All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database...
Transcript of All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database...
![Page 1: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/1.jpg)
![Page 2: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/2.jpg)
Allaboutdata…
![Page 3: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/3.jpg)
Pengelolaan ProsesBisnis Organisasi
• Organisasi bisnis saat ini telahberalih pada penggunaandatabasedalam pengelolaandataorganisasi
• Mendukung sistem informasidalam pengumpulan data,pengolahan data,sertapenyajian informasi
![Page 4: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/4.jpg)
![Page 5: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/5.jpg)
Perbankan
![Page 6: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/6.jpg)
Healthcare
![Page 7: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/7.jpg)
Retail
![Page 8: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/8.jpg)
Telekomunikasi
![Page 9: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/9.jpg)
SocialMessenger
![Page 10: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/10.jpg)
Variasi sumber data…
![Page 11: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/11.jpg)
![Page 12: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/12.jpg)
Banjir Data
• Indomaret : 4500an gerai, min ada 3 transaksi per menit= 12 juta transaksi per hari se Indonesia
• Perbankan : transaksi kartukredit 10ribu transaksi per detik dan mencapai 850 jutatransaksi per hari
![Page 13: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/13.jpg)
Explosive growth of dataMore than 1.000.000 entities/ records/ rows
From 10 to 10.000 fileds/ atributes/ variablesFrom gigabytes/ terabytes to petabytes
![Page 14: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/14.jpg)
Automated data collection
Science : remote sensing, bioinformatics, ...
Bisnis : web, ecommerce, automated transfer machine,...
Society : digital camera, messenger, youtube, search engine,...
![Page 15: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/15.jpg)
Kuburandata
![Page 16: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/16.jpg)
Contoh kasus…• Bank mengirimkan katalog
penawaran produk pada nasabahkartu kreditnya bersamaan dengantagihan bulanan.
• Dengan 1.000.000 nasabah kartukredit yang ada, biaya pengirimankatalog @Rp 500. makapengeluaran terkait hal tersebutadalah 500.000.000.
• Faktanya nasabah yang benar2 membeli adalah 15%
• Artinya pembiayaan sia-sia
![Page 17: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/17.jpg)
• Memahami pasar dengancepat
• Membuat pengambilankeputusan cepat
• Melakukan optimalisasisumber daya perusahaan
Manager perlu…
![Page 18: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/18.jpg)
Automated decision
Decision must be made rapidly
Decision must be made with
maximum knowledge
![Page 19: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/19.jpg)
Data - Informasi - pengetahuan
• Data kehadiran pegawai
![Page 20: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/20.jpg)
Data - Informasi - pengetahuan
• Informasi Akumulasi Bulanan Kehadiran Pegawai
![Page 21: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/21.jpg)
Data - Informasi - Pengetahuan
• Informasi Kondisi Kehadiran Mingguan Pegawai
![Page 22: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/22.jpg)
• Pengetahuan tentang kebiasaan pegawai untukjam datang/ pulang kerja
• Pengetahuan tentang bagaimana teknik meningkatkan kehadiran pegawai —> kebijakan
Data - Informasi - Pengetahuan
![Page 23: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/23.jpg)
Data - Informasi - Pengetahuan - Kebijakan
• Kebijakan penataan jam kerja karyawan khusus untuk harisenin dan jumat.
• Kebijakan jam kerja:
• Senin dimulai jam 10:00
• Jumat diakhiri jam 14:00
• Sisa jam kerja dikompensasi ke hari lain
![Page 24: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/24.jpg)
Data - Informasi - pengetahuan - Kebijakan
• Peraturan jam kerja:
• Senin dimulai jam 10:00 dan Jumat diakhiri jam 14:00
• Sisa jam kerja dikompensasi ke hari lain
• Senin pulang setelah maghrib, jalanan jakartamacet total di sore hari (bayar hutang 2 jam)
• Selasa dan kamis bayar hutang setengah jam di pagi hari dan setengah jam di sore hari (bayarhutang 2 jam)
![Page 25: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/25.jpg)
DataMining
![Page 26: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/26.jpg)
DataMining
• DataMining:Disiplin ilmu yangmempelajarimetode untukmengekstrak pengetahuanataumenemukan pola darisuatu tumpukan data
• Knowledge :pola,aturan ataumodelyangmuncul daritumpukan data
![Page 27: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/27.jpg)
Mengapa DataMining??
![Page 28: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/28.jpg)
FungsiDataMining
• Larose 2005
![Page 29: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/29.jpg)
ContohImplementasiDataMining
• SalesandMarketing
• Identifikasipolapembayaranpelanggan
• Menemukanasosiasidiantarakarakteristikdemografikpelanggan
• MarketBasketAnlysis
![Page 30: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/30.jpg)
ContohImplementasiDataMining
• Perbankan• Deteksipenyalahgunaankartukredit
• Identifikasiloyalitaspelanggan
• Personalloanapproval
![Page 31: All about data… - dinus.ac.iddinus.ac.id/repository/docs/ajar/materi1.pdf · database dalampengelolaan data organisasi ... Contoh Implementasi Data Mining](https://reader030.fdocuments.net/reader030/viewer/2022040310/5d37a17288c99302538d45cf/html5/thumbnails/31.jpg)
ContohImplementasiDataMining
• Insurance• Analisa pola claimpemegang polis
• Identifikasi perilakumenyimpang pemegangpolis