Statistical Modeling
(การสร้างแบบจำลองสถิติ)
Definition
Statistical Modeling (การสร้างแบบจำลองสถิติ) Hard Skill
The process of applying statistical methods to create mathematical models that represent complex data relationships, enabling prediction, analysis, and decision-making.
Expertise Level
Level 1
Basic
1. Understands basic statistical concepts such as mean, median, and variance.
2. Can use simple linear regression models for analysis.
3. Able to interpret basic statistical outputs and charts.
Level 2
Intermediate
1. Able to build and validate multiple regression and logistic regression models.
2. Understands model assumptions and diagnostics.
3. Can analyze data using statistical software and interpret complex model results.
Level 3
Advanced
1. Designs advanced statistical models such as time series, multilevel, or Bayesian models.
2. Can handle large datasets and implement model optimization techniques.
3. Interprets and communicates complex modeling insights to support strategic decisions.
