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popdevr-tables-figures

Use when building tables and figures for a Population and Development Review (PDR, Wiley / Population Council) manuscript so exhibits are self-conta…

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技能内容

Tables & Figures (popdevr-tables-figures)

Exhibits are where an expert reader checks whether the result is real — and, at PDR, where a broad

readership grasps both the population pattern and its development meaning. A figure must carry the

population-and-development point to an economist or environmental scholar, not only a demographer. Keep

the set tight: every exhibit must earn its place and the prose should not need it explained.

When to trigger

  • Designing the main results table/figure or a key descriptive exhibit
  • Deciding what belongs in the article vs. the supporting information
  • A reviewer found an exhibit unclear, mislabeled, or non-self-contained
  • Trimming an exhibit set that has grown past what the argument needs

Principles

  1. Self-contained. A reader should understand each exhibit from its title, axis/column labels, and

note alone. State the population, period, age range, source/vintage, units, and N or exposure.

  1. Carry the development point. Title and note should make the population-and-development meaning

legible, not just the demographic quantity — a reader outside demography must see the takeaway.

  1. Use the right demographic graphic for the quantity. Don't default to a bar chart when the data

call for an age schedule, a population pyramid, a survival curve, or a projection fan.

  1. Show uncertainty. Confidence bands on rates, life-expectancy contributions, hazard/survival

curves, decomposition components, and projection scenarios — not bare lines or point estimates.

  1. Accessible. Colorblind-safe palettes; legible in grayscale; no chartjunk, no 3D. Reviewers and a

broad readership must parse it quickly.

  1. Main text vs. supporting information. Keep the few exhibits that carry the argument in the

article; move full life tables, sensitivity grids, and supplementary detail to the **supporting

information**.

  1. Reproducible. Each exhibit is generated by the master script; numbers match the deposited

materials (see popdevr-transparency-and-data).

Distinctive demographic and comparative exhibits

  • Population pyramids for age-sex structure and its change over time (and across development levels).
  • Age schedules of fertility (ASFR), mortality (mx/qx), and migration; tempo-adjusted curves.
  • Survival and hazard curves (Kaplan-Meier, cumulative-incidence for competing risks).
  • Decomposition bar/stacked plots showing component contributions that sum to the total.
  • Projection fans / scenario plots tied to policy or development futures, with uncertainty.
  • Cross-country scatter / small-multiples linking a population quantity to a development indicator —

with comparability caveats in the note.

  • Small-multiple maps for spatial demographic variation.

Execution bridge (StatsPAI / Stata MCP)

Generate exhibits from the fitted result, not by retyping numbers (the usual source of

body-vs-supplement drift). Full map: [execution-with-mcp](../../../shared-resources/empirical-methods/execution-with-mcp.md). PDR is population studies blending quantitative and policy work; apply the chain to its empirical-causal papers.

  • Tables: etable (multi-model columns) or did_summary_to_latex straight from the

result_id.

  • Figures: plot_from_result / enhanced_event_study_plot / event_study_table

axis units and the SE/clustering note baked in.

  • Every note names the estimator + clustering and states the effect size in

interpretable units.

See a full fitted-result → exhibit chain in the [JF execution walkthrough](../../../Journal-of-Finance-Skills/resources/worked-examples/02-execution-walkthrough.md).

Anti-patterns

  • Tables that require the prose to be intelligible (not self-contained)
  • A generic bar chart where an age schedule, pyramid, or projection fan would reveal the pattern
  • Rates, e0 contributions, or projections plotted with no uncertainty
  • A cross-country scatter read as a development effect with no comparability caveat
  • Exhibit numbers/values that don't match the deposited code output

Exhibit pass for PDR

Run this as a concrete capability pass. First lock the population process, the development/policy

linkage, the data and time scale, the selection/measurement issue, and the uncertainty; then test

whether the manuscript addresses PDR's broad audience who inspect both the population evidence and its

development meaning.

  • Primary move: For every table or figure, state the object, sample/case base, uncertainty display,

and one sentence the exhibit proves about population and development for this venue.

  • Decision ledger: return claim / evidence / blocker / next edit rows so the next pass can patch

the manuscript directly.

  • Sibling comparison: compare against Demography and Population Studies (methods-forward),

Population Research and Policy Review (applied policy), and Studies in Family Planning (programs);

if a neighbor has the stronger audience claim, recommend re-routing before polishing.

  • Verification floor: before submission-ready advice, re-open resources/official-source-map.md for

volatile rules and name the one unresolved fact that could change the recommendation.

Output format

【Main exhibit】what it shows + which graphic + the population-and-development point
【Self-contained?】title + labels + note + population/period/source/N present? [Y/N]
【Uncertainty shown?】bands/intervals on rates/curves/components/projections? [Y/N]
【Accessible?】grayscale-legible + colorblind-safe? [Y/N]
【Article vs SI】split decided, set kept tight?
【Reproducible?】generated by master script, matches package? [Y/N]
【Next】popdevr-writing-style

Supplementary resources

  • [../../resources/external_tools.md](../../resources/external_tools.md) — plotting, life-table, projection, and mapping packages
  • [../../resources/official-source-map.md](../../resources/official-source-map.md) — exhibit and supporting-information expectations

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原文件路径Population-and-Development-Review-Skills/skills/popdevr-tables-figures/SKILL.md

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