Education
Evolution
Evolution
What major shift in learning style occurred after 2020?
What is online and hybrid education?
What statistical test compares two group means (2015 vs. 2025)?
What is the independent t-test?
What do businesses say is the top skill in demand in 2025?
What is critical thinking?
What tool helps find datasets for business research?
What is Google Dataset Search or Kaggle?
What type of graph best compares skill averages from two years?
What is a bar chart?
In 2015, most graduates learned through in-person classes. By 2025, what technology became essential for college learning?
What is AI-assisted learning or virtual classrooms?
In hypothesis testing, what does “p < 0.05” indicate?
What is a statistically significant difference?
What skill category has improved due to technology exposure?
What is digital literacy?
What descriptive statistic shows the average skill score?
What is the mean?
What business skill has decreased slightly among 2025 grads compared to 2015?
What are soft skills like communication and teamwork?
What is the null hypothesis in this project?
That there is no difference in skill levels between 2015 and 2025 grads.
What factor has caused a change in work habits since 2015?
What is remote or hybrid work?
Which dataset source is known for machine learning and data science?
What is UCI Machine Learning Repository?
What should you do before performing a t-test?
What is clean and standardize your data?
Name one reason employers might say 2025 grads are more skilled
What is stronger digital literacy or adaptability?
What variable represents the “year” of graduation?
What is the independent variable?
What’s one major limitation when comparing graduates from 2015 and 2025?
What is differences in how “skills” are measured?
What new AI technology influences skill measurement in 2025?
What is AI-powered skill assessments?
What does rejecting the null hypothesis mean?
That there is a significant difference between the groups.
What type of intelligence shifted focus from “memorization” to “application”?
What is analytical or applied problem-solving intelligence?
What measure shows how spread out the data is?
What is standard deviation?
What business statistic shows how education affects employment?
What is employment rate by degree level?
What platform tracks global education trends and literacy?
What is World Bank Open Data?
If 2025 grads score higher on digital skills but lower on writing, what’s the overall conclusion?
What skills have evolved, not declined—they’ve shifted focus?