jv#

  • Series: lecture-dp

  • File: lectures/jv.md

  • Audit date: 2026-05-28

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

  • Overall score: 8.3 / 10

  • Priority: LOW

Score breakdown#

Category

Score

One-line note

Writing

6/10

Multiple Title Case H3 headings.

Math

8/10

Clean Bellman; \text{Beta} instead of \mathrm{Beta}; \mathbb{P} used.

Code

8/10

Unicode Greek; no pip install (uses base packages only); figsize 3×.

JAX

out of scope

not a JAX lecture.

Figures

8/10

No embedded titles; mostly clean; figsize 3×.

References

10/10

One {cite} parenthetical; no narrative-author misuse.

Links

9/10

No raw cross-series URLs.

Admonitions

9/10

Two {exercise}/exercise-start + solution-start with :label: and dropdown.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

  • [qe-writing-006] — Title Case H3 headings. Examples: ### Model Features (45), ### Parameterization (106), ### Back-of-the-Envelope Calculations (130), ## Solving for Policies (359). Count: 4 headings.

  • [qe-math-011 (proposed)] — Distribution written as \text{Beta}(2, 2) (lines 118, 127); style guide prefers \mathrm{Beta}.

Low severity#

  • [qe-writing-001] — A few multi-sentence paragraphs (e.g. 134-140, 163-170).

  • [qe-fig-001] — figsize= set 3 times.

Strengths#

  • Lecture title in correct Title Case (via {index} directive).

  • \mathbb{E} and \mathbb{P} used (lines 150-151).

  • “IID” used correctly.

  • No transpose, no bold vectors, no matrix-bracket, no \tag, no align issues.

  • Equation labels with {eq} references used cleanly.

  • Exercises use {exercise} and exercise-start/exercise-end plus solution-start/solution-end with :class: dropdown.