ADLN - Perpustakaan Universitas Airlangga DAFTAR ISI. Halaman

ADLN - Perpustakaan Universitas Airlangga

DAFTAR ISI Halaman HALAMAN JUDUL.......................................................................................... i LEMBAR PERNYATAAN .............................................................................. ii LEMBAR PENGESAHAN NASKAH SKRIPSI ............................................ iii LEMBAR PEDOMAN PENGGUNAAN SKRIPSI........................................ iv KATA PENGANTAR .......................................................................................v UCAPAN TERIMA KASIH ............................................................................ vi ABSTRAK .........................................................................................................x ABSTRACT ..................................................................................................... xi DAFTAR ISI ................................................................................................... xii DAFTAR GAMBAR ..................................................................................... xiv DAFTAR TABEL ......................................................................................... xvii DAFTAR LAMPIRAN ................................................................................ xviii BAB

I

PENDAHULUAN .....................................................................................1 1.1 Latar Belakang ....................................................................................1 1.2 Rumusan Masalah ...............................................................................4 1.3 Tujuan .................................................................................................4 1.4 Manfaat ...............................................................................................4 1.5 Batasan Masalah .................................................................................5 BAB II .............................................................................................. TINJAUAN PUSTAKA .........................................................................................................6 2.1 Sistem Pendukung Keputusan ............................................................6 2.2 Kompetensi .........................................................................................8 2.3 Human Asset Value Mapping ...........................................................10 2.4 Logika Fuzzy ....................................................................................13 2.5 PROMETHEE ..................................................................................19 2.6 Fuzzy-PROMETHEE .......................................................................29

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2.7 Perancangan Sistem ..........................................................................35 BAB III ............................................................................................... METODE PENELITIAN ..................................................................................................40 3.1 Tempat dan Waktu Penelitian ...........................................................41 3.2 Objek Penelitian ................................................................................41 3.3 Metode Pengumpulan Data ...............................................................41 3.4 Metode Pengolahan Data ..................................................................43 3.5 Penyelesaian Masalah dengan Metode Fuzzy-PROMETHEE .........43 3.6 Perancangan Sistem ..........................................................................46 3.7 Implementasi Sistem .........................................................................47 3.8 Evaluasi Sistem .................................................................................47 BAB IVHASIL

DAN

PEMBAHASAN ..............................................................................................48 4.1 Pengumpulan Data dan Informasi .....................................................48 4.2 Pengolahan Data dan Informasi ........................................................51 4.3 Penyelesaian Masalah dengan Menggunakan PROMETHEE ..........54 4.4 Perancangan Sistem ..........................................................................70 4.5 Implementasi Sistem .........................................................................73 4.6 Evaluasi Sistem ...............................................................................102 BAB VKESIMPULAN

DAN

SARAN ..........................................................................................................105 5.1 Kesimpulan .....................................................................................105 5.2 Saran ...............................................................................................106 DAFTAR PUSTAKA ....................................................................................107 LAMPIRAN ...................................................................................................110

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DAFTAR GAMBAR Nomor

Judul Gambar

Halaman 2.1

Human Asset Value Mapping...................................................................11

2.2

Matrix Performance dan Potensi (Model 9 Box) .....................................12

2.3

Representasi Fungsi Keanggotaan Segitiga .............................................16

2.4

Fungsi Keanggotaan dari Triangular Fuzzy Number (TFN) ...................17

2.5

Metode Center of Area (Center of Gravity) .............................................19

2.6

Tipe 1 Fungsi Preferensi Usual................................................................24

2.7

Tipe 2 Fungsi Preferensi U-Shape ...........................................................25

2.8

Tipe 3 Fungsi Preferensi V-Shape............................................................26

2.9

Aliran Outrangking pada PROMETHEE.................................................27

2.10

Simbol Terminal ......................................................................................36

2.11

Simbol Input/Output ................................................................................36

2.12

Simbol Proses...........................................................................................36

2.13

Simbol Garis Alir .....................................................................................36

2.14

Simbol Data Store....................................................................................37

2.15

Simbol Operasi Manual ...........................................................................37

2.16

Simbol Keputusan ....................................................................................37

2.17

Diagram Jenjang (HIPO Diagram) ..........................................................38

3.1

Alur Metodologi Penelitian ......................................................................40

4.1

Pemetaan Karyawan PT. Sinar Baru Corporation ....................................50

4.2

Grafik Fungsi Keanggotaan Responden SV .............................................57

4.3

Grafik Fungsi Keanggotaan Responden HR ............................................57

4.4

Sysflow Penilaian Kinerja Karyawan dengan Metode HAV ....................71

4.5

Sysflow Penilaian Kinerja Karyawan dengan Metode PROMETHEE .....72

4.6

HIPO SPK Pemetaan Kompetensi Karyawan ..........................................73

4.7

Algoritma Pseudocode Bobot Kriteria .....................................................74

4.8

Algoritma Pseudocode Fuzzy Linguistik ................................................75 xiv

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4.9

Algoritma Pseudocode AggregateANDDefuzz ........................................75

4.10

Algoritma Pseudocode AverageHasilLinguistik ......................................76

4.11

Algoritma Pseudocode defuzzKriteria......................................................76

4.12

Algoritma Pseudocode Integral_A ...........................................................77

4.13

Algoritma Pseudocode Integral_B............................................................77

4.14

Algoritma Pseudocode Integral_C............................................................78

4.15

Algoritma Pseudocode Integral_D ...........................................................78

4.16

Algoritma Pseudocode Linguistik_BOBOT .............................................79

4.17

Algoritma Pseudocode Normalisasi Potensi.............................................79

4.18

Algoritma Pseudocode Matriks Absolut Selisih Alternatif ......................80

4.19

Algoritma Pseudocode inputTo_tempArray.............................................80

4.20

Algoritma Pseudocode inputTo_tempArray_1 .........................................81

4.21

Algoritma Pseudocode Matriks Selisih Alternatif ....................................81

4.22


4.23

Algoritma Pseudocode Matriks Preferensi ...............................................82

4.24


4.25

Algoritma Pseudocode Matriks Indeks Preferensi ...................................83

4.26


4.27

Algoritma Pseudocode Matriks Total Indeks Preferensi ..........................85

4.28

Algoritma Pseudocode Total Potensi .......................................................85

4.29

Algoritma Pseudocode Leaving Flow ......................................................86

4.30

Algoritma Pseudocode Entering Flow ......................................................86

4.31

Algoritma Pseudocode Net Flow ..............................................................87

4.32

Halaman Login .........................................................................................88

4.33

Halaman Menu Utama ..............................................................................89

4.34

Halaman Menu Data Training ..................................................................89

4.35

Halaman Master Data Karyawan ..............................................................90

4.36

Halaman Master Data Kriteria ..................................................................91

4.37

Halaman Perhitungan ...............................................................................92

4.38

Halaman Perhitungan Kriteria ..................................................................93

4.39

Halaman Perhitungan Normalisasi Kriteria ..............................................93

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4.40

Halaman Perhitungan Matriks Absolut Selisih Alternatif ........................94

4.41

Halaman Perhitungan Matriks Selisih Alternatif......................................94

4.42

Halaman Perhitungan Matriks Preferensi .................................................95

4.43

Halaman Perhitungan Matriks Indeks Preferensi .....................................95

4.44

Halaman Laporan .....................................................................................96

4.45

Halaman Laporan Leaving Flow ..............................................................97

4.46

Halaman Laporan Entering Flow .............................................................97

4.47

Halaman Laporan Net Flow .....................................................................98

4.48

Halaman Laporan Pemetaan Kompetensi Karyawan ...............................98

4.49

Halaman Menu Data Operasional.............................................................99

4.50

Halaman Uji Data Karyawan ..................................................................100

4.51

Halaman Laporan Uji Data .....................................................................101

4.52

Halaman Laporan Evaluasi Uji Data ......................................................101


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DAFTAR TABEL Nomor

Judul Tabel

Halaman

2.1 Bobot Kepentingan Relatif ......................................................................20 2.2 Kriteria Umum dalam PROMETHEE .....................................................23 4.1

Kriteria Pemetaan Kompetensi Karyawan ...............................................52

4.2

Range Nilai dan Skala Linguistik Kriteria Potensi ..................................52

4.3

Range Nilai dan Skala Linguistik Kriteria PA .........................................53

4.4

Range Nilai dan Skala Linguistik Kriteria Kemampuan Teknis .............53

4.5

Bobot Tingkat Pendidikan .......................................................................54

4.6

Skala Linguistik dan Range Masa Kerja .................................................54

4.7

Rekap Data Kuisioner Tingkat Kepentingan Kriteria ..............................55

4.8

Fungsi Keanggotaan (TFN) Tiap Responden ..........................................57

4.9

TFN Kriteria dari Pengambil Keputusan .................................................58

4.10

Rata-rata Nilai yang Membentuk Fungsi Keanggotaan TFN ..................58

4.11

Nilai Defuzzifikasi Bobot Kriteria ...........................................................59

4.12

Data Karyawan untuk Kriteria Potensi ....................................................60

4.13

Nilai Fungsi Keanggotaan Kriteria Potensi .............................................61

4.14

Nilai Defuzzifikasi dan Normalisasi Data ...............................................61

4.15

Tipe Preferensi Kriteria............................................................................62

4.16

Matriks Nilai Absolut Selisih Antar Alternatif Pada Kriteria Potensi .....63

4.17

Range Threshold dan Parameter Kriteria Potensi ....................................63

4.18

Nilai Threshold Kriteria ...........................................................................64

4.19

Matriks Nilai Selisih Antar Alternatif Pada Kriteria Potensi...................65

4.20

Matriks Nilai Preferensi Antar Alternatif Pada Kriteria Potensi .............66

4.21

Matriks Total Nilai Indeks Preferensi Antar Alternatif Semua Kriteria ..67

4.22

Nilai Leaving Flow dan Entering Flow ...................................................68

4.23

Rangking Nilai Leaving Flow dan Entering Flow ...................................68

4.24

Rangking dan Nilai Net Flow ..................................................................69

4.25

Data Testing Karyawan..........................................................................102

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Evaluasi Hasil Data Training .................................................................103


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LAMPIRAN

Nomor

Judul Lampiran

1

Data Training Alternatif Karyawan

2

Penilaian Responden Terhadap Kriteria

3

Nilai Fungsi Keanggotaan Kriteria

4

Gambar Fungsi Keanggotaan Kriteria

5

Nilai Defuzzifikasi dan Normalisasi Alternatif untuk Kriteria

6

Nilai Leaving Flow dan Entering Flow

7

Rangking Nilai Leaving Flow dan Entering Flow

8

Nilai dan Rangking Net Flow

9

Data Pemetaan Karyawan

10

Dokumen Penilaian PA Karyawan

11

Range Nilai PA Karyawan PT. SBC

12

Dokumen Penilaian Kemampuan Teknis Karyawan

13

Range Nilai Kemampuan Teknis Karyawan PT. SBC

14

Range Nilai Potensi Karyawan PT. SBC

15

Outline Wawancara dengan HRD Officer PT. SBC

16

Kuisioner Penelitian Tingkat Kepentingan Kriteria Menurut Pengambil Keputusan

17

Kuisioner Penelitian Tingkat Kepentingan Pendidikan Menurut Pengambil Keputusan

18

Kuisioner Penelitian Evaluasi Sistem Terhadap Kebutuhan User

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ADLN - Perpustakaan Universitas Airlangga DAFTAR ISI. Halaman

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