Menjadi lembaga pendidikan jenjang sarjana dan pengembangan sains data yang berfokus pada machine learning berbasis keilmuan statistika bertaraf internasional yang berkontribusi dalam ilmu pengetahuan dan teknologi serta terapannya pada bidang (1) Bisnis dan Industri, (2) Ekonomi dan Finansial, (3) Sosial dan Kependudukan, serta (4) Lingkungan dan Kesehatan.
Berdasarkan kajian kebutuhan industri terhadap lulusan, beberapa profil lulusan yang sesuai dengan Program Studi Sains Data ITS adalah (1) Data Scientist; dan (2) Business Intelligence and Data Analyst. Kompetensi yang akan dimiliki oleh lulusan (Capaian Pembelajaran Lulusan) adalah:
Capaian Pembelajaran Lulusan (CPL) tersebut selaras dengan Standar Kompetensi Kerja Nasional Indonesia (SKKNI) Bidang Data Science yang disahkan melalui Keputusan Menteri Ketenagakerjaan Republik Indonesia Nomor 299 Tahun 2020 memiliki 21 unit kompentensi sebagaimana Tabel 1.3 sedangkan untuk bidang Data Analyst ada 8 unit kompetensi sebagaimana Tabel 1.4
Tabel 1.3 Kompetensi Data Science
No | Kode Unit | Judul Unit Kompetensi |
1 | J.62.DMI00.001.1 | Menentukan Objektif Bisnis |
2 | J.62.DMI00.002.1 | Menentukan Tujuan Teknis Data Science |
3 | J.62.DMI00.003.1 | Membuat Rencana Proyek Data Science |
4 | J.62.DMI00.004.1 | Mengumpulkan Data |
5 | J.62.DMI00.005.1 | Menelaah Data |
6 | J.62.DMI00.006.1 | Memvalidasi Data |
7 | J.62.DMI00.007.1 | Menentukan Objek Data |
8 | J.62.DMI00.008.1 | Membersihkan Data |
9 | J.62.DMI00.009.1 | Mengkonstruksi Data |
10 | J.62.DMI00.010.1 | Menentukan Label Data |
11 | J.62.DMI00.011.1 | Mengintegrasikan Data |
12 | J.62.DMI00.012.1 | Membangun Skenario Model |
13 | J.62.DMI00.013.1 | Membangun Model |
14 | J.62.DMI00.014.1 | Mengevaluasi Hasil Pemodelan |
15 | J.62.DMI00.015.1 | Melakukan Proses Review Pemodel |
16 | J.62.DMI00.016.1 | Membuat Rencana Deployment Model |
17 | J.62.DMI00.017.1 | Melakukan Deployment Model |
18 | J.62.DMI00.018.1 | Membuat Rencana Pemeliharaan Model |
19 | J.62.DMI00.019.1 | Melakukan Pemeliharaan Model |
20 | J.62.DMI00.020.1 | Melakukan Review Proyek Data Science |
21 | J.62.DMI00.021.1 | Melakukan Laporan Akhir Proyek Data Science |
Tabel 1.4 Kompetensi Data Analyst
No | Kode Unit | Judul Unit Kompetensi |
1 | J.620900.004.02 | Merancang spesifikasi sesuai denganfungsi dan kebutuhan |
2 | J.620900.033.02 | Melakukan backup data dan sistem |
3 | J.631100.001.01 | Menetapkankebutuhan pengelolaanpusat data untuk organisasi |
4 | J.631100.002.01 | Menetapkanstandar dan acuanpraktik terbaik yang berlaku |
5 | J.63OPR00.009. | Menggunakanaplikasi berbasis internet |
6 | J.63OPR00.015. | Memastikanvaliditas data |
7 | J.63OPR00.016. | Mengidentifikasi aspek keamananinformasi pengguna |
8 | J.63OPR00.017. | Memastikankeamananinformasi pengguna |
SEMESTER: I | |||||
No | Course Code | Course Name | Credit | Documents | |
Sylabus | RPS | ||||
1 | SB234101 | Biology | 2 | link | link |
2 | SM234101 | Calculus 1 | 3 | link | link |
3 | SD234101 | Linear Algebra | 3 | link | link |
4 | SF234103 | Mechanics Physics | 3 | link | link |
5 | SD234102 | Basic Statistics | 3 | link | link |
6 | SD234103 | Basic Programming | 3 | link | link |
7 | SD234104 | Introduction to Data Science | 2 | link | link |
Jumlah sks | 19 |
SEMESTER: II | |||||
No | Course Code | Course Name | Credit | Documents | |
Sylabus | RPS | ||||
1 | SM234201 | Calculus II | 3 | link | link |
2 | SD234201 | Statistical Theory I | 3 | link | link |
3 | SD234202 | Numerical Method | 3 | link | link |
4 | SD234203 | Database Management | 2 | link | link |
5 | SD234204 | Open Source Programming | 3 | link | link |
6 | SD234205 | Exploratory Data Visualization | 3 | link | link |
Jumlah sks | 17 |
SEMESTER: III | |||||
No | Course Code | Course Name | Credit | Documents | |
Sylabus | RPS | ||||
1 | SD234301 | Discrete Mathematics | 3 | link | link |
2 | SD234302 | Statistical Theory II | 3 | link | link |
3 | SD234303 | Data Warehouse | 4 | link | link |
4 | SD234304 | Teknik Sampling dan Data Wrangling | 4 | link | link |
5 | SD234305 | Data Structure and Algorithm Optimization | 3 | link | link |
6 | SD234306 | Statistical Modeling | 4 | link | link |
Jumlah sks | 21 |
SEMESTER: IV | |||||
No | Course Code | Course Name | Credit | Documents | |
Sylabus | RPS | ||||
1 | SD234401 | Data Privacy and Security | 2 | link | link |
2 | SD234402 | Data Science Computing | 3 | link | link |
3 | SD234403 | Stochastic Modeling | 3 | link | link |
4 | SD234404 | Multivariate Data Analysis | 3 | link | link |
5 | SD234405 | Data Mining | 3 | link | link |
6 | SD234406 | Simulation Design and Analysis | 3 | link | link |
7 | SD234407 | Optimation Method | 3 | link | link |
Jumlah sks | 20 |
SEMESTER: V | |||||
No | Course Code | Course Name | Credit | Documents | |
Sylabus | RPS | ||||
1 | SD234501 | Image and Voice Processing | 4 | link | link |
2 | SD234502 | Unsupervised Machine Learning | 3 | link | link |
3 | SD234503 | Metaheuristic Optimization Methods | 3 | link | link |
4 | SD234504 | Supervised Machine Learning | 3 | link | link |
5 | SD234505 | Big Data Analysis | 4 | link | link |
6 | SD234506 | Text Mining | 3 | link | link |
Jumlah sks | 20 |
SEMESTER: VI | |||||
No | Course Code | Course Name | Credit | Documents | |
Sylabus | RPS | ||||
1 | UG234911 | Pancasila | 2 | link | link |
2 | UG234914 | English | 2 | link | link |
3 | UG234915 | Technopreneur | 2 | link | link |
4 | UG234912 | Indonesian | 2 | link | link |
5 | Enrichment Course | 3 | link | link | |
6 | SD234601 | Data Science Project | 4 | link | link |
7 | SD234602 | Bussiness Analytics | 3 | link | link |
8 | SD2346– | Elective Courses I | 3 | link | link |
Jumlah sks | 21 |
SEMESTER: VII | |||||
No | Course Code | Course Name | Credit | Documents | |
Sylabus | RPS | ||||
1 | UG23490X | Religion | 2 | link | link |
2 | UG234913 | Civics | 2 | link | link |
3 | SD234701 | Scientific Research Methodology | 2 | link | link |
4 | SD234702 | Practical Work | 2 | link | link |
5 | UG234916 | Applied Technology and Digital Transformation | 3 | link | link |
6 | SD2347– | Elective Courses II | 3 | link | link |
7 | SD2347– | Elective Courses III | 3 | link | link |
8 | SD2347– | Elective Courses IV | 3 | link | link |
Jumlah sks | 20 |
SEMESTER: VIII | |||||
No | Course Code | Course Name | Credit | Documents | |
Sylabus | RPS | ||||
1 | SD234801 | Final Project | 6 | link | link |
Jumlah sks | 6 |
No | Course Code | Course Name | Credit | Documents | |
Sylabus | RPS | ||||
Business Intelligence & Data Analyst | |||||
1 | SD234611 | Spatio-temporal Data Visualization | 3 | link | link |
2 | SD234612 | Financial Risk Management | 3 | link | link |
3 | SD234613 | Digital Marketing | 3 | link | link |
4 | SD234614 | Digital Bussiness | 3 | link | link |
Data Scientist | |||||
5 | SD234615 | Intoduction to Parallel Computing | 3 | link | link |
6 | SD234711 | Cloud Computing Technology | 3 | link | link |
7 | SD234712 | Bayesian Computing | 3 | link | link |
8 | SD234713 | Spatiotemporal Forecasting | 3 | link | link |
9 | SD234714 | Bioinformatics Technology | 3 | link | link |
Religion | |||||
10 | UG234902 | Christian Studies | 3 | link | link |
11 | UG234903 | Catholic Studies | 3 | link | link |
12 | UG234904 | Hindu Studies | 3 | link | link |
13 | UG234905 | Buddhist Studies | 3 | link | link |
14 | UG234906 | Khonghucu Studies | 3 | link | link |
15 | SD234715 | Special Topic | 3 | link | link |
16 | SD234716 | Internship | 3 | link | link |
No | Course Code | Course Name | Credit | Semester | Prerequisite Course |
1 | SB234101 | Biology | 2 | 1 | – |
2 | SM234101 | Calculus 1 | 3 | 1 | – |
3 | SD234101 | Linear Algebra | 3 | 1 | – |
4 | SF234103 | Mechanics Physics | 3 | 1 | – |
5 | SD234102 | Basic Statistics | 3 | 1 | – |
6 | SD234103 | Basic Programming | 3 | 1 | – |
7 | SD234104 | Introduction to Data Science | 2 | 1 | – |
8 | SM234201 | Calculus 2 | 3 | 2 | – |
9 | SD234201 | Statistical Theory I | 3 | 2 | – |
10 | SD234202 | Numerical Method | 3 | 2 | – |
11 | SD234203 | Database Management | 2 | 2 | – |
12 | SD234204 | Pemrograman Open Source | 3 | 2 | – |
13 | SD234205 | Exploratory Data Visualization | 3 | 2 | – |
14 | SD234301 | Discrete Mathematics | 3 | 3 | Calculus 2 |
15 | SD234302 | Statistical Theory II | 3 | 3 | Statistical Theory I |
16 | SD234303 | Data Warehouse | 4 | 3 | – |
17 | SD234304 | Teknik Sampling dan Data Wrangling | 4 | 3 | Basic Statistics |
18 | SD234305 | Data Structure and Algorithm Optimization | 3 | 3 | – |
19 | SD234306 | Statistical Modeling | 4 | 3 | Basic Statistics |
20 | SD234401 | Data Privacy dan Security | 3 | 4 | Exploratory Data Visualization |
21 | SD234402 | Data Science Computing | 3 | 4 | Open Source Programming |
22 | SD234403 | Stochastic Modeling | 3 | 4 | Basic Statistics |
23 | SD234404 | Multivariate Data Analysis | 3 | 4 | Statistical Modeling |
24 | SD234405 | Data Mining | 3 | 4 | Statistical Modeling |
25 | SD234406 | Simulation Design and Analysis | 3 | 4 | Data Structure and Algorithm Optimization |
26 | SD234407 | Optimation Method | 3 | 4 | Data Structure and Algorithm Optimization |
27 | SD234501 | Image and Voice Processing | 4 | 5 | Data Mining |
28 | SD234502 | Unsupervised Machine Learning | 3 | 5 | Multivariate Data Analysis |
29 | SD234503 | Metaheuristic Optimization Methods | 3 | 5 | Optimation Method |
30 | SD234504 | Supervised Machine Learning | 3 | 5 | Statistical Modeling, Data Mining |
31 | SD234505 | Big Data Analysis | 4 | 5 | Data Mining |
32 | SD234506 | Text Mining | 3 | 5 | Data Mining |
33 | UG234911 | Pancasila | 2 | 6 | – |
34 | UG234914 | English | 2 | 6 | – |
35 | UG234915 | Teknopreneur | 2 | 6 | – |
36 | UG234912 | Indonesian | 2 | 6 | – |
37 | SD234601 | Data Science Project | 4 | 6 | Statistical Modeling, Data Mining |
38 | SD234602 | Anlatika Bisnis | 3 | 6 | |
39 | UG23490X | Agama | 2 | 7 | – |
40 | UG234913 | Civics | 2 | 7 | – |
41 | SD234701 | Scientific Research Methodology | 2 | 7 | – |
42 | SD234702 | Practical Work | 2 | 7 | – |
43 | UG234916 | Applied Technology and Digital Transformation | 3 | 7 | – |
44 | SD234801 | Final Project | 6 | 8 | – |
45 | SD234611 | Visualisasi Data Spasio-Temporal | 3 | Elective Courses | – |
46 | SD234612 | Financial Risk Management | 3 | Elective Courses | – |
47 | SD234613 | Digital Marketing | 3 | Elective Courses | – |
48 | SD234614 | Digital Bussiness | 3 | Elective Courses | – |
49 | SD234615 | Intoduction to Parallel Computing | 3 | Elective Courses | – |
50 | SD234711 | Cloud Computing Technology | 3 | Elective Courses | – |
51 | SD234712 | Bayesian Computing | 3 | Elective Courses | – |
52 | SD234713 | Spatiotemporal Forecasting | 3 | Elective Courses | – |
53 | SD234714 | Bioinformatics Technology | 3 | Elective Courses | – |
54 | SD234715 | Special Topic | 3 | Elective Courses | – |
55 | SD234716 | Internship | 3 | Elective Courses | – |
Kegiatan Merdeka Belajar – Kampus Merdeka (MB – KM) merupakan proses pembelajaran yang dilaksanakan di luar Program Studi baik yang ada di internal ITS maupun di luar ITS yang terdiri atas:
Ruang lingkup kegiatan MB – KM adalah 8 (delapan) kegiatan pembelajaran yang meliputi:
Kegiatan Membangun Desa/ Kuliah Kerja Nyata Tematik dan Proyek Kemanusiaan diwujudkan melalui kegiatan pengabdian kepada masyarakat.