Saran HASIL DAN PEMBAHASAN
Lampiran 1 Detail Proses Pembelajaran pada Model Prediksi Lama Studi MPLS
NO NAMA MAHASIWA
NIM THN ANGKATAN
SEMESTER 1 1
2 3
4 5
6 7
8
1 SIDDIQ F. SEBAN
531305135 2005
B C C C B B B C 2
SRI WAHYUNI ODJA 531305105
2005 A B B C B B C C
3 FITRIANI SANI
531305081 2005
B B A C B B B B 4
AYSKA ABAS 531305028
2005 B B B B C B B B
5 MERISKA LIDITHIA PENTURY
531305044 2005
A B A C B A B A 6
ICA FRANSISCA MASSA 531305035
2005 A A B C A B B A
7 RIFKI RAHMAT SASAMBI
531305001 2005
B B B C C A B B 8
SUMITRO JIMMY HARUN 531305058
2005 B A B B B B C A
9 TAUFIK WARID KATILI
531305060 2005
B B B C C B C C 10
YAKOB S. KASIM 531305061
2005 A C B B C C C B
11 YOGI HASIRU
531305063 2005
B B A C B B C B 12
EDI JOHAN SYAH DJULA 531305077
2005 A B B C C B C C
13 ANDIKHA DJOHARAM SALDI
531305116 2005
B C B C C C C C 14
FIDYAWATI ABDULLAH 531305032
2005 B B B C B B B B
15 FIRMAN A. TANAIYO
531305033 2005
B B B C B B B A 16
ICANDRAWATI SULEMAN 531305036
2005 A C A B A B B B
17 RAHMIATY SALILAMA
531305050 2005
A C B C C B B B 18
RUSLI PERMANA 531305053
2005 A A B C A A B A
19 SILVANA UMAR
531305056 2005
A A A C A B B A 20
ARINI ARIYANI ISHAK 531305070
2005 B B C C B C C C
21 ASNA RAHMAN
531305073 2005
B B C C C B C B 22
DEWI INTAN F. ARSYAD 531305076
2005 B B A A A A B B
23 HERAWATI IDRIS
531305083 2005
B C B A A B B B 24
PRAYOGI NUGRAHA WARSONO 531305095
2005 A C B B B C B B
25 SRI ANITA KASEH
531305103 2005
A C B B B B B B 26
SRI RAHMAWATI PANEO 531305104
2005 B B C C C C C B
27 WAHYUDIN HASYIM
531305109 2005
A A B C A A A A 28
YULLIAN LIHAWA 531305066
2005 A A B C A B B B
29 RISDIYANTO IBRAHIM
531305017 2005
B A B C A B B B 30
ZULFITRI A. RAHIM 531305024
2005 B B B C C C C C
31 FADLIANTY DJ. BAWU
531305031 2005
B C B C C C C C 32
ICUK BUDIARTO BIGA 531305037
2005 B B C C C C C C
33 MAYA NURLINDA RUMONDOR
531305043 2005
B B B C B B B B 34
SALIM ZEID ALAMRY 531305054
2005 B B C B B B B C
35 SUSILAWATI SULEMAN
531305059 2005
B B B C B B B B 36
ADRIANSYAH ABAS 531305068
2005 B C C C C C B B
37 ASNAWATY IDRIS
531305074 2005
B C C B B C C B 38
FATRIANTI HILIMI 531305079
2005 B C B B C C C B
39 NURYANTI NAWAY
531305093 2005
B B C C B C C C 40
PURWANTO 531305096
2005 B B C C C C C B
41 SELVI INRIANI YUSUF
531305101 2005
B B B C B B C A 42
SRI YULVIKA LATIF 531305106
2005 B B B B B B B B
43 STEFHAN ADATI
531305136 2005
A B A B A B C A 44
VIRTON HAMIM 531305137
2005 C C C C C C C C
45 RIO HARLAN
531305099 2005
B C A B B B B B 46
FANI PRISTIAWATI KAMUMU 531305002
2005 B B B B B B B B
Lampiran 1 Lanjutan
NO NAMA MAHASIWA
SEMESTER 2 IPK
LAMA STUDI TAHUN
9 10
11 12
13 14
15 16
1 SIDDIQ F. SEBAN
B B
C C
C B
C C
2.64 3.5
2 SRI WAHYUNI ODJA
B B
B C
C C
C C
2.73 3.5
3 FITRIANI SANI
C C
B B
B C
B B
3.37 3.5
4 AYSKA ABAS
B C
B B
B A
B C
3.34 3.5
5 MERISKA LIDITHIA PENTURY
B B
A A
C B
B B
3.53 3
6 ICA FRANSISCA MASSA
C B
B A
C B
C B
3.61 3
7 RIFKI RAHMAT SASAMBI
A A
A B
A A
B B
3.09 3.5
8 SUMITRO JIMMY HARUN
C B
B A
B B
B B
3.52 3.5
9 TAUFIK WARID KATILI
C C
B C
C A
C C
2.62 3.5
10 YAKOB S. KASIM
A B
B B
A B
C B
2.88 3.5
11 YOGI HASIRU
A B
B B
A A
B B
3.05 3.5
12 EDI JOHAN SYAH DJULA
B B
B C
C B
B B
2.7 3.5
13 ANDIKHA DJOHARAM SALDI
A C
B C
C C
B C
2.55 3.5
14 FIDYAWATI ABDULLAH
B B
B B
C B
B B
2.95 3.5
15 FIRMAN A. TANAIYO
A A
B A
C A
A A
3.82 3
16 ICANDRAWATI SULEMAN
B B
C B
C C
C C
2.95 3.5
17 RAHMIATY SALILAMA
B C
A B
B C
B C
3.22 3.5
18 RUSLI PERMANA
A A
A A
C A
B B
3.52 3
19 SILVANA UMAR
B B
B A
A B
B B
3.67 3
20 ARINI ARIYANI ISHAK
B B
C C
C B
C C
2.7 3.5
21 ASNA RAHMAN
B B
B B
B B
B B
2.81 3.5
22 DEWI INTAN F. ARSYAD
B C
A B
B B
B B
3.15 3.5
23 HERAWATI IDRIS
B C
C B
B B
C C
3.13 3.5
24 PRAYOGI NUGRAHA WARSONO
B C
B B
B C
C C
2.91 3.5
25 SRI ANITA KASEH
A B
B B
B B
B C
2.79 3.5
26 SRI RAHMAWATI PANEO
A A
B B
A A
A B
3.22 3.5
27 WAHYUDIN HASYIM
A B
B A
B C
C C
3.52 3
28 YULLIAN LIHAWA
A B
B B
B B
B B
3.27 3.5
29 RISDIYANTO IBRAHIM
A B
B B
B B
B B
2.82 3.5
30 ZULFITRI A. RAHIM
B C
B C
C C
C C
2.48 3.5
31 FADLIANTY DJ. BAWU
B B
C C
C C
C C
2.5 3.5
32 ICUK BUDIARTO BIGA
B B
C C
C B
C C
2.34 3.5
33 MAYA NURLINDA RUMONDOR
A B
B B
B B
A B
2.8 3.5
34 SALIM ZEID ALAMRY
B C
C C
C C
C C
2.73 3.5
35 SUSILAWATI SULEMAN
B C
C B
C C
C B
3.03 3.5
36 ADRIANSYAH ABAS
B C
C B
B B
C C
3.07 3.5
37 ASNAWATY IDRIS
C C
C B
B B
B B
2.89 3.5
38 FATRIANTI HILIMI
A C
B B
B B
B B
2.83 3.5
39 NURYANTI NAWAY
B C
B C
B B
B C
2.69 3.5
40 PURWANTO
A C
B B
B B
C B
2.89 3.5
41 SELVI INRIANI YUSUF
A B
A A
C B
A B
3.83 3.5
42 SRI YULVIKA LATIF
A B
B B
C B
B B
3.44 3.5
43 STEFHAN ADATI
B B
A A
C B
B B
3.53 3.5
44 VIRTON HAMIM
A C
C C
A B
B B
2.5 4
45 RIO HARLAN
B B
C B
C C
B C
2.78 4
46 FANI PRISTIAWATI KAMUMU
B B
A B
A A
A B
3.13 4
Lampiran 1 Lanjutan
NO NAMA MAHASIWA
NIM THN ANGKATAN
SEMESTER 1 1
2 3
4 5
6 7
8
47 OKTIKASARI SUBAGIO
531305094 2005
A B B B C C C A 48
YEYEN KARIM 531305110
2005 A B B B B C B B
49 YUSUF FUDDIN PATADJENU
531305112 2005
C C B C A C C C 50
NOVITA INGO 531305124
2005 A B B B B A B B
51 FRANGKY KOLONDAM
5313050034 2005
B C B C C B B C 52
SRI AGUSTINA OLII 531305019
2005 A B A C B B B B
53 VIVIN DJON ISHAK
531305022 2005
A C B C C B C C 54
ARIF DJAKA PRIHANTO 531305069
2005 B B B C B B B B
55 FITRIANI ABDULLAH
531305082 2005
C C B C A C C C 56
SULISTIANA 531305108
2005 A B B B B B B B
57 KARLINA SAIDI
531305122 2005
A B B B B B B B 58
GITA PURNAMASARI MUSA 531305004
2005 B C C B C B B C
59 MUAZIN F. ARSYAD
531305013 2005
B B B B A A B B 60
UCON ABDULLAH 531305021
2005 C B B B B B B A
61 RISNA GUMOHUNG
531305051 2005
A B B B C B B C 62
SARLITA MAYASARI DADU 531305055
2005 B B C C B B B B
63 MELKY F. HUMOLUNGO
531305088 2005
C C B B B B B B 64
MOHAMMAD FADLY ILAHUDE 531305090
2005 A B B C B B B C
65 MARLIYATI BEU
531305123 2005
A B B C B B B B 66
YENITA RAHMAN 531405062
2005 C B B B A B B C
67 AMALIA PODUNG
531305001 2005
A A B C A A A B 68
FEBRIYANTO S. BERAHIMA 531305003
2005 C B B B A B C C
69 FANDY IRAWAN HASIRU
531305013 2005
C B B B B B B C 70
NOFIYANI 531305015
2005 B B B A C B B B
71 SITYAWATI S. PATEDA
531305018 2005
B B C B B B B C 72
KURNIAWAN S. ABAS 531305041
2005 B B B C B B B B
73 NINIK HERIYANTI KAHARU
531305046 2005
B C C C C C B B 74
ADE PRATIWI 531305067
2005 B C C B B C C B
75 ATMAJAYA RACHMAN
531305117 2005
B C B B C C C B 76
FERAWATI LAILI 531305080
2005 A B B B B B C B
77 MUH. ICHDAR. HADJARATIE
531305091 2005
A A A A A B B B 78
IBRAHIM BOUTA 531305084
2005 A B B C B B C B
79 HAPSA UMAR
531305131 2005
C C B C A B C C 80
INDRIAWAN KADJA 531305142
2005 C C B C A C C C
81 NINING ALI
531305047 2005
A B B B B B B B 82
NAZRIANTI ALI 531305014
2005 A B B B B B B B
83 HADIDJAH MAKSUD
531305130 2005
B C C B C B B C 84
EKA PRAYATNA 531305140
2005 B B B B B C C C
85 HENDRA MINUN
531305012 2005
A B C C C B B A 86
INDRIATI THALIB 531305038
2005 B B B B C B C B
87 SJAMSUDIN HATALA
531305126 2005
C C B B C C C C 88
INTAN DADEA 531306015
2006 B B B B B B C C
89 LIVI OLIVIA OLII
531306029 2006
B C B B B B B B 90
STEVIE EKA PUTRI LAMATO 531306032
2006 B B B C B B B C
91 AMRIATI RAUF
531306038 2006
C C B B C B B B 92
VERAWATY BAHAR 531306056
2006 B C B B A B C B
Lampiran 1 Lanjutan
NO NAMA MAHASIWA
SEMESTER 2 IPK
LAMA STUDI TAHUN
9 10
11 12
13 14
15 16
47 OKTIKASARI SUBAGIO
C C
C A
C C
B B
3.57 4
48 YEYEN KARIM
A B
B B
B B
C B
2.77 4
49 YUSUF FUDDIN PATADJENU
C C
B C
C A
C C
2.74 4
50 NOVITA INGO
A B
B B
B B
A B
3 4
51 FRANGKY KOLONDAM
B C
B C
C C
B B
2.43 4
52 SRI AGUSTINA OLII
A B
A B
C B
B B
2.85 4
53 VIVIN DJON ISHAK
B C
C C
B C
B B
2.58 4
54 ARIF DJAKA PRIHANTO
B C
C B
A B
B B
3.29 4
55 FITRIANI ABDULLAH
C C
B C
C A
C C
2.58 4
56 SULISTIANA
A C
A B
B A
B B
2.85 4
57 KARLINA SAIDI
A C
B B
C C
B B
2.85 4
58 GITA PURNAMASARI MUSA
B C
C C
B C
B B
2.7 4
59 MUAZIN F. ARSYAD
B B
B B
B A
A B
2.78 4
60 UCON ABDULLAH
C B
B A
B B
B B
3.54 3
61 RISNA GUMOHUNG
C C
B C
C A
C C
2.65 4
62 SARLITA MAYASARI DADU
B B
B B
C B
A B
2.87 4
63 MELKY F. HUMOLUNGO
C B
B B
B B
B B
3.05 4
64 MOHAMMAD FADLY ILAHUDE
A B
B C
C B
B B
2.6 4
65 MARLIYATI BEU
A C
B B
B C
C C
3.08 4.5
66 YENITA RAHMAN
C C
B C
B C
C C
2.55 4.5
67 AMALIA PODUNG
A B
B B
B B
B C
3.05 4.5
68 FEBRIYANTO S. BERAHIMA
B B
C C
C B
B B
2.5 4.5
69 FANDY IRAWAN HASIRU
C B
B C
B B
B B
2.7 4.5
70 NOFIYANI
B B
B B
B B
B B
2.8 4.5
71 SITYAWATI S. PATEDA
A C
B C
B B
B B
2.53 4.5
72 KURNIAWAN S. ABAS
A C
B B
A B
B B
2.8 4.5
73 NINIK HERIYANTI KAHARU
B C
C B
C C
C B
2.89 4.5
74 ADE PRATIWI
B B
A B
B A
B A
3.08 4.5
75 ATMAJAYA RACHMAN
A A
B B
A A
A B
2.77 4.5
76 FERAWATI LAILI
A A
A B
A A
B B
3.13 5
77 MUH. ICHDAR. HADJARATIE
B B
C B
C C
B C
3.08 5
78 IBRAHIM BOUTA
B B
B B
B C
B C
2.96 5
79 HAPSA UMAR
B B
B C
B B
B C
2.67 5
80 INDRIAWAN KADJA
C C
B C
C A
C C
2.67 5
81 NINING ALI
C C
C B
B B
B B
2.86 5
82 NAZRIANTI ALI
C B
B B
B A
A B
3.2 5
83 HADIDJAH MAKSUD
C C
B C
B C
B B
2.53 5
84 EKA PRAYATNA
A B
B C
B B
C C
2.55 5.5
85 HENDRA MINUN
A B
C A
C C
B B
3.56 5.5
86 INDRIATI THALIB
B B
B B
B C
B C
3 4.5
87 SJAMSUDIN HATALA
B B
C C
C C
C C
2.69 5.5
88 INTAN DADEA
B C
B C
B B
B B
2.72 3.5
89 LIVI OLIVIA OLII
C B
B B
B C
A B
3.36 3.5
90 STEVIE EKA PUTRI LAMATO
B B
A C
B A
B B
2.48 3.5
91 AMRIATI RAUF
C B
B B
B A
B C
3.07 3.5
92 VERAWATY BAHAR
B B
B B
C A
A C
3.28 3.5
Lampiran 1 Lanjutan
NO NAMA MAHASIWA
NIM THN ANGKATAN
SEMESTER 1 1
2 3
4 5
6 7
8
93 GUSTAB MUSTOFA BOTUTIHE
531306062 2006
B C
A B
C B
C B
94 NUR SEPTIANI ACHMAD
531306070 2006
B B
C C
B B
B C
95 AGUNG PRAYITNO LAHATI
531306095 2006
A C
A B
B B
C B
96 SRIRAHAYU ERAKU
531306028 2006
B B
A C
B B
B A
97 IYEN OCTAVIANY TAHA
531306058 2006
A C
B C
C B
B B
98 NURAIN MOHI
531306071 2006
C C
C C
C B
B A
99 INDRIYATI SULEMAN
531306098 2006
B B
B C
B B
B C
100 TUTY SYILVIA PIETERS
531306101 2006
A B
C C
B B
B A
101 RAHMAT ABUDIN ISHAK
531306141 2006
A B
B B
B B
B A
102 ODIYUDEX DAULIMA
531306152 2006
C B
A B
B A
B B
103 ANDRI A. POLAMOLO
531306064 2006
A B
B C
A B
B B
104 FEBRIYANTO RIVANDI ISHAK
531306086 2006
B B
B B
B B
B C
105 FEBRIANTO KASIATY
531306107 2006
C B
C C
B C
C C
106 AGIL AHMAD LAKORO
531306129 2006
C B
B C
B C
B A
107 DWI PRIO UTOMO
531306130 2006
B B
B B
B C
C B
108 ALLAN TRI PUTRA AMILIE
531306142 2006
A B
A B
B B
B B
109 SITI ANDINI UTIARAHMAN
531306149 2006
B B
B C
C B
B C
110 IRFANI ZUHRUFILLAH
531306013 2006
C B
B B
A B
C B
111 ASTRI RACHMIATI MALAH
531306020 2006
B B
B C
A A
C B
112 GUSLI PURNAMA HADJU
531306068 2006
C B
B C
C C
C C
113 MERLIN SULEMAN
531306001 2006
C C
B B
A C
C B
114 MELYAN PULOLI
531306007 2006
B B
A C
B C
B B
115 MOHAMAT SAFRI MARADA
531306025 2006
C B
A C
B B
B A
116 ISMAIL THALIB
531306026 2006
C A
B B
B B
B B
117 ZULKIFLI MAHMUD
531306027 2006
A B
C B
C B
C C
118 FADLIYAH MOHAMMAD
531306031 2006
B B
C C
C C
C C
119 ESANTRY K. ABDULLAH
531306033 2006
B B
A B
C C
B A
120 JAFAR LATIF
531306036 2006
A C
B B
C C
C B
121 WINDHI MB TAHA
531306040 2006
C C
B B
C C
C C
122 SRI HARTATI LOKIMAN
531306050 2006
C B
B B
C A
B B
123 ANDI BESSE S.Y.
531306051 2006
B B
A B
A B
B C
124 FITRIA ALVIONITA YUSUF
531306053 2006
B B
B C
A B
B B
125 ADHITYA R. PENAK
531306054 2006
A B
A C
B B
B B
126 ZULKIFLI ABD. KARIM
531306055 2006
C B
A C
A B
B A
127 MOHAMAD RONALD USMAN
531306059 2006
B B
B C
B B
B B
128 SUZANA ALI YUSUF
531306060 2006
B B
C C
A B
C C
129 ZAINUDIN MARALI
531306066 2006
B B
B C
A B
B B
130 NUR OKTAVIN IDRIS
531306072 2006
B B
B B
C B
C B
131 FRISTHIAN AMELIA ILAHUDE
531306073 2006
B B
B B
C B
C C
132 NURAIN ANGGREINI ARSYAD
531306074 2006
B B
B B
B B
C C
133 OLWIN BUHELI
531306076 2006
B B
B C
A B
B B
134 SHENDY YULISTYA S.
531306077 2006
C B
B B
C B
B B
135 ALMAWATI NTOI
531306097 2006
C B
A C
B B
B A
136 RAHMAWATI HASAN
531306099 2006
C A
B B
B B
B B
Lampiran 1 Lanjutan
NO NAMA MAHASIWA
SEMESTER 2 IPK
LAMA STUDI TAHUN
9 10
11 12
13 14
15 16
93 GUSTAB MUSTOFA BOTUTIHE
C A
B B
B B
B B
3.35 3.5
94 NUR SEPTIANI ACHMAD
A B
C C
B C
B C
2.47 3.5
95 AGUNG PRAYITNO LAHATI
A B
A B
C B
B B
3.44 3.5
96 SRIRAHAYU ERAKU
C B
A A
C A
B B
3.55 3
97 IYEN OCTAVIANY TAHA
B B
A B
C B
C B
3.22 3.5
98 NURAIN MOHI
C B
A A
C B
B B
3.61 3.5
99 INDRIYATI SULEMAN
B B
C C
C C
C C
2.72 3.5
100 TUTY SYILVIA PIETERS
A A
B A
C A
A B
3.69 3.5
101 RAHMAT ABUDIN ISHAK
A A
A A
C A
B B
3.52 3
102 ODIYUDEX DAULIMA
B B
B B
C A
B B
3.11 3.5
103 ANDRI A. POLAMOLO
C B
B B
B C
B B
3 3.5
104 FEBRIYANTO RIVANDI ISHAK
B B
C C
C C
C C
2.71 3.5
105 FEBRIANTO KASIATY
B B
B C
C C
B B
2.5 3.5
106 AGIL AHMAD LAKORO
A B
C A
C B
B B
3.57 3
107 DWI PRIO UTOMO
C B
B B
B C
A B
2.83 3.5
108 ALLAN TRI PUTRA AMILIE
B B
A B
C B
C B
3.33 3.5
109 SITI ANDINI UTIARAHMAN
B B
C C
C B
B B
2.65 3.5
110 IRFANI ZUHRUFILLAH
A C
A B
B B
B C
3.2 3.5
111 ASTRI RACHMIATI MALAH
A B
B B
C A
B B
2.8 3.5
112 GUSLI PURNAMA HADJU
B B
B C
B B
B B
2.4 3.5
113 MERLIN SULEMAN
B B
B B
B B
C C
3.29 3.5
114 MELYAN PULOLI
A B
A B
B B
B B
2.86 3.5
115 MOHAMAT SAFRI MARADA
B B
A A
B C
C B
3.61 3
116 ISMAIL THALIB
C A
B B
B B
B B
3,00 3.5
117 ZULKIFLI MAHMUD
A B
C C
B C
B C
2.56 3.5
118 FADLIYAH MOHAMMAD
B C
B C
C B
C C
2.62 3.5
119 ESANTRY K. ABDULLAH
C B
A A
C B
B B
3.65 3
120 JAFAR LATIF
B B
B B
C A
B B
2.9 3.5
121 WINDHI MB TAHA
C C
B C
C A
B C
2.25 3.5
122 SRI HARTATI LOKIMAN
A B
B B
B B
B C
2.85 3.5
123 ANDI BESSE S.Y.
C B
B C
C C
C B
2.72 3.5
124 FITRIA ALVIONITA YUSUF
A B
B B
C B
B C
2.91 3.5
125 ADHITYA R. PENAK
B C
B B
A A
B B
3.03 3.5
126 ZULKIFLI ABD. KARIM
A B
A A
C B
B B
3.55 3
127 MOHAMAD RONALD USMAN
A C
B B
B C
C C
2.97 3.5
128 SUZANA ALI YUSUF
C C
B C
B C
C C
2.38 3.5
129 ZAINUDIN MARALI
B B
B B
A A
B B
3 3.5
130 NUR OKTAVIN IDRIS
A A
B B
B A
B A
3.18 3.5
131 FRISTHIAN AMELIA ILAHUDE
B C
C C
C B
B B
2.73 3.5
132 NURAIN ANGGREINI ARSYAD
A B
B C
C B
B C
2.65 3.5
133 OLWIN BUHELI
A B
B B
B B
B B
3.16 3.5
134 SHENDY YULISTYA S.
A B
B B
B B
B B
3.12 3.5
135 ALMAWATI NTOI
A B
A A
B A
B C
3.56 3
136 RAHMAWATI HASAN
B C
B B
B B
B B
3.33 3.5
Lampiran 1 Lanjutan
NO NAMA MAHASIWA
NIM THN ANGKATAN
SEMESTER 1 1
2 3
4 5
6 7
8
137 YULISTIANI LAHATI
531306100 2006
A B
C B
C B
C C
138 ASTUTI MUCHSIN
531306104 2006
B B
C C
C C
C C
139 WIDYASTUTI SYAFII
531306105 2006
B B
A B
C C
B A
140 MOHAMAD H. PEMBENGO
531306108 2006
A C
B B
C C
C B
141 AYU WIDYA NINGRUM
531306116 2006
C C
B B
C C
C C
142 LIA WIDYASTUTY L
531306128 2006
C B
B B
C A
B B
143 NOVIE RIZKI J. S. AKILI
531306131 2006
A B
A C
B B
B A
144 CITRA YESIE
531306132 2006
B B
B B
A B
B B
145 MEGAWATI MAKALALAG
531306139 2006
B C
B C
B C
C C
146 MAAWIYAH PULUHULAWA
531306145 2006
A B
B B
B B
C B
147 RINTO HURADJU
531306153 2006
C B
B C
C C
B C
148 AWALUDIN ABDULLAH
531306006 2006
C A
B C
B B
B A
149 JEPRI LUAWO
531306078 2006
A A
A A
A A
A A
150 PANJI RAMDHAN HADJARATIE
531306134 2006
A A
B A
B B
B B
151 RAHMAT KIRAMAN
531306023 2006
B B
C C
C C
C B
152 ARMAN VAN GOBEL
531306125 2006
B C
A B
C B
C B
153 ASRIN ABDULLAH
531306057 2006
B B
C C
B B
B C
154 SYAHRUL JUSUF DIEN
531306046 2006
A C
A B
B B
C B
155 YAYAN ANDI
531306061 2006
B B
A C
B B
B A
156 JUNAIDI DJAU
531306039 2006
A C
B C
C B
B B
157 SULEMAN RAHMAN
531306052 2006
C C
C C
C B
B A
158 SISNAWATY MOKOAGOW
531306143 2006
B B
B C
B B
B C
159 HERLIN MOBILIU
531306035 2006
A B
C C
B B
B A
160 BASTIAN HASAN
531306093 2006
A B
B B
B C
C C
161 FEBRY LIHAWA
531306005 2006
A A
A A
A B
A A
162 HASTUN
531306114 2006
A B
B B
B B
C B
163 JERI SAMAN
531306111 2006
A A
A A
A B
B B
164 MOH. RUDIANSYAH LIHAWA
531306043 2006
A B
B C
B B
C B
165 RATNO Y. GANI
531306126 2006
C C
B C
A B
C C
166 REBECCA A. BANYAMIN
531306146 2006
C C
B C
A C
C C
167 MUCHLAS HALA
531307070 2007
A B
B B
B B
B B
168 FITRIYANI LATIF
531307028 2007
A B
B B
B B
B B
169 ANCU ASNAWI
531307008 2007
B C
C B
C B
B C
170 ARLAN AHMAD
531307013 2007
B B
B B
A A
B B
171 ARNI ALBERT
531307014 2007
C B
B B
B B
B A
172 BAYU RISKIE ISHAK
531307013 2007
B B
B C
B A
B B
173 EKA DANGKUA
531307019 2007
C B
B B
B B
B B
174 FENRIYANTI LAYA
531307025 2007
A B
B B
B A
B B
175 FITRIANINGSIH TAHA
531307029 2007
B C
C C
C C
C C
176 HERMANTO ABUBAKAR
531307035 2007
C B
B B
B B
A A
177 HIDAYAT ILAHUDE
531307037 2007
C C
B C
A C
C C
178 IDHYTA R. PADIKU
531307038 2007
B B
B C
B B
B A
179 IVANNA DIAN LAHAY
531307042 2007
C C
C B
B B
B B
180 JEFRIYANTO DJAFAR
531307043 2007
A C
B B
B B
B B
181 LOLIS KOBI
531307048 2007
B B
B B
B B
B B
182 MEGAWATI LIHAWA
531307049 2007
A C
B B
B B
B C
Lampiran 1 Lanjutan
NO NAMA MAHASIWA
SEMESTER 2 IPK
LAMA STUDI TAHUN
9 10
11 12
13 14
15 16
137 YULISTIANI LAHATI
B B
B C
C B
B B
2.64 3.5
138 ASTUTI MUCHSIN
C B
B C
C C
C C
2.59 3.5
139 WIDYASTUTI SYAFII
A A
B A
C A
A B
3.65 3
140 MOHAMAD H. PEMBENGO
A A
B B
A B
B B
3.13 3.5
141 AYU WIDYA NINGRUM
B B
C C
C B
B B
2.7 3.5
142 LIA WIDYASTUTY L
A C
B B
C C
B B
3.18 3.5
143 NOVIE RIZKI J. S. AKILI
C C
C A
C C
B B
3.59 3
144 CITRA YESIE
C B
A B
B B
A B
2.96 3.5
145 MEGAWATI MAKALALAG
B B
C C
C A
B C
2.57 3.5
146 MAAWIYAH PULUHULAWA
B B
B B
C A
B B
2.85 3.5
147 RINTO HURADJU
B B
B C
B C
B C
2.7 3.5
148 AWALUDIN ABDULLAH
B B
A A
B C
C B
3.61 3
149 JEPRI LUAWO
A B
C A
C B
B B
3.75 3
150 PANJI RAMDHAN HADJARATIE
C B
B B
B C
A B
3.12 4
151 RAHMAT KIRAMAN
A B
B B
B B
B B
3.08 4
152 ARMAN VAN GOBEL
A B
B B
B B
B B
3.05 4
153 ASRIN ABDULLAH
B B
B C
C B
B B
2.74 4
154 SYAHRUL JUSUF DIEN
B B
B B
C B
B B
2.87 4
155 YAYAN ANDI
A A
B A
C A
A A
3.68 3
156 JUNAIDI DJAU
A A
B B
C A
B B
2.8 4
157 SULEMAN RAHMAN
B B
B A
C B
B C
3.53 4
158 SISNAWATY MOKOAGOW
C C
B C
B C
C C
2.71 4
159 HERLIN MOBILIU
C A
B A
C B
B B
3.64 4
160 BASTIAN HASAN
C B
B C
B A
B B
2.45 4.5
161 FEBRY LIHAWA
B A
B A
B B
B C
3.52 3
162 HASTUN
A C
B B
A B
B B
2.78 4.5
163 JERI SAMAN
B B
B B
B A
A B
2.89 4.5
164 MOH. RUDIANSYAH LIHAWA
A C
A B
B B
B C
3.05 4.5
165 RATNO Y. GANI
C B
C C
C B
C C
2.5 4.5
166 REBECCA A. BANYAMIN
B B
B C
B B
B C
2.64 4.5
167 MUCHLAS HALA
C C
B B
B A
C C
3.48 3.5
168 FITRIYANI LATIF
B B
B B
B A
B B
3.11 3.5
169 ANCU ASNAWI
B B
B C
B B
C C
2.72 3.5
170 ARLAN AHMAD
A C
B B
C C
B B
2.85 3.5
171 ARNI ALBERT
A A
B A
C A
B B
3.58 3
172 BAYU RISKIE ISHAK
A C
B B
B C
C C
2.81 3.5
173 EKA DANGKUA
B C
A B
B C
B C
3.23 3.5
174 FENRIYANTI LAYA
B B
B B
A C
B B
2.77 3.5
175 FITRIANINGSIH TAHA
C B
B C
B A
B C
2.74 3.5
176 HERMANTO ABUBAKAR
C B
B A
B B
B A
3.66 3
177 HIDAYAT ILAHUDE
B B
C C
B B
B B
2.7 3.5
178 IDHYTA R. PADIKU
A A
A A
A A
B A
3.53 3
179 IVANNA DIAN LAHAY
B B
B B
B C
B C
3.25 3.5
180 JEFRIYANTO DJAFAR
B B
C B
C B
B B
2.76 3.5
181 LOLIS KOBI
C C
B B
B B
B B
3.06 3.5
182 MEGAWATI LIHAWA
C C
B C
C A
B C
2.6 3.5
Lampiran 1 Lanjutan
NO NAMA MAHASIWA
NIM THN ANGKATAN
SEMESTER 1 1
2 3
4 5
6 7
8
183 MERLIN SULEMAN
531307052 2007
A C
B A
B B
B B
184 MERLIN S. NURKAMIDEN
531307051 2007
B B
B A
A B
B B
185 M. ARDIANSYAH LAHAY
531307057 2007
B B
B C
B B
B A
186 M. RAMDHAN KALUKU
531307053 2007
A C
A B
A B
B B
187 MOH. ZUHDI SINO
531307068 2007
A C
B C
C B
B B
188 MOH. ZULFIKAR KAMARU
531307069 2007
A A
B C
A A
B A
189 NANA FITRIANA PAKAJA
531307074 2007
A A
A C
A B
B A
190 NOFRIYENI BENTU
531307079 2007
B B
C C
B C
C C
191 NOVITA AMELIA RAHMAN
531307078 2007
B B
C C
C B
C B
192 NUR MAYA DJAFAR
531307081 2007
B B
A A
A A
B B
193 NURAIN KASIM
531307082 2007
B C
B A
A B
B B
194 NURLAILA S. MAKU
531307083 2007
B C
B B
B B
C C
195 OYIN KASIM
531307084 2007
A C
B B
B C
B B
196 PRASISCA EKA WAHYUNI
531307085 2007
B B
A B
A B
A B
197 PUPUT A. KANTUA
531307086 2007
A A
B A
A A
B B
198 RACHMAD A. IPANGO
531307087 2007
A B
B A
B C
B B
199 RAHMAT L. LANTAPA
531307088 2007
A B
B A
A B
B B
200 REBERT TANDALI
531307091 2007
A C
B A
B B
B B
201 RIANSYAHFITRI
531307093 2007
A A
B A
A A
B B
202 RUSDIANTO MASPEKE
531307102 2007
C C
B B
C B
B C
203 SARTIKA DEWI DUNGGIO
531307103 2007
A A
B A
A A
B B
204 SINTA SULEMAN
531307108 2007
B C
C A
B B
B B
205 SRI WAHYUNI NASARU
531307109 2007
C C
B C
A C
C C
206 SUNARTI ODJA
531307113 2007
B C
B B
B B
B C
207 TASLIMA KAHAR
531307116 2007
B B
C C
C B
C B
208 TRIS SAHRIA PULUALA
531307119 2007
B B
C C
C C
C C
209 VINA AGUSTINA IGIRISA
531307120 2007
A C
B B
B C
B B
210 VIVIANA A. MAKSUM
531307121 2007
A C
C A
B B
B C
211 WAHYUNINGRUM TARSUN
531307122 2007
A B
A C
B A
B A
212 WERBIN KUSNO
531307123 2007
A A
B B
A B
A B
213 WIWIN IPANGO
531307124 2007
A A
B B
A B
B A
214 YUNITA OKTIVANI YUNUS
531307125 2007
B B
B A
B B
B A
215 YUSNIARTO DATUNSOLANG
531307126 2007
C C
C B
B B
B B
216 ZULKARNAIN LAMATENGGO
531307128 2007
C B
B B
A A
B B
Lampiran 1 Lanjutan
NO NAMA MAHASIWA
SEMESTER 2 IPK
LAMA STUDI TAHUN
9 10
11 12
13 14
15 16
183 MERLIN SULEMAN
B B
B B
C B
B B
2.81 3.5
184 MERLIN S. NURKAMIDEN
A A
B B
C A
A A
3.14 3.5
185 M. ARDIANSYAH LAHAY
C B
B A
B B
B A
3.59 3
186 M. RAMDHAN KALUKU
B B
B B
C B
B B
3.04 3.5
187 MOH. ZUHDI SINO
B B
B B
C B
B B
3.34 3.5
188 MOH. ZULFIKAR KAMARU
A B
A A
C B
A B
3.63 3
189 NANA FITRIANA PAKAJA
B B
B A
C B
B B
3.59 3
190 NOFRIYENI BENTU
B C
C C
B C
B B
2.74 3.5
191 NOVITA AMELIA RAHMAN
A B
B B
C B
B C
3.01 3.5
192 NUR MAYA DJAFAR
A A
B B
A A
A B
3.45 3.5
193 NURAIN KASIM
B B
B B
B B
B B
2.97 3.5
194 NURLAILA S. MAKU
B B
C C
B B
B B
2.67 3.5
195 OYIN KASIM
B A
B B
C A
B B
2.99 3.5
196 PRASISCA EKA WAHYUNI
A C
B B
B B
C B
2.99 3.5
197 PUPUT A. KANTUA
B B
C B
C C
C C
2.91 3.5
198 RACHMAD A. IPANGO
B B
A B
A A
A B
2.95 3.5
199 RAHMAT L. LANTAPA
B B
C B
C C
B C
3.08 3.5
200 REBERT TANDALI
B B
C B
C C
B C
2.84 3.5
201 RIANSYAHFITRI
B C
B B
A A
B B
3.01 3.5
202 RUSDIANTO MASPEKE
A B
B C
B C
B B
2.34 3.5
203 SARTIKA DEWI DUNGGIO
A C
B B
B B
C B
3.35 3.5
204 SINTA SULEMAN
A A
B B
B A
B A
2.91 3.5
205 SRI WAHYUNI NASARU
B B
B C
C C
B C
2.5 3.5
206 SUNARTI ODJA
A B
B C
C C
B C
2.58 3.5
207 TASLIMA KAHAR
B C
B B
B C
C C
3.05 3.5
208 TRIS SAHRIA PULUALA
C C
B C
C A
C C
2.3 3.5
209 VINA AGUSTINA IGIRISA
B B
C B
C C
C C
2.95 3.5
210 VIVIANA A. MAKSUM
B C
B C
C C
C C
2.7 3.5
211 WAHYUNINGRUM TARSUN
C B
B A
B B
B B
3.55 3
212 WERBIN KUSNO
B B
A B
C B
B B
2.76 3
213 WIWIN IPANGO
B B
B A
C B
B B
3.6 3
214 YUNITA OKTIVANI YUNUS
C B
B A
B B
B B
3.59 3
215 YUSNIARTO DATUNSOLANG
B B
C B
C C
B C
2.87 3.5
216 ZULKARNAIN LAMATENGGO
A C
A B
B B
B C
2.8 3.5
Keterangan : 1 = Pendidikan Agama
9 = Bahasa Inggris 2 = Bahasa Indonesia
10 = Konsep Sistem Informasi 3 = Pemrograman 1
11 = Dasar Manajemen Bisnis 4 = Sistem Operasi
12 = Aljabar Vektor dan Matriks 5 = Matematika
13 = Pengantar Instalasi Komputer 6 = Pengantar Sistem Komputer
14 = Pemrograman 2 7 = Paket Program Aplikasi
15 = Pengantar Teknologi Informasi 8 = Algoritma dan Struktur Data
16 = Desain Grafis
Lampiran 2 Detail Proses Pembelajaran pada Model Prediksi Indeks Prestasi Kumulatf MPIPK
NO NAMA MAHASIWA
NIM THN ANGKATAN
SEMESTER 1 1
2 3
4 5
6 7
8
1 ABDUL HARIS ARUMASI
531308001 2008
C B A B B A B B 2
ANTY PUSPITA SARI 531308002
2008 A B B C A B B B
3 APRILYA DUNGGIO
531308003 2008
B B B B B B D C 4
BERLY NAYOAN 531308004
2008 C B C C B C C C
5 BODI M. KONI
531308005 2008
C B B C B C B A 6
CENDY LEDYSTIARTY 531308006
2008 B B B B B C C B
7 CORNELLA YUNINGSI LAKORO
531308007 2008
A B A B B B B B 8
FADLI H. GUAMO 531308008
2008 D B B C C B B C
9 FADLI TALAA
531308009 2008
C B B B A B C B 10
FIRMAN BUDI SANTOSO 531308010
2008 B B B C A A C B
11 FITRI APRIANI TOONAW
531308011 2008
C B B E C C C C 12
HAFRILLA GESTY TOLINGGI 531308012
2008 C C B B A C C B
13 IRPAN RIZKI
531308013 2008
B B A C B C B B 14
LUNGKY ABBAS 531308014
2008 C B A C B B B A
15 MEILIN KASIM
531308015 2008
C A B B B B B B 16
MELKY S. POLAMOLO 531308016
2008 B B A B C C B A
17 NOVA SABATINI SITANGGANG
531308017 2008
A C B B C C C B 18
NOVRIN TOBUNGGU 531308018
2008 C C B B C C C C
19 PEBRIYANTO Y. MAKSUM
531308019 2008
C B B B C A B B 20
RADEN SUTOWIJOYO HIMAN 531308020
2008 A B B B B B B B
21 RAMDAN HATLAH
531308021 2008
A B B B B B B B 22
RAMLI MOBONGGI 531308022
2008 B C D B C B B C
23 REZALDI SIDIKI
531308023 2008
B B B B A A B B 24
RIFKA NUR DESIANA GANI 531308024
2008 C B B B B B B A
25 RINI RIZKIYANA KADILI
531308025 2008
B B B C B A B B 26
RIRIN ANGGRIANI PODU 531308026
2008 C B B B B B B B
27 RISKO RUCHBAN
531308027 2008
A B B B B A B B 28
SEPTIYANI W. TIYON 531308028
2008 B C C C D C C C
29 SIDDIK PRAMONO S. ISMAIL
531308029 2008
C B B B B B A A 30
SINGGIH PRIYONO RIVAI 531308030
2008 C C B C A C C C
31 SRI INDRAHAYU DALIWA
531308031 2008
B B B C B B B A 32
SRI UNUNG S. RAUF 531308032
2008 B D B A C B B B
33 STEVEN RIDWAN ABADI
531308033 2008
B B C B B B B C 34
SULTIYA BANO 531308034
2008 B B B C B B B B
35 SYAIFUL NAZAR INAKU
531308035 2008
B C D C C C B B 36
TRI SUTRISNO ULI 531308036
2008 B C C B B C C B
37 VICTOR LAMENDATU
531308037 2008
A B A C B B B A 38
YUDITHA CYNTHIA SALINDEHO 531308038
2008 B B B B A B B B
39 YULIANTI HUMONGGIO
531308039 2008
B C B C B C C C 40
ZAKKI G. ALAMRI 531308040
2008 A B B B B B C B
41 ZULHAM BIN RAIS DARISE
531308041 2008
C B B C C C B C
Lampiran 2 Lanjutan
NO NAMA MAHASIWA
SEMESTER 2 9
10 11
12 13
14 15
16
1 ABDUL HARIS ARUMASI
B B
B B
C A
B B
2 ANTY PUSPITA SARI
C B
B B
B C
B B
3 APRILYA DUNGGIO
B B
C C
C C
C C
4 BERLY NAYOAN
B B
B C
C C
D B
5 BODI M. KONI
A B
C A
C B
B B
6 CENDY LEDYSTIARTY
C B
B B
B C
A B
7 CORNELLA YUNINGSI LAKORO
B B
A B
C B
C B
8 FADLI H. GUAMO
B B
C C
C B
B B
9 FADLI TALAA
A C
A B
B B
B C
10 FIRMAN BUDI SANTOSO
A B
B B
C A
B B
11 FITRI APRIANI TOONAW
B B
B C
B D
B B
12 HAFRILLA GESTY TOLINGGI
B B
B B
B B
C C
13 IRPAN RIZKI
A B
A B
B B
B B
14 LUNGKY ABBAS
B B
A A
B C
C B
15 MEILIN KASIM
C A
B B
B B
B B
16 MELKY S. POLAMOLO
A A
B A
C A
A B
17 NOVA SABATINI SITANGGANG
A A
B B
A B
B B
18 NOVRIN TOBUNGGU
B B
E C
C B
B B
19 PEBRIYANTO Y. MAKSUM
A C
B B
C C
B B
20 RADEN SUTOWIJOYO HIMAN
C C
B B
B A
C C
21 RAMDAN HATLAH
B B
B B
B A
B B
22 RAMLI MOBONGGI
B B
B C
B B
C C
23 REZALDI SIDIKI
A C
B B
C C
B B
24 RIFKA NUR DESIANA GANI
A A
B A
C A
B B
25 RINI RIZKIYANA KADILI
A C
B B
B C
C C
26 RIRIN ANGGRIANI PODU
B C
A B
B C
B C
27 RISKO RUCHBAN
B B
B B
A C
B B
28 SEPTIYANI W. TIYON
C B
B C
B A
B C
29 SIDDIK PRAMONO S. ISMAIL
C B
B A
B B
B A
30 SINGGIH PRIYONO RIVAI
B B
C C
B B
B B
31 SRI INDRAHAYU DALIWA
A A
A A
A A
B A
32 SRI UNUNG S. RAUF
B B
B B
B B
B B
33 STEVEN RIDWAN ABADI
A C
B C
B B
B B
34 SULTIYA BANO
A C
B B
A B
B B
35 SYAIFUL NAZAR INAKU
B C
C B
D C
C B
36 TRI SUTRISNO ULI
B B
A B
B A
B A
37 VICTOR LAMENDATU
C C
C A
C C
B B
38 YUDITHA CYNTHIA SALINDEHO
C B
A B
B B
A B
39 YULIANTI HUMONGGIO
B B
C C
C A
B C
40 ZAKKI G. ALAMRI
B B
B B
C A
B B
41 ZULHAM BIN RAIS DARISE
B B
B C
B C
B C
Lampiran 2 Lanjutan
NO NAMA MAHASIWA
NIM THN ANGKATAN
SEMESTER 1 1
2 3
4 5
6 7
8
42 SULTAN VAN SOLANG
531309001 2009
A A
A A
A B
A A
43 ABDUL WAHID RAUF
531309002 2009
A B
B D
B B
C B
44 IHSAN DIKO
531309003 2009
A A
A A
A B
B B
45 BAMBANG RIFALDY USMAN
531309004 2009
A B
B C
B B
C B
46 RAHMAD HADJARATI
531309005 2009
C C
B C
A E
C C
47 BUYUNG H. ISMAIL
531309006 2009
D C
B C
A C
C C
48 VIVI WIKA I. MURSALIN
531309007 2009
A C
B B
B C
B B
49 UMI HANIFAH
531309008 2009
A C
C C
B B
B C
50 FITRIYANTO IBRAHIM
531309009 2009
A B
A C
B A
B A
51 MARIA SISKA TANAIYO
531309010 2009
A A
B B
A B
A B
52 MUNAWIR SAENONG D.
531309011 2009
A A
B B
A B
B A
53 MOH. IKHSAN W. UTIARAHMAN
531309012 2009
B B
B A
A B
B B
54 LILAN H MAMULA
531309013 2009
B B
B C
B B
B A
55 AZIZA SAFARINA SAID
531309014 2009
A C
A B
A B
B B
56 ZUPRIANTO MOINTI
531309015 2009
A C
B C
C B
B B
57 ADITHYA A. S. KUM
531309016 2009
A A
B C
A A
B A
58 ANDHIKA NOVRANDI SINABA
531309017 2009
A A
A C
A B
B A
59 ISKANDAR HUSAIN
531309018 2009
B B
C C
D C
C C
60 MARTEN VERDINAN TAROREH
531309019 2009
B B
C C
C B
C B
61 SYUKRI UTIARAHMAN
531309020 2009
B B
A A
A A
B B
62 DEFCHI CH ISMAIL
531309021 2009
B C
B A
A B
B B
63 EKI JUNIFARI ISA
531309021 2009
B C
B B
B B
C C
64 INDRA WANGSA SIDIKI
531309023 2009
A C
B B
B C
B B
65 SRI WULAN LIPUTO
531309024 2009
B B
A B
A B
A B
66 JEFRY LEONARDO NASIBOE
531309025 2009
B B
A C
B B
C B
67 DADANG NUSA
531309026 2009
A B
B C
C B
C C
68 ZAINUDIN UMAR
531309027 2009
D C
B D
C C
C C
69 RIVAI LAIMA
531309028 2009
B B
B C
B B
B B
70 MERISKA YASIN
531309029 2009
A B
B B
C C
C A
71 MOH. ZULKIFLI IGIRISA
531309030 2009
A C
A B
A B
B B
72 NOVALIN F KUN
531309031 2009
A C
B C
C B
B B
73 MOH. I FAZRIN H. PANIGORO
531309032 2009
A A
B C
A A
B A
74 IMRAN DATAU
531309033 2009
A A
A C
A B
B A
75 AKBAR HIDAYAT HUSAIN
531309034 2009
B B
C C
B C
C C
76 IKMALIA PAHU
531309035 2009
B B
C C
C B
C B
77 DWI CAHYANTONO
531309036 2009
B B
A A
A A
B B
78 FIKEL GODIANTO
531309037 2009
B C
B A
A B
B B
79 DZULKIFLI MOODUTO
531309038 2009
A C
B B
B C
B B
80 SRI RAHAYU LIPUTO
531309039 2009
A C
B B
B B
B B
81 ABDUL KADIR SALEH
531309040 2009
A A
A A
A A
A A
82 ARHAM MOKOAGOW
531309041 2009
A A
B A
B B
B B
Lampiran 2 Lanjutan
NO NAMA MAHASIWA
SEMESTER 2 9
10 11
12 13
14 15
16
42 SULTAN VAN SOLANG
B A
B A
B B
B C
43 ABDUL WAHID RAUF
A C
B B
A B
B B
44 IHSAN DIKO
B D
B B
B A
A B
45 BAMBANG RIFALDY USMAN
A C
A B
B B
B C
46 RAHMAD HADJARATI
C B
C C
D B
C C
47 BUYUNG H. ISMAIL
B B
B C
B B
B C
48 VIVI WIKA I. MURSALIN
B B
C B
C C
C C
49 UMI HANIFAH
D C
B C
C C
C E
50 FITRIYANTO IBRAHIM
C B
B A
B B
B B
51 MARIA SISKA TANAIYO
B B
A B
C B
B B
52 MUNAWIR SAENONG D.
B B
B A
C B
B B
53 MOH. IKHSAN W. UTIARAHMAN
A A
B B
C A
A A
54 LILAN H MAMULA
C B
E A
B B
B A
55 AZIZA SAFARINA SAID
B B
B B
C E
B B
56 ZUPRIANTO MOINTI
B B
D B
C B
B B
57 ADITHYA A. S. KUM
A B
A A
C B
A B
58 ANDHIKA NOVRANDI SINABA
B B
B A
C B
B B
59 ISKANDAR HUSAIN
B C
D C
B C
B E
60 MARTEN VERDINAN TAROREH
A B
B B
C B
B C
61 SYUKRI UTIARAHMAN
A A
B B
A A
A B
62 DEFCHI CH ISMAIL
B B
B B
B B
B B
63 EKI JUNIFARI ISA
B B
C C
B B
B B
64 INDRA WANGSA SIDIKI
B A
B B
C A
B B
65 SRI WULAN LIPUTO
A C
B B
B B
C B
66 JEFRY LEONARDO NASIBOE
A B
B B
A A
B B
67 DADANG NUSA
B B
E C
C D
B B
68 ZAINUDIN UMAR
A C
B E
C C
B C
69 RIVAI LAIMA
B B
B B
C B
B B
70 MERISKA YASIN
A A
B A
C A
A A
71 MOH. ZULKIFLI IGIRISA
B B
C B
C C
C C
72 NOVALIN F KUN
D C
A B
B C
B C
73 MOH. I FAZRIN H. PANIGORO
A A
A A
C A
B B
74 IMRAN DATAU
B B
B A
A B
B B
75 AKBAR HIDAYAT HUSAIN
B D
D C
C B
C C
76 IKMALIA PAHU
B B
B B
B B
B B
77 DWI CAHYANTONO
B C
A B
B B
B B
78 FIKEL GODIANTO
B C
C B
B B
C C
79 DZULKIFLI MOODUTO
B C
B B
B C
C C
80 SRI RAHAYU LIPUTO
A B
B B
B B
B C
81 ABDUL KADIR SALEH
A B
C A
C B
B B
82 ARHAM MOKOAGOW
C B
B B
B C
A B
Lampiran 2 Lanjutan
NO NAMA MAHASIWA
NIM THN ANGKATAN
SEMESTER 1 1
2 3
4 5
6 7
8
83 ADITYA P. MAHADJANI E
531309042 2009
B B
C C
C C
C B
84 MOHAMAD YUSRIANTO ANGIO
531309043 2009
B C
A B
C B
C B
85 IRFAN HUNTU
531309044 2009
B B
C C
B B
B C
86 ZAINAL HANAPI
531309045 2009
A C
A B
B B
C B
87 EDI PRAWITO
531309046 2009
A A
B A
A A
B B
88 HADI PRATOMO
531309047 2009
C C
B B
C B
B C
89 PRAMA FIRMANSAH BADU
531309048 2009
A A
B A
A A
B B
90 TOMMY SIGIT POIYO
531309050 2009
B C
C A
B B
B B
91 SITTI WRIYAMTI LAHIDJUN
531309051 2009
C C
B C
A C
C C
92 MUHAMMAD RIDWAN H
531309052 2009
B C
B B
B B
B C
93 ADRIYANTO MONOARFA
531309054 2009
B B
E C
C B
C B
94 FAHMI R. ABAS
531310001 2010
A A
B E
A A
A B
95 KHALID J. SANAU
531310002 2010
C B
B B
A B
C C
96 NUR LAILA PADE
531310003 2010
C B
B B
B B
B C
97 INKA YULIANINGSIH AHMAD
531310004 2010
B B
B A
C B
B B
98 MUTIA RAHMATIA HIPPY
531310005 2010
A B
D C
B B
C B
99 FEBRIANTI T. NGGULE
531310006 2010
D C
B C
A B
C C
100 ROSNAWATI HARUN
531310007 2010
C C
B C
A C
D C
101 FADLI ARBIE
531310008 2010
A B
B B
B B
B B
102 NELVA ALAMTAHA
531310009 2010
A B
B B
B B
B B
103 GHEBY SHINTIA MAHMUD
531310010 2010
B D
C B
D B
B C
104 BAHAR
531310011 2010
B B
B B
B D
C C
105 RAHMAD GALAI
531310012 2010
A B
C D
C B
B A
106 FATMAWATI S. TAHIR
531310013 2010
B B
B B
C B
C B
107 SISKAWATI BATALIPU
531310014 2010
A A
A A
A B
B B
108 MUH. FAHMI PULOLI
531310015 2010
A B
B C
B B
D B
109 DINA LUSIA
531310016 2010
C C
B C
A B
C C
110 SOFYANDI SALEH
531310017 2010
D C
B C
A C
C C
111 RETNO LAKORO
531310018 2010
A C
B B
B C
B B
112 HARIS THALIB
531310019 2010
A C
D A
B B
B C
113 FIRMAN AFANDI YUNUS
531310020 2010
A B
A D
B A
B A
114 ARDIANSYAH PUTRA NASARU
531310021 2010
A A
B B
A B
A B
115 FAHRURIZAL LAMAKE
531310022 2010
A A
B B
A B
B A
116 MH. RENDY IMULLAH
531310023 2010
A B
A C
B B
B A
117 IMRMA SEPTIANY ISHAK
531310024 2010
B B
B B
A B
B B
118 SRI PUSPITA BADU
531310025 2010
B E
B C
B C
C C
119 ARWAN LAWADJO
531310026 2010
A B
B B
D B
C B
120 AYIS ABDULLAH
531310027 2010
C B
B C
C D
B C
121 IRWAN POMALANGO
531310028 2010
D A
B C
B B
B A
122 FRANGKI MAMU
531310029 2010
A A
A A
A A
A A
123 BOBY ANGRIAWAN HINTA
531310030 2010
A A
B A
B B
B B
124 ABD. HAKIM GOBEL
531310031 2010
B B
E C
C C
C B
Lampiran 2 Lanjutan
NO NAMA MAHASIWA
SEMESTER 2 9
10 11
12 13
14 15
16
83 ADITYA P. MAHADJANI E
A B
B B
B B
B B
84 MOHAMAD YUSRIANTO ANGIO
A B
B B
B B
B B
85 IRFAN HUNTU
B B
B C
C B
B B
86 ZAINAL HANAPI
B B
B B
C B
B B
87 EDI PRAWITO
B C
B B
A A
B B
88 HADI PRATOMO
D B
B C
B D
B B
89 PRAMA FIRMANSAH BADU
A C
B B
B B
C B
90 TOMMY SIGIT POIYO
A A
B B
B A
B A
91 SITTI WRIYAMTI LAHIDJUN
B B
B C
C C
B C
92 MUHAMMAD RIDWAN H
A B
E C
C C
B D
93 ADRIYANTO MONOARFA
B C
B B
B C
C C
94 FAHMI R. ABAS
A B
B B
B B
B D
95 KHALID J. SANAU
B B
C C
C B
B B
96 NUR LAILA PADE
D B
B C
B B
D B
97 INKA YULIANINGSIH AHMAD
B B
B B
B B
B B
98 MUTIA RAHMATIA HIPPY
B E
B B
B C
B C
99 FEBRIANTI T. NGGULE
B B
B C
B D
B C
100 ROSNAWATI HARUN
C C
D C
D A
C E
101 FADLI ARBIE
C C
C B
B B
B B
102 NELVA ALAMTAHA
C B
B B
B A
A B
103 GHEBY SHINTIA MAHMUD
C C
B C
B C
B B
104 BAHAR
A B
B C
B B
C C
105 RAHMAD GALAI
A B
E A
C C
B B
106 FATMAWATI S. TAHIR
B B
B B
B E
B E
107 SISKAWATI BATALIPU
B D
B B
B A
A B
108 MUH. FAHMI PULOLI
A C
A B
E B
B C
109 DINA LUSIA
E B
C C
C B
D C
110 SOFYANDI SALEH
B B
B C
B B
B C
111 RETNO LAKORO
B B
C B
C C
C D
112 HARIS THALIB
B C
B C
C C
E C
113 FIRMAN AFANDI YUNUS
C B
B A
B B
B B
114 ARDIANSYAH PUTRA NASARU
B B
A B
C B
B B
115 FAHRURIZAL LAMAKE
B B
B A
C B
B B
116 MH. RENDY IMULLAH
C D
D A
C D
B B
117 IMRMA SEPTIANY ISHAK
E B
A B
B B
A B
118 SRI PUSPITA BADU
B B
C C
C A
B C
119 ARWAN LAWADJO
B B
B B
C A
B B
120 AYIS ABDULLAH
B B
B C
B C
B D
121 IRWAN POMALANGO
B B
A A
B C
E B
122 FRANGKI MAMU
A B
C A
D B
B B
123 BOBY ANGRIAWAN HINTA
C B
B B
B C
A B
124 ABD. HAKIM GOBEL
A B
B B
B B
B D
Lampiran 2 Lanjutan
NO NAMA MAHASIWA
NIM THN ANGKATAN
SEMESTER 1 1
2 3
4 5
6 7
8
125 GFERIYANTO KARIM
531310032 2010
B B
B E
C C
C C
126 MASRONI MASULILA
531310033 2010
B D
B D
C C
C C
127 MEGAWATI UMAR
531310034 2010
B B
C C
D C
C C
128 RAHMAD LAHAY ABDULLAH
531310035 2010
B B
B C
B B
B B
129 SUTRISNO NUSI
531310036 2010
B B
C B
B B
B C
130 WERLI HUSNA
531310037 2010
B B
B C
B B
B B
Lampiran 2 Lanjutan
NO NAMA MAHASIWA
SEMESTER 2 9
10 11
12 13
14 15
16
125 GFERIYANTO KARIM
D D
B C
C C
C C
126 MASRONI MASULILA
B B
E C
C D
C C
127 MEGAWATI UMAR
B B
E C
C B
D C
128 RAHMAD LAHAY ABDULLAH
A B
B B
B B
A B
129 SUTRISNO NUSI
B C
C C
D C
C C
130 WERLI HUSNA
B C
C B
C D
C D
Keterangan : 1 = Pendidikan Agama
9 = Bahasa Inggris 2 = Bahasa Indonesia
10 = Konsep Sistem Informasi 3 = Pemrograman 1
11 = Dasar Manajemen Bisnis 4 = Sistem Operasi
12 = Aljabar Vektor dan Matriks 5 = Matematika
13 = Pengantar Instalasi Komputer 6 = Pengantar Sistem Komputer
14 = Pemrograman 2 7 = Paket Program Aplikasi
15 = Pengantar Teknologi Informasi 8 = Algoritma dan Struktur Data
16 = Desain Grafis
Lampiran 3 Detail Proses Pembelajaran pada Model Prediksi Lama Studi MPLS
Detail hasil pembelajaran dari percobaan dengan arsitektur terbaik pada Model Prediksi Lama Studi MPLS yang memberikan informasi jumlah epoch, MSE
dan waktu pembelajaran adalah : TRAINLM, Epoch 01000, MSE 5.587980.001, Gradient 1061.631e-010
TRAINLM, Epoch 11000, MSE 2.057130.001, Gradient 352.1321e-010 TRAINLM, Epoch 21000, MSE 1.237670.001, Gradient 226.1881e-010
TRAINLM, Epoch 31000, MSE 0.508710.001, Gradient 114.6881e-010 TRAINLM, Epoch 41000, MSE 0.1550570.001, Gradient 45.15461e-010
TRAINLM, Epoch 51000, MSE 0.1281430.001, Gradient 54.50851e-010 TRAINLM, Epoch 61000, MSE 0.07726940.001, Gradient 44.05321e-010
TRAINLM, Epoch 71000, MSE 0.05795820.001, Gradient 23.3711e-010 TRAINLM, Epoch 81000, MSE 0.003372490.001, Gradient 10.85621e-010
TRAINLM, Epoch 91000, MSE 0.0001399840.001, Gradient 0.971161e-010 TRAINLM, Performance goal met.
elapsed_time = 1.3120
Grafik penurunan Error JST sejak awal training sampai tercapainya target
Lampiran 4 Detail Proses Pembelajaran pada Model Prediksi Indeks Prestasi Kumulatif MPIPK
Detail hasil pembelajaran dari percobaan dengan arsitektur terbaik pada Model Prediksi Indeks Prestasi Kumulatif MPIPK yang memberikan informasi jumlah
epoch, MSE dan waktu pembelajaran adalah : TRAINLM, Epoch 01000, MSE 2.071710.001, Gradient 542.8211e-010
TRAINLM, Epoch 11000, MSE 1.578190.001, Gradient 338.3141e-010 TRAINLM, Epoch 21000, MSE 0.9879080.001, Gradient 380.8691e-010
TRAINLM, Epoch 31000, MSE 0.1162730.001, Gradient 151.0681e-010 TRAINLM, Epoch 41000, MSE 0.01017770.001, Gradient 44.26191e-010
TRAINLM, Epoch 51000, MSE 0.0001336440.001, Gradient 4.566841e-010 TRAINLM, Performance goal met.
elapsed_time = 1.8750
Grafik penurunan Error JST sejak awal training sampai tercapainya target
ABSTRACT
LILLYAN HADJARATIE. Artificial Neural Network on graduation rate prediction for Informatic Management diploma students of Gorontalo State University. Under
direction of KUDANG BORO SEMINAR and AZIZ KUSTIYO.
In this research is made a system of student graduation rate prediction using artificial neural network and back propagation method. Predicted graduation rate is
length of study and grade point average. The Input variables is the value of 16 subjects in the first year program. Output variables are 2 categories for the length
of study and 3 categories for grade point average. The aims of this research are to get the best parameters and architecture of artificial neural network, to predict
student graduation rate and to measure the input variable sensitivity. To obtain a convergent learning outcomes, has done some trial and error with several variations
the number of hidden node, learning rate and training function, to generate the high level of data. The result shows, graduation rate prediction using artificial
naural network with back propagation method has good result, which 100.00 validation data generalization and 93.94 testing data generalization for lenght of
study prediction model, and 96.67 validation data generalization and 100 testing data generalization for grade point average prediction model. The best
parameters and architecture from the both of prediction models generated by training in second data group and levenbarg-marquardt training functions. Length
of study prediction model, optimal on learning rate 0.1 and number of hidden node 10, and grade point average prediction models optimal on learning rate 0.05 and
number of hidden node 15. The sensitivity analysis results that subject as input variables, which have the most impact is Aljabar Vector and Matriks.
Keywords : artificial neural network, back propagation, parameter and neural architecture, sensitivity analysis, student graduation rate.