ifp_advanced#

  • Series: lecture-dp

  • File: lectures/ifp_advanced.md

  • Audit date: 2026-05-28

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

  • Overall score: 8.0 / 10

  • Priority: LOW

Score breakdown#

Category

Score

One-line note

Writing

7/10

Title Case in many H2/H3 headings.

Math

7/10

\mathbb E bare; \mathscr C/\mathsf Z for sets; \label{a:y0} leak.

Code

7/10

Unicode Greek; pip install at top; PEP8; figsize 3×; one qe.Timer use.

JAX

out of scope

uses JAX, but JAX rules out of scope.

Figures

8/10

No matplotlib titles; lowercase labels; figsize 3×.

References

9/10

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

Links

9/10

{doc} used 6×; no raw cross-series URLs.

Admonitions

9/10

Two {exercise} + {solution-start} with :class: dropdown.

Issues#

Critical#

None found.

High severity#

None found.

Medium severity#

  • [qe-writing-006] — Title Case H2/H3 headings. Examples: ## The Model (73), ### Set Up (77), ### Assumptions (123), ### Optimality (164), ## Solution Algorithm (193), ### A Time Iteration Operator (198), ### Convergence Properties (226), ### Using an Endogenous Grid (251), #### Finding Optimal Consumption (265), #### Iterating (300), ## Wealth Inequality (668), ### Measuring Inequality (675). Count: 12+ headings.

  • [qe-math-007] — \label{a:y0} inside a $$ … $$ block (line 158). Manual LaTeX label conflicting with MyST numbering.

  • [qe-math-010 (proposed)] — \mathbb E written without braces in several display equations (lines 85, 141, 150, 152, 157, 181, 212).

Low severity#

  • [qe-writing-004] — \mathscr C, \mathsf Z, \mathbf S for sets (lines 117, 166, 170, 200, 203).

  • [qe-writing-001] — A few multi-sentence paragraphs.

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

Strengths#

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

  • “IID” used correctly.

  • Equation labels and {eq} references used cleanly.

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

  • pip install at top; Unicode Greek; uses qe.Timer (line 496) for benchmarking — qe-code-004 compliant.

  • Exercises use {exercise} + labels + solution-start/solution-end with dropdown.

  • {doc} used for cross-series; no raw URLs.