Data Science Symbols Assessment Form
Assess familiarity with common data science symbols, notation, and interpretation skills using a clean, modern form.
Respondent & Context
Respondent Name
*
First Name
Last Name
Role / Background
*
Student
Analyst
Educator
Researcher
Other
Experience Level with Data Science Symbols
*
Beginner
Intermediate
Advanced
Expert
Symbols Knowledge Assessment
Symbol recognition assessment
*
Rows
Know it well
Somewhat familiar
Seen before, unsure
Not familiar
Σ (summation)
1
2
3
4
μ (mean)
5
6
7
8
σ (standard deviation)
9
10
11
12
P(A|B) (conditional probability)
13
14
15
16
∈ (belongs to)
17
18
19
20
∑xᵢ / n (average notation)
21
22
23
24
Match symbol to meaning
Short answer: interpret the symbol
Overall confidence in interpreting data science symbols
*
1
2
3
4
5
Interpretation & Feedback
How well can you interpret symbols in charts, equations, and code-related contexts?
*
Not at all well
1
2
3
4
5
6
7
8
9
Very well
10
1 is Not at all well, 10 is Very well
Notes, unclear symbols, or suggestions
What best describes your feedback on this assessment?
No issues
Some symbols were unclear
I need more practice
Other
Submit
Should be Empty: