2019 biosfinap
8/28
B!& /%!&$ )& *' "&$!(!/ !(!& H' = 0136 (%!% %*#!* / = 0174.
D*)!%! %*#!* / = 0174 005 )!! (!/!" (**)/#!% '!$! T*(! !(! /%!&$
)& "&$!(!/ !(!& H'.
D&'*(' ,(-( %("'. )/#/! )&*)&!" -"(, ($(- "*/'(,(' /'-/, #$)&",!"
,(() H ()" /#/)
2. B!"#!$ #/%-"$%& )&*)&!!"+'!%"!&! H' (%!% /%(*(*!% )& (!% ,)#!$ !%!
!. +,* A)* L*%*&*"!
K!(!& H' (%!% P%(*(*!%
ANOVA Table
Sum of
Squares
df Mean
Square
F Sig.
KadarHb *
6endidiAan
Between Groups
(Combined .#'' % !.&" !.$$ .!)$
+inearit, .%'! ! .%'! .&%$ .$
-eiation from
+inearit,#.)$ ."& ."&% .%!)
/it0in Groups "&.!!& "' .")!
1ota2 !$!."# !$!
K!(!& H' (%!% +)&
ANOVA Table
Sum of
Squares
df Mean
Square
F Sig.
KadarHb *
UmurIbu
Between Groups
(Combined !".#$% #& .') .'!$ .)!
+inearit, !.)& ! !.)& !.'#& .!"
-eiation from
+inearit,!'." #% .'## .) .)'
/it0in Groups )#.!)) ' !.$)!
1ota2 !$!."# !$!
K!(!& H' (%!% J)#!$ A%!
ANOVA Table
7
-
7/23/2019 biosfinap
9/28
Sum of
Squares
df Mean
Square
F Sig.
KadarHb *
um2a0
-
7/23/2019 biosfinap
10/28
UmurIbu .$# .$!" .##" !. .$"" .&$" !."&
um2a0
-
7/23/2019 biosfinap
11/28
Model Summaryb
Mode2 4 4 Square usted 4 Square Std. 8rror of t0e 8stimate
! .#%'a .$! .$# .")
a. 6redi;tors? (Constant7 um2a0
-
7/23/2019 biosfinap
12/28
(!/!" (**)/#!% '!$! "*(! !(! !&*!'# !% ))*#** /%!&$ "&$!(!/ !(!&
H'. M(# &&* !% (*/$ !(!#!$
@ = 9448 01271 00322 00903
3 B!"#!$ D/## )&*)&!!"+'!%"!&! H' (%!% K&,! P%(*(*!% (!% ,)#!$ !%!
NOKERJA
1
PENDIDIKANJUMLAH
ANAK
6
KADAR
H
YTAMAT
SD
2
TAMAT
SMP
3
TAMAT
SMA
4
SARJANA
5
1 0 0 0 1 0 0 10.9
2 1 0 1 0 0 4 10.6
3 0 0 0 1 0 4 10.2
4 1 0 0 0 1 3 11
5 0 0 0 1 0 3 9.1
6 0 0 1 0 0 2 11
7 0 1 0 0 0 1 10.5
8 0 0 0 1 0 1 11.7
9 0 0 0 1 0 6 10.11
10 1 0 0 1 0 3 10.7
11 1 0 0 0 1 3 11.8
12 1 0 1 0 0 0 9
13 0 0 1 0 0 1 8.9
14 0 0 0 1 0 3 11
15 0 0 1 0 0 2 8.5
16 0 0 0 1 0 2 10.1
11
-
7/23/2019 biosfinap
13/28
17 0 0 0 0 0 2 9.5
18 0 0 0 1 0 2 11.8
19 0 0 0 0 1 1 11
20 0 1 0 0 0 4 9.2
21 0 0 0 1 0 1 10.5
22 0 0 0 1 0 3 9.8
23 0 0 0 0 0 3 11.9
24 1 0 1 0 0 0 10.5
25 0 0 0 1 0 3 12
26 0 0 0 1 0 5 11.6
27 0 1 0 0 0 3 10.6
28 0 0 1 0 0 0 9.1
29 0 0 1 0 0 2 10.6
30 1 0 1 0 0 6 11.2
31 0 0 1 0 0 1 11
32 0 0 0 0 0 4 11
33 1 0 0 1 0 1 10.2
34 0 0 1 0 0 8 9.2
35 0 0 0 1 0 1 10.2
36 0 0 0 1 0 1 11.3
37 0 0 1 0 0 5 10.7
38 0 0 0 1 0 6 10.9
39 0 0 0 1 0 1 9.9
40 0 0 0 1 0 6 8.6
41 0 0 1 0 0 6 10.2
42 0 0 0 0 0 1 10.2
43 0 0 1 0 0 1 11.8
44 1 0 0 0 0 0 10.2
45 0 0 0 1 0 7 12
46 1 0 0 0 1 4 10.9
47 0 0 0 1 0 2 10.9
48 0 1 0 0 0 5 11.1
49 0 0 0 1 0 1 10.2
50 0 0 0 1 0 0 7.9
12
-
7/23/2019 biosfinap
14/28
51 0 1 0 0 0 1 9
52 1 0 0 0 1 3 11
53 1 1 0 0 0 0 11
54 0 0 0 1 0 2 11
55 0 0 0 1 0 2 11.5
56 1 0 0 0 1 3 11
57 0 0 0 1 0 4 11.7
58 0 0 0 1 0 2 12
59 1 0 0 0 1 0 12.5
60 0 0 1 0 0 2 9.5
61 0 0 1 0 0 2 11.5
62 0 0 1 0 0 0 12
63 0 0 0 0 1 4 11.8
64 0 0 0 1 0 0 9
65 0 0 0 1 0 2 9.6
66 1 0 1 0 0 2 11.6
67 0 0 0 1 0 0 12
68 0 0 0 1 0 0 11.5
69 1 0 0 1 0 2 10.4
70 0 0 1 0 0 6 11.3
71 0 0 1 0 0 0 11.5
72 0 0 0 1 0 0 11.9
73 0 0 0 0 1 2 11
74 0 0 0 0 0 3 12
75 0 1 0 0 0 5 10.5
76 0 0 1 0 0 3 12
77 0 0 0 0 1 0 10.1
78 1 0 1 0 0 0 10.6
79 0 0 1 0 0 0 12
80 1 0 0 0 1 3 11.6
81 0 0 1 0 0 3 10.8
82 0 0 0 1 0 5 9.5
83 0 0 1 0 0 3 11.4
84 0 0 0 0 1 1 11.8
13
-
7/23/2019 biosfinap
15/28
85 0 0 0 0 1 2 10.2
86 1 0 0 1 0 2 11.4
87 0 0 0 0 1 3 10.4
88 0 0 0 0 1 0 11.6
89 0 0 0 0 0 2 9
90 0 0 0 1 0 0 11
91 0 1 0 0 0 0 10.1
92 0 0 0 0 1 3 11
93 0 0 0 0 0 6 9.5
94 0 0 0 1 0 2 9.2
95 1 0 1 0 0 0 11
96 0 0 1 0 0 0 10.7
97 0 0 0 1 0 0 8.6
98 1 0 0 1 0 3 9.2
99 1 0 0 1 0 0 11.5
100 0 0 0 1 0 3 11.6
101 0 0 1 0 0 0 11.2
102 0 0 0 0 1 3 11
KETERANGAN
1
K&,!
-
7/23/2019 biosfinap
16/28
Model Summary
Mode2 4 4 Square usted 4
Square
Std. 8rror of t0e
8stimate! .#&a .$% .$$& !.$$$
a. 6redi;tors? (Constant7 um2a0ana7 1amatS-7 Ker>a7
1amatSM67 1amatSMana .'!% .%& .#' !.%# .!$%
um2a0
-
7/23/2019 biosfinap
17/28
a. -ependent @ariab2e? KdarHb
M#!#* ,* " (*"!$* '!$! * #&$%! 0.05 $*%! (!/!" (*%!"!!%
'!$! "!" &,! "*%!" /%(*(*!% (!% ,)#!$ !%! "*(! ))/%!&$* !(!& H'
*'. J*! (*"&!% /!(! /&!)!!% &&* )%,!(* /&"* *%*
@ = ! '11 '22! '32' '42 '52( '63
@ = 10592 01041 01732! 03372' 0912 05412( - 00073
4.B!"#!$ %+*"!-"7 )&*)&!!"+'!%"!&! S"!" A%)*! (%!% P%(*(*!% K&,! +)&
S!&!% (!% J)#!$ A%!
N
O
KERJ
A
PENDIDIKA
N
UMUR
SEKARANGJUMLAH ANAK STATUS ANEMIA
1 0 4 19 0 1
2 1 3 34 4 1
3 0 4 40 4 1
4 1 5 36 3 1
5 0 4 32 3 1
6 0 3 21 2 1
7 0 2 20 1 1
8 0 4 22 1 1
9 0 4 37 6 1
10 1 4 31 3 1
11 1 5 30 3 1
12 1 3 19 0 1
13 0 3 22 1 1
14 0 4 33 3 1
15 0 3 28 2 1
16 0 4 34 2 1
17 0 1 20 2 1
18 0 4 32 2 1
16
-
7/23/2019 biosfinap
18/28
19 0 5 21 1 1
20 0 2 30 4 1
21 0 4 20 1 1
22 0 4 33 3 1
23 0 1 39 3 1
24 1 3 20 0 1
25 0 4 40 3 0
26 0 4 31 5 1
27 0 2 36 3 1
28 0 3 19 0 1
29 0 3 35 2 1
30 1 3 35 6 1
31 0 3 21 1 1
32 0 1 28 4 1
33 1 4 28 1 1
34 0 3 44 8 1
35 0 4 30 1 1
36 0 4 21 1 1
37 0 3 37 5 1
38 0 4 41 6 1
39 0 4 25 1 1
40 0 4 42 6 1
41 0 3 41 6 1
42 0 1 30 1 1
43 0 3 19 1 1
44 1 1 20 0 1
45 0 4 41 7 0
46 1 5 36 4 1
47 0 4 30 2 1
48 0 2 39 5 1
49 0 4 26 1 1
50 0 4 19 0 1
51 0 2 27 1 1
52 1 5 36 3 1
17
-
7/23/2019 biosfinap
19/28
53 1 2 30 0 1
54 0 4 36 2 1
55 0 4 30 2 1
56 1 5 36 3 1
57 0 4 32 4 1
58 0 4 37 2 0
59 1 5 26 0 0
60 0 3 29 2 1
61 0 3 32 2 1
62 0 3 30 0 0
63 0 5 37 4 1
64 0 4 26 0 1
65 0 4 24 2 1
66 1 3 27 2 1
67 6 4 43 0 0
68 6 4 42 0 1
69 1 4 32 2 1
70 0 3 38 6 1
71 0 3 28 0 1
72 0 4 19 0 1
73 0 5 38 2 1
74 0 1 34 3 0
75 0 2 32 5 1
76 0 3 22 3 0
77 0 5 22 0 1
78 1 3 26 0 1
79 0 3 26 0 0
80 1 5 38 3 1
81 0 3 40 3 1
82 0 4 37 5 1
83 0 3 22 3 1
84 0 5 25 1 1
85 0 5 33 2 1
86 1 4 34 2 1
18
-
7/23/2019 biosfinap
20/28
87 0 5 38 3 1
88 0 5 27 0 1
89 0 1 27 2 1
90 0 4 18 0 1
91 0 2 24 0 1
92 0 5 34 3 1
93 0 1 35 6 1
94 0 4 31 2 1
95 1 3 27 0 1
96 0 3 20 0 1
97 0 4 29 0 1
98 1 4 32 3 1
99 1 4 24 0 1
100 0 4 37 3 1
101 0 3 27 0 1
102 0 5 42 3 1
KETERANGAN
1
K&,!
T*(! K&,!
=
=
1
0
2
PENDIDIKAN
T*(! S#!$
T!)!" SD
T!)!" SMP
T!)!" SMA
S!&,!%!
=
=
=
=
=
1
2
3
4
5
@
A%)*!
T*(! A%)*!
=
=
1
0
19
-
7/23/2019 biosfinap
21/28
D!#!) )%%"!% !&*!'# *%(/%(% )!%! !% !!% )! )(# ,*
)#"*!&*!" !% #!! S#* !%(*(!" !% )%,* !" /&!" *%*;*!%* (!&*
!&*!'# *%(/%(% "&$!(!/ !&*!'# (/%(% !*" !&*!'# !% ))*#** "*%!"
*%*;*!%*
-
7/23/2019 biosfinap
22/28
P!(! "!'# (*!"! (*/$ %*#!* ,* $*-S!& !% (*%!!% 67 (%!% %*#!* /
= 0569. M!! $*/"* %# (*"&*)! (%!% $*/"* '!!* '&*"
H M(# "#!$ / )%,#!!% (!"! a(! .$"# #.$"' .$$# ! ."& !.$"' .$!) .'"'
Ker>a(# .)# #.#)& .! ! .'! #.#"" .$# #$#.&$$
6endidiAan .!)' .#" .## ! .&'! !.#$& .# #.#")
Umur 9.!#" .$)' #.!' ! .!%$ .)'" .'%! !.$%
um2a0
-
7/23/2019 biosfinap
23/28
0+
1X
1+
2X
2+
3X
3+
4X
4
1+e
f(z )=1
5. B!"#!$ #+&% ('* -&)(",!%"!&! H' (%!% P%(*(*!% +)& S!&!% (!%
J)#!$ A%!
1 A%% P+!!"%& R&*)&!!"+'
Measures of Association
4 4 Squared 8ta 8ta Squared
KadarHb * 6endidiAan .!)& .$% .#%" .$#
Measures of Association
4 4 Squared 8ta 8ta Squared
KadarHb * Umur .! .$!) .%& .!)"
Measures of Association
4 4 Squared 8ta 8ta Squared
KadarHb * um2ag
-
7/23/2019 biosfinap
24/28
!
(Constant ".%%) .) !'.))" .$$$
6endidiAan .!#' .$"# .!%$ !.'' .!'#
Umur .$# .$!" .##" !. .$""
um2a0a 9.!$ .#") .!"$ ! . .)') .%)" !.&'&
Constant .$%& !.)" .#%) ! .$'# #!.$$#
a. @ariab2e(s entered on step !? Ker>a
Variables in t!e #$uation
B S.8. /a2d df Sig. 8:p(B "& C.I.for
86(B
+ower Upper
Step !a 6endidiAan .$&$ .! .$#& ! .)'% !.$&! .&" !.""
23
-
7/23/2019 biosfinap
25/28
Constant #.! !.!% .%! ! .$& ).")
a. @ariab2e(s entered on step !? 6endidiAan
Variables in t!e #$uation
B S.8. /a2d df Sig. 8:p(B "& C.I.for
86(B
+ower Upper
Step !aUmur 9.$'$ .$& !.'!$ ! .!"! ." .)%$ !.$&
Constant %.&& !.')' .%) ! .$!! ".#%"
a. @ariab2e(s entered on step !? Umur.
Variables in t!e #$uation
B S.8. /a2d df Sig. 8:p(B "& C.I.for
86(B
+ower Upper
Step !aum2a0a 9.$"' .$& .!$# ! .'%" ."$' .%"" !.%)
6endidiAan .!"' .# .&! ! .&&% !.#!' .& #.%
Umur 9.! .$ %.#!' ! .$%$ .)' .'' .""%
um2a0
-
7/23/2019 biosfinap
26/28
1. K&,! OR = 0.878 C OR = 0.907
2. P%(*(*!% OR = 1051 C OR = 1217
3. +)& OR = 0.933 OR = 0.873
4. J)#!$ A%! OR = 1.076 C OR = 1.455
D%!% ()**!% (**)/#!% '!$! )! !&*!'# *%(/%(% !(!#!$
!&*!'# /&!% !&%! %*#!* OR %*#!* OR.
9 /(-%( )&*)&!" "(*'+!-",
1 A'(%"!"! R&!"/
One-Sample Kolmogorov-Smirnov Test
Unstandardi3ed
4esidua2
5 !$#
5orma2 6arametersa7bMean $89'
Std. -eiation ."#%&"%
Most 8:treme -ifferen;es
-
7/23/2019 biosfinap
27/28
T*$!" !(!%! (!"! !% )%'!& (* *"!& !&* (*!%!# #!# )%*"* !&!$
!&* (*!%!# !"! &!;* $*"&!)%! !% )%%,!% /#! (*"&*'* %&)!#
)!! )(# &&* ))%$* !)* %&)!#*"!.
26
-
7/23/2019 biosfinap
28/28
2 O/-%"&)!
T*(! "&(!/!" %*#!* "#*& )!/% %*#!* "&*) !&%! "*(! !(! %*#!* (!"! !%
#"!%! #'*$ (!&* 15 /!%,!% "! IR )!/% #'*$ (!&* 3 /!%,!% "!
IR.
3 U;" K+%"'&()"-(!
Coefficientsa
Mode2 Unstandardi3ed
Coeffi;ients
Standardi3ed
Coeffi;ients
t Sig. Co22inearit,
Statisti;s
B Std. 8rror Beta 1o2eran;e @IF
!
(Constant !$.$&" .'$& !%.# .$$$
Ker>a 9.$"& .$' 9.!! 9!.$# .!" ."%# !.$!
6endidiAan .!$$ .$"% .!!$ !.$$ .#"# .))% !.!!
Umur .$# .$!" .##& !.%# .!$% .&$" !."
um2a