amss2#

  • Series: lecture-python-advanced.myst

  • File: lectures/amss2.md

  • Audit date: 2026-05-28

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

  • Overall score: 7.2 / 10

  • Priority: LOW

Score breakdown#

Category

Score

One-line note

Writing

8.5/10

Sentence-case headings; mostly one-sentence paragraphs.

Math

6.5/10

Mixed E_t and \mathbb E_t (former rare).

Code

7/10

Spelled Greek (alpha, beta); install cell with hide-output.

JAX

N/A

not a JAX lecture

Figures

7/10

2 figsize= settings; no :name: fields.

References

7/10

13 {cite}; several narrative author refs would benefit from {cite:t} (e.g. “Lucas-Stokey (1983)” sections).

Links

8/10

Heavy {doc} use; no raw cross-series URLs.

Admonitions

N/A

no exercises, solutions, or proof-family directives.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

  • [qe-math-010 (proposed)] — A few bare E_t instead of \mathbb{E}_t. Example: lectures/amss2.md:557, :609, :619. Count: 3 occurrences.

  • [qe-ref-001] — Narrative-style author references not using {cite:t} (e.g. “Lucas-Stokey (1983)” at L131). Count: ~4 occurrences with “in”/“of” preceding {cite}.

Low severity#

  • [qe-code-002] — Spelled-out Greek (alpha, beta) in code parameters.

  • [qe-fig-005] — Figures lack :name: fig-... fields.

Strengths#

  • Title in Title Case (qe-writing-006); subheadings sentence case (qe-writing-006).

  • \begin{bmatrix} used consistently (qe-math-003).

  • Sequences in curly brackets (qe-math-005).

  • One-sentence paragraph rule respected (qe-writing-001).

  • Cross-series references via {doc} (qe-link-002).

  • Install cell at top with hide-output (qe-code-003).