cristian9217

Case Study 4: Academic Modality Preferences

The objective is to organize and analyze the collected information to determine the preferred academic modalities of students by level and program of study, facilitating decision-making and planning more effective educational strategies.

Description of the data

Collection date: January 12 to 16, 2026.

Total records: 500 respondents.

Variable	Type of data
ID	Numeric
Edad	Numeric
Municipio	Text
Nivel Educativo	Text
Programa	Text
Modalidad	Text

Tools

• Python: Read the CSV file, clean the data, perform statistical analysis and visualizations using Matplotlib.
• R / RStudio: Read the CSV file, conduct statistical analysis and create visualizations to interpret the results.