Statistics and Data Science

Fokus Utama
  1. Analitik Big Data – Mengekstraksi wawasan dari data skala besar untuk pengambilan keputusan strategis.
  2. Pembelajaran Mesin & Aplikasi AI – Mengembangkan model prediktif untuk otomatisasi dan sistem cerdas.
  3. Pemodelan Statistik & Inferensi – Menerapkan teknik statistik lanjutan untuk pengambilan keputusan berbasis data.
  4. Data Science Bisnis & Industri – Mengoptimalkan operasi menggunakan metodologi berbasis data.

 

Peluang Karier
Jalur Karier Industri
Data Scientist Teknologi, Keuangan, Kesehatan, Ritel
Analis Business Intelligence Perbankan, E-commerce, Konsultasi, Telekomunikasi
Konsultan Statistik Pemerintah, Akademisi, Lembaga Riset
Insinyur AI & Machine Learning Perusahaan Teknologi, Sistem Otonom, Kota Pintar

 

Aplikasi Dunia Nyata
  • Deteksi Penipuan – Mengidentifikasi aktivitas penipuan di sektor perbankan dan e-commerce.
  • Analitik Kesehatan – Memprediksi tren penyakit dan mengoptimalkan alokasi sumber daya rumah sakit.
  • Pemasaran yang Dipersonalisasi – Segmentasi pelanggan dan sistem rekomendasi.
  • Analisis Risiko untuk Pasar Keuangan – Mengembangkan model untuk investasi dan manajemen risiko.

 

Fasilitas & Sumber Daya
  • Komputasi Kinerja Tinggi untuk AI & Big Data – Infrastruktur yang dapat diskalakan untuk analisis skala besar.
  • Akses Data Industri – Dataset nyata dari sektor keuangan, kesehatan, dan teknologi.
  • Perangkat Lunak Canggih – Python, R, TensorFlow, dan platform AI berbasis cloud.

 

Kurikulum

Pada Kurikulum 2021, beberapa mata kuliah dilengkapi dengan praktik laboratorium. Kelas internasional dibagi menjadi 2 (dua)
kelompok mata kuliah:

  1. Mata kuliah inti (134 SKS)
  2. Mata kuliah pilihan terfokus (minimal 15 SKS).

 

Daftar Mata Kuliah Wajib

SEMESTER I (mata kuliah wajib)

No. Code Course Credits Prerequisite Organizer / Group in charge
1 MMM-1101 Calculus I 3 – Department of Mathematics
2 MFF-1011 Physics I 3 – Department of Physics
3 MKK-1101 Fundamental Chemistry I 3 – Department of Chemistry
4 MII21-1201 Programming 3 – Department of Computer Science and Electronics
5 MII21-1202 Lab Work in Programming 1 – Department of Computer Science and Electronics
6 MMS-1411 Statistical Methods 4 – Lab. of Statistics
7 MMS-1413 Lab Work in Statistical Methods 4 MMS-1411** Lab. of Statistics
8 UNU-222X Religion 2 – University
9 MMM-1401 Pancasila 2 – University
Total Credits 22    

SEMESTER II (mata kuliah wajib)

No. Code Course Credits Prerequisite Organizer / Group in charge
1 MMM-1102 Calculus II 3 MMM-1101* Lab. of Analysis
2 MMS-1414 Exploratory Data Analysis 3(1) MMS-1411*, MMS-1413* Lab. of Statistics
3 MMS-1415 Matrix Algebra 2 – Lab. of Algebra
4 MMS-1418 Discrete Mathematics and Combinatorics 2 – Lab. of Statistics
5 MMS-1419 English 3 – University
6 MMS-1416 Basis Data 3(1) – Lab. of Statistics
7 MMS-1417 Applied Regression Analysis 3(1) MMS-1411*, MMS-1413* Lab. of Statistics
8 MMS-1418 Probability and Stochastic Processes 3 – Lab. of Applied Mathematics
9 UNU222013 Bahasa 2 – University
Total Credits 24    

SEMESTER III (mata kuliah wajib)

No. Code Course Credits Prerequisite Organizer / Group in charge
1 MMS-2429 Survey Sampling Methods 3 MMS-1411*, MMS-1413* Lab. of Statistics
2 MMM-2428 Multivariable Calculus for Statistics 2 MMM-1202* Lab. of Statistics
3 MMM-2301 Elementary Differential Equations 3 MMM-1102* Lab. of Applied Mathematics
4 MMS-2420 Introduction to Mathematical Statistics I 3 MMM-1102* Lab. of Statistics
5 MMS-2430 Introduction to Experimental Design 2 MMS-1411*, MMS-1413* Lab. of Statistics
6 MMM-2111 Advanced Calculus 2 MMM-1102* Lab. of Analysis
7 MMS-2422 Statistical Computation I 3(1) – Lab. of Statistical computation
8 MMS-2423 Applied Multivariate Statistics 3(1) MMS-2420** Lab. of Statistics
Total Credits 21    

SEMESTER IV (mata kuliah wajib)

No. Code Course Credits Prerequisite Organizer / Group in charge
1 MMS-2483 Introduction to Mathematical Statistics II 3 MMM-2420* Lab. of Statistics
2 MMS-2431 Official Statistics 2 – Lab. of Statistics
3 MMS-2433 Introduction to Data Science 2 MMM-2432* Lab. of Statistics
4 MMS-2434 Statistical Computation II 3(1) MMS-2422* Lab. of Statistical Computation
5 MMS-2435 Introduction to Data Mining 3(1) – Lab. of Statistical Computation
Total Credits 13    

SEMESTER V (mata kuliah wajib)

No. Code Course Credits Prerequisite Organizer / Group in charge
1 MMS-3436 Practical Work 3 ≥ 80 SKS Lab. of Statistics
2 MMS-3446 Introduction to Measurement and Probability Theory 2 MMM-1102* Lab. of Statistics
3 UNU222012 Civic 2 – University
4 MMM-3429 Introduction to Time Series 3(1) MMM-2420* Lab. of Statistics
Total Credits 10    

SEMESTER VI (mata kuliah wajib)

No. Code Course Credits Prerequisite Organizer / Group in charge
1   Visiting the university partners* ≥ 5 credits ≥ 100 credits without grade E University partner
    OR      
2 UNU222001 Community Development Participation 4 ≥ 96 credits without grade E University
3 UNU222002 Community Communication 2 ≥ 96 credits without grade E University
4 UNU222004 Application to Knowledge Management 2 ≥ 96 credits without grade E University
Total Credits ≥ 13    
 

SEMESTER VII/VIII (mata kuliah wajib)

No. Code Course Credits Prerequisite Organizer / Group in charge
1 MMS-4091 Visiting the university partners*** ≥ 5 credits ≥ 100 credits without grade E University partner
2 MMS-4437 Final Assignment I 3 ≥ 120 credits Undergraduate Program
3 MMS-4438 Final Assignment II 6 Final Assignment I Undergraduate Program
Total Credits ≥ 14    

 

Daftar Mata Kuliah Pilihan

SEMESTER GANJIL (mata kuliah pilihan)

No. Code Course Credits Prerequisite Organizer / Group in charge
1 MMS-4449 Capita Selecta in Statistics A 3 MMS-2483* Lab. of Statistics
2 MMA-2505 Generalized Linear Model 3 MMS-1417* Lab. of Statistics

SEMESTER GENAP (mata kuliah pilihan)

No. Code Course Credits Prerequisite Organizer / Group in charge
1 MMS-2427 Forecasting Methods 3(1) MMS-1411*, MMS-1413* Lab. of Statistics
2 MMS-3431 Nonparametric Statistics 3 MMS-1411*, MMS-1413* Lab. of Statistics
3 MMS-3435 Structural Equation Modelling 3 MMS-2432*, MMS-1413* Lab. of Statistics
4 MMS-3445 Introduction to Econometrics 3(1) MMS-1411*, MMS-1413* Lab. of Statistics
5 MMS-3448 Statistical Machine Learning 3 MMS-2435* Lab. of Statistics
6 MMS-4423 Capita Selecta in Statistics B 3 – Lab. of Statistics
7 MMS-4416 Introduction to Analysis of Panel Data 3 MMS-2420* Lab. of Statistics
 

∗ : telah diambil dan telah mengikuti ujian akhir
∗∗ : dapat diambil secara bersamaan
∗∗∗ : wajib diambil untuk program internasional

Catatan:
Mata kuliah Capita Selecta A dan B harus selaras dengan minat dalam Statistics and Data Science.

 

Silabus untuk Statistics and Data Science dapat diakses melalui tautan berikut external link.