ifp_egm_transient_shocks#

  • Series: lecture-dp

  • File: lectures/ifp_egm_transient_shocks.md

  • Audit date: 2026-05-28

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

  • Overall score: 7.6 / 10

  • Priority: HIGH

Score breakdown#

Category

Score

One-line note

Writing

7/10

Title Case in many H2/H3 headings.

Math

8/10

\mathbb{E} correct; \mathsf for state space.

Code

4/10

Six time.time() calls for benchmarking; pip install at top.

JAX

out of scope

uses JAX, but JAX rules out of scope.

Figures

7/10

One Title-Case 'Gini coefficient' ylabel; figsize 1×; no embedded titles.

References

9/10

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

Links

9/10

{doc} used 5×; no raw cross-series URLs.

Admonitions

9/10

Exercises use {exercise} + solution-start with :label: and dropdown.

Issues#

Critical#

None found.

High severity#

  • [qe-code-004] — Six time.time() calls for benchmarking. Lines: 590, 592, 595, 598, 601, 604. Style guide requires quantecon.Timer context manager.

Medium severity#

  • [qe-writing-006] — Title Case H2/H3 headings. Examples: ## The Household Problem (59), ### Set-Up (69), ## NumPy Implementation (174), ### Set Up (189), ### Solver (232), ## JAX Implementation (377), ### Timing (572), ### Dynamics (625), ## Wealth Inequality (814), ### Measuring Inequality (821), ### Interest Rate and Inequality (894). Count: 12+ headings.

  • [qe-fig-006] — One Title-Case axis label set_ylabel('Gini coefficient') (line 939).

Low severity#

  • [qe-writing-004] — \mathsf Z used for the Markov state space (line 99).

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

  • [qe-fig-001] — figsize= set 1 time.

Strengths#

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

  • \mathbb{E} used (line 74).

  • “IID” used correctly (line 93).

  • Equation labels and {eq} references used cleanly.

  • Distribution name N(0, 1) written correctly (line 96).

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

  • pip install at top; Unicode Greek in code.

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