organization_capital#

  • Series: lecture-python.myst

  • File: lectures/organization_capital.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

9.5/10

Uses “i.i.d.” or “iid” in text rather than “IID”.

Math

9.5/10

Bare E[...] or \Pr(...) used in place of \mathbb{E}/\mathbb{P}.

Code

9.5/10

Mixed Greek conventions in code (word=11, uni=19).

JAX

out of scope

not a JAX lecture

Figures

9/10

figsize= set in 10 places — usually unnecessary (defaults from _config.yml).

References

9/10

Citation style follows conventions.

Links

N/A

No external links.

Admonitions

10/10

Exercise/solution structure clean.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

  • [qe-fig-001] — figsize= set in 10 places — usually unnecessary (defaults from _config.yml).

Low severity#

  • [qe-writing-009 (proposed)] — Uses “i.i.d.” or “iid” in text rather than “IID”. Example: line 647.

  • [qe-math-010 (proposed)] — Bare E[...] or \Pr(...) used in place of \mathbb{E}/\mathbb{P}. Example: line 258.

  • [qe-code-002] — Mixed Greek conventions in code (word=11, uni=19).

Strengths#

  • Headings use sentence case consistently.

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

  • No bold vectors/matrices.

  • Normal distribution written as plain N.

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

  • No ax.set_title() in main figures.

  • Axis labels lowercase.

  • No embedded matplotlib titles in main figures.

  • Figures use descriptive name: fields for cross-referencing.