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PROGRAM STUDI STATISTIKAFAKULTAS MATEMATIKA DAN ILMU PENGETAHUAN ALAM
UNIVERSITAS PGRI ADI BUANA SURABAYA
DATA INFORMATION KNOWLEDGE WISDOM
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August 18, 2016
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August 23, 2017
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March 23, 2018
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August 28, 2019
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Apa itu Data Scientist ??
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PROGRAM STUDI STATISTIKA
UNIVERSITAS PGRI ADI BUANA SURABAYA
BERDIRI SEJAK 1998
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Science of data
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Science of data
big
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Data Scientist
•Kompeten merencanakan big data
•Kompeten mengumpulkan big data
•Kompeten menganalisis big data
•Kompeten menginterpretasikan big data
•Kompeten mempresentasikan big data
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LUARAN LULUSAN
• Kompeten merencanakan data → Software : MySQL, Hadoop, Spark
• Mampu dan paham merencanakan pengumpulan data
• Metodologi Penelitian, Teknik Samping Survey, Design Experiment, Database,
Teori Probabilitas, Sistem Informasi Manajemen.
• Kompeten mengumpulkan data → Software : MySQL, MonggoDB,
BigQuery, Python
• Mampu dan paham cara mengumpulkan data
• Teknik Sampling, Design Experiment, Database, Sistem Informasi Manajemen,
Teori Probabilitas, Metode Statistika.
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LUARAN LULUSAN• Kompeten menganalisis data → Software : R, Python, SPSS, MINITAB,
STATA• Mampu dan paham cara menganalisis data
• Analisis Data Eksploratif, Analisis Data Kategorik, Analisis Time Series, AnalisisRegresi Terapan, Statistika Multivariate, Statistika Nonparametrik, AnalisisRegresi.
• Kompeten menginterpretasikan data → Software : R, Python• Mampu dan bisa menginterpretasikan hasil analisis data
• Inferensi dari analisa data, pengantar metode statistika, analisis regresi, analisis time Series,...
• Kompeten mempresentasikan data → Software : R, python, Tableau, PowerBI• Mampu memvisualisasikan data
• Data Visualisasi, Bisnis Intelligence, Analisis Data Eksploratif,…
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RANCANGAN KURIKULUM
86 SKS, 59%
16 SKS, 11%
21 SKS, 14%
24 SKS, 16%
SEBARAN KURIKULUM PRODI STATISTIKA UNIPA SURABAYA
INTI KEILMUAN PENGEMBANGAN KEPRIBADIAN
PENGAYAAN KEILMUAN MAGANG, PENELITIAN, PENGABDIAN DLL
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MATA KULIAH MULTIDISIPLIN
• Eksplorasi dan Visuallisasi Data
• Data Mining dan Business Intelligence
• Social Network Analysis
• Structural Equation Modeling (SEM)
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• Komputer Terapan : Teori dan praktek pemanfaatan teknologi komputer,
khususnya pemanfaatan perangkat lunak berupa program Ms Office
Word, Power Point, Access dan Excel untuk menyelesaikan tugas-tugas di
perkantoran secara efektif.
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• Algoritma dan Pemograman / Coding : Pemograman fungsi dasar R dan
Python (Loops/Statements, Functions Vectors, Matrices, Manipulation
Data, Mutate) merupakan mata kuliah dasar dan pondasi dalam
pemodelan machine learning maupun pengembangan dalam artificial
intelligence.
Working with Python
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• Etika Bisnis : Etika Terapan dan Etika Profesi (berbicara mengenai norma
dan nilai moral, kondisi-kondisi dasar bagi manusia untuk bertindak secara
etis, bgmn manusia mengambil keputusan etis, teori-teori etika, lembaga-
lembaga normatif dan semacamnya, norma-norma moral dasar dalam
bidang kehidupan yg khusus.
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• Basis Data dan Penelusuran Data / Database : Pengenalan Dasar Basis Data, Model Data Relasional, Manajemen Basis Data, Struktur Bahasa Query (SQL), Penerapan Operator dalam MySQL, Penerapan Fungsi dalam Mysql, RelasiTabel, dan MySQL dan PHP.
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• Eksplorasi dan Visuallisasi Data : Mempresentasikan data dengan visualisasidan eksplorasi. software R, python, Tableau
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• Data Mining dan Business Intelligence : Konsep Machine Learning
(supervised algorithm, unsupervised algorithm), Data Collection -> Data
Cleaning -> Data Exploration -> Feature Engineering -> Model Building
Model Evaluation and Tuning.
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• Web dan Social Intelligence : web crawling dan social media analytics, Isi data
web antara lain dapat berupa teks, citra, audio, video. Data Collection -> Data
Cleaning -> Data Exploration -> Feature Engineering -> Model Building
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• Social Network Analysis : Hubungan sosial dalam hal teori jaringan yang
terdiri dari node dan hubungan (juga disebut tepi, link, atau koneksi).
memeriksa data relasional bukan hanya pada karakteristik atribut aktor
individu, dan berfokus pada menjelaskan pola hubungan antara aktor, dan
menganalisis struktur pola- pola ini.
•
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Social Network Analysis
• Contoh : Seorang peneliti ingin menemukan “akar masalah” peyebab
degradasi lingkungan di suatu daerah. Pada tahap awal, dia mengidentifikasi
dan mengumpulkan semua isu dan gejala lingkungan hidup yang
mengindikasikan bahwa degradasi tersebut memang terjadi. Kumpulan isu
dan gejala ini kemudian diuraikan dan diinteraksikan, untuk kemudian
diberikan skor. Sehingga pada tahap akhir akan didapatkan isu-isu utama yang
menjadi “akar masalah”.
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Social Network Analysis
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Social Network Analysis
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DATA INFORMATION KNOWLEDGE WISDOM
TERIMA KASIH