PLO-1
Explain statistical concepts, principles, and methods.- Able to recall and explain fundamental statistical principles.
- Understand the processes of data collection, data analysis, and statistical presentation.
- Understand and explain fundamental statistical principles for practical application.
PLO-2
Able to select appropriate statistical principles and methods for data analysis.- Understand methods for data collection.
- Understand statistical principles and methods for data analysis.
- Able to integrate appropriate statistical methods for data analysis.
- Able to apply statistical knowledge to real-world use cases.
PLO-3
Able to use technology, programming, or statistical software for data analysis.- Understand the principles of program development and data management.
- Able to explain programming logic and program algorithms.
- Able to use statistical software for data analysis.
- Able to apply computer technology as a tool for solving statistical problems.
PLO-4
Understand business processes and able to apply statistical knowledge to support business operations.- Able to explain the use of statistical principles for business benefit.
- Understand fundamental business processes.
- Able to describe statistical methods applicable to solving business problems.
- Able to integrate statistical methods to support business operations.
PLO-5
Able to apply knowledge and skills to solve problems through logical and systematic thinking.- Able to organize thinking processes in a systematic and structured manner.
- Able to identify appropriate solutions to given problems.
- Able to solve problems using sound principles and reasoning.
- Able to discuss or argue based on logical reasoning.
PLO-6
Able to search, process, and synthesize information for independent study and self-directed learning.- Understand the methods and procedures for information retrieval.
- Able to critically analyze and select information for learning purposes.
- Demonstrate self-development and enthusiasm for learning.
- Engage in learning in sciences and technologies that support lifelong learning.
PLO-7
Able to present analytical results and in-depth information in an appropriate and creative manner.- Able to organize thinking systematically to present work or discuss publicly.
- Able to communicate data analysis results clearly to audiences or readers.
- Demonstrate effective communication and language skills.
- Able to deliver presentations that are engaging and valuable to the audience or readers.
PLO-8
Do not distort data, analytical results, or information, and do not plagiarize the work of others.- Understand the principles of using and presenting truthful information.
- Understand the consequences of data distortion and plagiarism.
- Demonstrate understanding of professional ethics and social responsibility.
- Adhere to ethical principles, responsibilities, and laws relevant to the profession.