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Bachelor of Science in Data Science and Analytics (4 years)

Bachelor of Science in Data Science and Analytics (4 years)

Offered by the College of Science – Department of Mathematics and Physics

Description

听 听

滨诲别苍迟颈迟测鈥�

Becoming Part of the Program

滨诲别苍迟颈迟测鈥�

Thomasian Graduate Attributes

草榴视频 of Santo Tomas, in pursuit of truth, guided by reason and illumined by faith, dedicates herself to the generation, advancement, and transmission of knowledge to form competent and compassionate professionals committed to the service of the Church, the nation, and the global community.

I am a Thomasian. I carry the SEAL of Thomasian education. I am a Servant leader, an Effective communicator and collaborator, an Analytical and creative thinker, and a Lifelong learner. With Christ at the center of my formation as a Thomasian, I am expected to demonstrate the following Thomasian Graduate Attributes (ThoGAs):听

SERVANT LEADER听

  • Show leadership abilities to promote advocacies for life, freedom, justice, and solidarity in the service of the family, the local and global communities, the Church, and the environment.听
  • Implement relevant projects and activities that speak of Christian compassion to the poor and the marginalized in order to raise their quality of life.听
  • Show respect for the human person, regardless of race, religion, age, and gender.听

EFFECTIVE COMMUNICATOR AND COLLABORATOR听

  • Express oneself clearly, correctly, and confidently in various environments, contexts, and technologies of human interaction.
  • Work productively with individuals or groups from diverse cultures and demographics.听
  • Show profound respect for individual differences and/or uniqueness as members of God鈥檚 creation.听

ANALYTICAL AND CREATIVE THINKER听

  • Show judiciousness and resourcefulness in making personal and professional decisions.听
  • Engage in research undertakings that respond to societal issues.听
  • Express personal and professional insights through an ethical and evidence-based approach.听

LIFELONG LEARNER听

  • Engage in reflective practice to ensure disciplinal excellence and professional development.听
  • Exhibit preparedness and interest for continuous upgrading of competencies required by the profession or area of specialization.听
  • Manifest fidelity to the teachings of Christ, mediated by the Catholic Church, in the continuous deepening of faith and spirituality in dealing with new life situations and challenges.听

Becoming Part of the Program

Application

Application Period: July to December of each year

Release of Results: January 28 of the following year

Fees

Go to听THIS PAGE and look for the 鈥淐ollege of Science鈥� tab for the tuition fees.

Welcome Message for Freshmen A.Y. 2020-2021

Welcome Message for Freshmen A.Y. 2020-2021

Dear Freshmen Thomasian Scientists,

I would like to extend my warmest virtual welcome to the UST College of Science to all of you!

Never in recent history has science played such a visible role in society. This highlights the country鈥檚 need for more scientists to continue the task of discovering and understanding the world we live in, and in innovating technologies and processes to solve humanity鈥檚 most pressing concerns. Thomasian scientists have always played a significant role in charting the scientific progress of this country. By choosing the UST College of Science, you have already shown a desire to be part of this country鈥檚 scientific workforce. Our motto in the College of Science is 鈥淕aling Science, Galing Science!鈥�. This speaks of our desire to instill excellence among our students, which we hope you will all embody by the time you earn your degrees.

This is a truly unprecedented start to Academic Year 2020-2021 for all of us. Rest assured that the College of Science is one with the entire UST community in ensuring that learning will take place for our students despite these challenging circumstances. The learning management system of the university, dubbed the UST Cloud Campus, which has been in place for more than a decade now, is ready to provide the main platform for the efficient delivery of instruction. However, given the distinct challenges posed by the COVID-19 pandemic, our faculty are continuously innovating to meet the demands of this uncharted territory in higher education. We will also strive to provide adequate laboratory instruction, which is central to the sciences, despite the limitations set forth by physical distancing and public health regulations.

We hope to develop a strong partnership with you, our dear students, your parents, guardians, benefactors and families, in order to ensure that you get the quality Thomasian science education you sought to have by enrolling in our college.

We all pray that in due time, we can continue to deliver the quality Thomasian science education you deserve under more normal circumstances.

Prof. Rey Donne S. Papa, PhD
Dean

In this extraordinary time of the COVID-19 pandemic, the role of Faith and Science becomes greatly underscored in our life. Welcoming you to the University of Santo Tom谩s, therefore, does not only bring joy but hope for the people of God whom you will be serving.

In the face of physical, economic, psychological, and spiritual predicaments, we must be undeterred to pursue the听Veritas听(Truth) through our academic endeavors听per scientiam ad Dominum听(through Science towards the Lord) as inspired by our patron St. Albert the Great, and his illustrious disciple, St. Thomas Aquinas, who said: 鈥淛ust as it is better to illuminate than merely to shine, so to pass on what one has contemplated is better than merely to contemplate鈥� (cf. S.Th. II-II q. 188 a. 6.).

Through Faith and Science, we keep on finding courage in the midst of life鈥檚 hardship. When life is difficult, all the more that we need to be full of life. The harder the blow, the harder we hope. Illuminate others than merely shine. Share the fruits of your studies, than merely contemplate. Don鈥檛 be discouraged over closed doors; look for the back door and even the open windows. Don鈥檛 just focus on what we鈥檝e lost; look also for what we鈥檝e received. Welcome to the UST College of Science.听

Rev. Fr. Louie R. Coronel, O.P., EHL
Regent

Career Opportunities

Career Opportunities

Graduates of the program have high to entry-level career options in various financial institutions, such as investment and insurance companies, consulting firms, consumer banks, business, 听and government agencies involved in retirement and pension plans, and听 in academic institutions where they may work as a/an:

Actuary

Actuarial Analyst

Insurance Analyst

Student Experience and Support

Student Experience and Support

听 听

草榴视频 of Santo Tomas provides student services that cater to academic, spiritual, and wellness concerns of students. These support units are found in the different parts of the campus and can be accessed by Thomasians. When the University shifted to distance learning, the services also transitioned to online services to continue addressing the needs of Thomasians.

Program Curriculum (New)鈥�

Program Curriculum (New)

Effectivity: A.Y. 2023-2024

This curriculum may have some changes upon the availability of new guidelines.

Program Schedule
Year
First Term 
(August 鈥� December)
Second Term
(January 鈥� May)
Special Term
(June 鈥� July)
1
/
/
none
2
/
/
none
3
/
/
/
4
/
/
none
First Year - 2 Terms
First Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites
CC 4151
Fundamentals of Programming
3
1
4
听听
DSA 4151
Introduction to Data Science
3
0
3
听听
MATH_MW
Mathematics in the Modern World
3
0
3
听
听
MC 4151
Calculus I (Mathematical Analysis for Data Science 1)
4
0
4
听听
MC 4152
Discrete Structures
3
0
3
听听
NSTP 1
National Service Training Program 1
0
3
3
听听
PATH-FIT 1
Physical Activities Towards Health and Fitness 1: 
Movement and Competency Training
2
0
2
听听
THY 1
Christian Vision of the Human Person
3
0
3
听
听
TOTAL
听
21
4
25
听听

Second Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

CC 4152
Intermediate Programming
3
1
4
CC 4151
听
CC 4153
Data Structures and Algorithm 
3
1
4
CC 4151,
MC 4152
听
MC 4153
Calculus II (Mathematical Analysis for Data Science 2)
3
0
3
MC 4151
听
NSTP 2
National Training Service Program 2
0
3
3
NSTP 1
听
PATH-FIT 2
Physical Activities Towards Health and Fitness 2: 
Exercise-based Fitness Activities
2
0
2
听听
PURPCOM
Purposive Communication
3
0
3
听听
SC 4151
Introduction to Statistics for Data Science
3
0
3
听
听
THY 2
Christian Vision of Marriage and Family
3
0
3
THY 1
听
TOTAL
听
20
5
25
听听
Second Year - 2 Terms
First Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

CC 4154
Information Management
3
1
4
MC 4152
听
DSA 4152
Algorithm and Complexity 
3
0
3
CC 4153
听
DSA 4153
Programming for Data Science
2
1
3
CC 4152
听
MC 4154
Linear Algebra for Data Science 
3
0
3
MC 4153
听
PATH-FIT 3
Physical Activities Towards Health and Fitness in 
Dance and Recreational Activities 
2
0
2
PATH-FIT 1,
PATH-FIT 2
听
SC 4152
Exploratory Data Analysis
2
1
3
SCI 4151
听
STS
Science, Technology and Society 
3
0
3
听听
THY 3
Christian Vision of the Church in Society
3
0
3
THY 1, 
THY 2
听
TOTAL
听
21
3
24
听听

Second Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

DSA 4154
Information Presentation and Visualization
2
1
3
CC 4153,
MC 4154, 
SC 4152
听
DSA 4155
Artificial Intelligence
2
1
3
CC 4153
听
ELE 1
Professional Electives 
3
0
3
听
听
FIL 
Panimulang Pagsasalin
3
0
3
听
听
MC 4155
Differential Equations
3
0
3
MC 4153
听
PATH-FIT 4
Physical Activities Towards Health and Fitness in Sports, 
Martial Arts, Outdoor and Adventure Activities
2
0
2
PATH-FIT 1,
PATH-FIT 2
听
SC 4153
Computer-Aided Statistical Inference
3
0
3
MC 4154, 
SC 4151
听
THY 4
Living the Christian Vision in the Contemporary World
3
0
3
THY 1, 
THY 2, 
THY 3
听
TOTAL
听
21
2
23
听听
Third Year - 3 Terms
First Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

DSA 4156
Data Management and Warehousing
3
1
4
CC 4154
听
DSA 4157
Business Intelligence
3
0
3
DSA 4154
听
ELE 2
Professional Elective 2
3
0
3
听
听
ETHICS
Ethics
3
0
3
听听
MC 4156
Mathematical Modelling
3
0
3
CC 4151, 
MC 4155
听
MC 4157
Operations Research
3
0
3
MC 4154
听
SC 4154
Computational Statistics 
3
0
3
CC 4152, 
MC 4154, 
SC 4153
听
UND_SELF
Understanding Self
3
0
3
听听
TOTAL
听
24
1
25
听听

Second Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

ART_APP
Art Appreciation
3
0
3
听听
ELE 3
Professional Elective 3
3
0
3
听
听
DSA 4158
Principles of Big Data
2
1
3
DSA 4156
听
DSA 4159
Machine Learning and Data Mining 1
2
1
3
DSA 4155, 
SC 4154
听
DSA 41510
Capstone I (Research Methods)
2
1
3
听
听
GE ELEC I
Elective I
3
0
3
听
听
GE ELEC II
Elective II
3
0
3
听
听
READ_PH
Readings in Philippine History
3
0
3
听
听
TOTAL
听
21
3
24
听听

Special Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

DSA 41511
Practicum 1 (300 Hours)
0
3
3
CC 4152,
CC 4153,
CC 4154,
DSA 4152,
DSA 4153,
DSA 4156,
DSA 4157,
DSA 4159
ELE 1,
ELE 2,
ELE 3,
MC 4156,
MC 4157,
SC 4152,
SC 4153,
SC 4154
DSA 4159
TOTAL
听
0
3
3
听
听
Fourth Year - 2 Terms
First Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

DSA 41512
Capstone II (Data Science and Analytics Capstone Project 1)
0
3
3
DSA 41510
听
DSA 41513
Special Topics in Data Science
3
0
3
听
听
DSA 41514
Information Security and Data Privacy 
3
0
3
听
听
DSA 41515
Social Issues and Professional Practice 
3
0
3
听听
ELE 4
Professional Elective 4
3
0
3
听听
LIWORIZ
Life and Works of Rizal
3
0
3
听听
TOTAL
听
15
3
18
听听

Second Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

CONTEM_W
The Contemporary World
3
0
3
听听
DSA 41516
Practicum 2 (300 Hours)
0
3
3
DSA 41511
听
GE ELEC III
Elective III
3
0
3
听听
TOTAL
听
6
3
9
听听

Effectivity: A.Y. 2022-2023

This curriculum may have some changes upon the availability of new guidelines.

Program Schedule
Year
First Term 
(August 鈥� December)
Second Term
(January 鈥� May)
Special Term
(June 鈥� July)
1
/
/
none
2
/
/
none
3
/
/
/
4
/
/
none
First Year - 2 Terms
First Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites
CC 4151
Fundamentals of Programming
3
1
4
听听
DSA 4151
Introduction to Data Science
3
0
3
听听
MATH_MW
Mathematics in the Modern World
3
0
3
听
听
MC 4151
Calculus I (Mathematical Analysis for Data Science 1)
4
0
4
听听
MC 4152
Discrete Structures
3
0
3
听听
NSTP 1
National Service Training Program 1
0
3
3
听听
PATH-FIT
Physical Activities Towards Health and Fitness in Sports
2
0
2
听听
THY 1
Christian Vision of the Human Person
3
0
3
听
听
TOTAL
听
21
4
25
听听

Second Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

CC 4152
Intermediate Programming
3
1
4
CC 4151
听
CC 4153
Data Structures and Algorithm 
3
1
4
CC 4151,
MC4152
听
MC 4153
Calculus II (Mathematical Analysis for Data Science 2)
3
0
3
MC 4151
SC 4151
NSTP 2
National Training Service Program 2
0
3
3
NSTP 1
听
PATH-FIT
Physical Activities Towards Health and Fitness in Dance
2
0
2
听听
PURPCOM
Purposive Communication
3
0
3
听听
SC 4151
Introduction to Statistics for Data Science
3
0
3
听
MC 4153
THY 2
Christian Vision of Marriage and Family
3
0
3
THY 1
听
TOTAL
听
20
5
25
听听
Second Year - 2 Terms
First Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

CC 4154
Information Management
3
1
4
MC 4152
听
DSA 4152
Algorithm and Complexity 
3
0
3
CC 4153
听
DSA 4153
Programming for Data Science
2
1
3
CC 4152
听
MC 4154
Linear Algebra for Data Science 
3
0
3
MC 4153
听
PATH-FIT
Fitness Exercises for Specific Sports
2
0
2
听听
SC 4152
Exploratory Data Analysis
2
1
3
SCI 4151
听
STS
Science, Technology and Society 
3
0
3
听听
THY 3
Christian Vision of the Church in Society
3
0
3
THY 1, 
THY 2
听
TOTAL
听
21
3
24
听听

Second Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

DSA 4154
Information Presentation and Visualization
2
1
3
CC 4153,
MC 4154, 
SC 4152
听
DSA 4155
Artificial Intelligence
2
1
3
CC 4153
听
ELE 1
Professional Electives 
3
0
3
听
听
FIL 
Panimulang Pagsasalin
3
0
3
听
听
MC 4155
Differential Equations
3
0
3
MC 4153
听
PATH-FIT
Human Enhancement
2
0
2
MAT 403
听
SC 4153
Computer-Aided Statistical Inference
3
0
3
MC 4154, 
SC 4151
听
THY 4
Living the Christian Vision in the Contemporary World
3
0
3
THY 1, 
THY 2, 
THY 3
听
TOTAL
听
21
2
23
听听
Third Year - 3 Terms
First Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

DSA 4156
Data Management and Warehousing
3
1
4
CC 4154
听
DSA 4157
Business Intelligence
3
0
3
DSA 4154
听
ELE 2
Professional Elective 2
3
0
3
听
听
ETHICS
Ethics
3
0
3
听听
MC 4156
Mathematical Modelling
3
0
3
CC 4151, 
MC 4155
听
MC 4157
Operations Research
3
0
3
MC 4154
听
SC 4154
Computational Statistics 
3
0
3
CC 4152, 
MC 4154, 
SC 4153
听
UND_SELF
Understanding Self
3
0
3
听听
TOTAL
听
24
1
25
听听

Second Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

ART_APP
Art Appreciation
3
0
3
听听
ELE 3
Professional Elective 3
3
0
3
听
听
DSA 4158
Principles of Big Data
2
1
3
DSA 4156
听
DSA 4159
Machine Learning and Data Mining 1
2
1
3
DSA 4155, 
SC 4154
DSA 41510
DSA 41510
Capstone I (Research Methods)
2
1
3
听
DSA 4159
GE ELEC I
Elective I
3
0
3
听
听
GE ELEC II
Elective II
3
0
3
听
听
READ_PH
Readings in Philippine History
3
0
3
听
听
TOTAL
听
21
3
24
听听

Special Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

DSA 41511
Practicum 1 (300 Hours)
0
3
3
听听
TOTAL
听
0
3
3
听
听
Fourth Year - 2 Terms
First Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

DSA 41512
Capstone II (Data Science and Analytics Capstone Project 1)
0
3
3
DSA 41510
听
DSA 41513
Special Topics in Data Science
3
0
3
听
听
DSA 41514
Information Security and Data Privacy 
3
0
3
听
听
DSA 41515
Social Issues and Professional Practice 
3
0
3
听听
ELE 4
Professional Elective 4
3
0
3
听听
LIWORIZ
Life and Works of Rizal
3
0
3
听听
TOTAL
听
15
3
18
听听

Second Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

CONTEM_W
The Contemporary World
3
0
3
听听
DSA 41516
Practicum 2 (300 Hours)
0
3
3
DSA 41511
听
GE ELEC III
Elective III
3
0
3
听听
TOTAL
听
6
3
9
听听
Fifth Year - 2 Terms
First Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

GS 500A
St. Thomas and Critical Thinking
3
0
3
听
听
MSDSA 101
Research Laboratory Rotation 1
0
6
6
听
听
MSDSA 102
Graduate Seminar 1
3
0
3
听
听
MSDSA 103
Research Ethics and Intellectual Property
3
0
3
听听
TOTAL
听
9
6
15
听听

Second Term
Abbreviation
Description
Lec. Hrs.
Lab. Hrs.
Units
Pre-Requisites
Co-Requisites

MSDSA 104
Research Laboratory Rotation 2
0
6
6
MSDSA 101
MSDSA 106
MSDSA 105
Graduate Seminar 2
4
0
4
MSDSA 102
听
MSDSA 106
Capstone 3
4
0
4
MSDSA 103
MSDSA 104
TOTAL
听
8
6
14
听听

Program Policies

  • The work of the students shall be graded at the end of each term in accordance with the 5-point numerical grading system.听

  • A student鈥檚 performance is evaluated in two grading periods: Prelims and Finals.
  • A student鈥檚 final grade is based on the average of his/her raw grade computed from two (2) grading periods:

( + )/2听

  • Final grades may be viewed at the end of the term via the听.听

The average raw grade is transmuted to the 5-point grade equivalent. A sample matrix of computation based on 60-raw grade passing mark is shown:听

Lecture and their corresponding laboratory courses are known as Co-Requisites.

听

Lecture Courses

For most technical courses, the passing raw grade is 60.

Class Standing60%
Preliminary / Final Exams30%
Course Inquiry Project (CIP)10%

听

Course Inquiry Project

  • CIP is a group project that showcases the integration of students鈥� learning in a particular course. Possible forms are: 1) infographics, brochures, poster, capstone research, and problem sets, among others.

听

Laboratory Courses

Class Standing70%
Preliminary / Final Exams30%
  • Students who do not show satisfactory performance in their academic undertaking shall be debarred from the college.
  • Those with academic deficiencies of 8 units or less will be classified as听Probationary.听Students will be allowed to enroll the following term but only in subjects authorized by the Dean鈥檚 representatives
  • Those with academic deficiencies of 9 units or more will be classified as Not to be Readmitted (NBTR). Except for those in the first year and fourth year, students under this classification will not be readmitted in the following term.听

Regular:听No deficiencies and taking the regular load

Irregular:听With back subjects and/or with uncleared deficiencies (5.0, WF, FA, INC)

  • Students, as a general rule, should carry the academic load prescribed by the Dean or Dean鈥檚 representative.
  • Only graduating students are entitled to carry an overload.
  • Only graduating students are allowed to waive pre-requisites.

The College of Science is the second home to her students. The college looks after not only the students鈥� academic progress but also their personal development and well-being.

The following are certain policies and guidelines on student welfare and development set by the College of Science and the Office for Student Affairs.

Based on PPS No. 1027: Code of Conduct

草榴视频 of Santo Tomas is the second home of the Thomasian students. Its task is mainly to form and improve the students鈥� character, attitude and moral values, as well as to develop their intellectual, physical and psychological fitness. A proper norm of conduct is designed to inculcate these ideals.

  • Thomasian core values of competence, compassion, and commitment
  • Honesty
  • Courtesy
  • Diligence
  • Good Grooming
  • Decency and Modesty in Action
  • Maintenance of Peace and Order
  • Camaraderie
  • Care for the Environment

草榴视频, through its Counseling and Career Center, aim to help learners achieve holistic student development and success.

Counseling and Case Management

  • facilitates academic achievement, personal growth, and social development

Career Services

  • empowers students in making informed career decisions and in developing career competencies needed in the world of work
  • assists in placement fit and in building industry partnerships for students鈥� career success
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  • The students shall join or form only student organizations whose objectives uphold the vision and mission of the University.
  • Students shall join only organizations duly recognized by the University.
  • The list of local student organizations of the College of Science can be found听here.

Imposition of disciplinary action is progressive. As such, the following list shows the levels of disciplinary action.

  • Reprimand: Shall serve as a warning that any future violation of this Code shall be a ground for the imposition of a more severe penalty.
  • Suspension: Student is denied or deprived of attendance in classes for a specified period of time
  • Non-readmission: A penalty in which the student is denied admission or enrollment for the subsequent school terms.
  • Exclusion: Dropping from the roll of qualified students in the university
  • Expulsion: Student is excluded from admission to any public or private school in the Philippines.

Offenses punishable by non-readmission, exclusion, or expulsion

  • Dishonesty
  • Hazing
  • Possession of deadly weapons
  • Immorality
  • Using, possessing, and selling of prohibited drugs
  • Drunkenness
  • Vandalism
  • Arson or destruction of University property
  • Blackmail or other forms of extortion

草榴视频 of Santo Tomas is one of the leading private research universities in the Philippines and is consistently ranked among the top 1000 universities in the whole world. With academic degrees and research thrusts in the natural, health, applied, social, and sacred sciences, as well as business and management, the University continuously strives to make a positive impact on the society.

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Espana Blvd., Sampaloc, Manila, Philippines 1008

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