rand_resp#

  • Series: lecture-python.myst

  • File: lectures/rand_resp.md

  • Audit date: 2026-05-28

  • Categories audited: writing, math, code, figures, references, links, admonitions

  • Overall score: 9.4 / 10

  • Priority: NONE

Score breakdown#

Category

Score

One-line note

Writing

8/10

Section headings use Title Case rather than sentence case.

Math

10/10

No math issues.

Code

10/10

Clean code conventions.

JAX

out of scope

not a JAX lecture

Figures

N/A

No figures.

References

9/10

Citation style follows conventions.

Links

10/10

Link style follows conventions.

Admonitions

N/A

No admonitions.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

  • [qe-writing-006] — Section headings use Title Case rather than sentence case. Examples: line 38 Warner's Strategy, line 151 Comparing Two Survey Designs. Count: 3.

Low severity#

None found.

Strengths#

  • Uses “IID” or no IID terminology.

  • Transpose notation uses \top consistently (no prime/^T).

  • No bold vectors/matrices.

  • Normal distribution written as plain N.

  • aligned (not align) used in $$ math.