---
name: Astronomy Figure Is The Unit Of Result
slug: astronomy-figure-is-the-unit-of-result
category: Writing
description: Astronomy Figure Is The Unit Of Result guides study design and writing when reporting astronomy results. It explains why results should be shown as figures, how to decompose aggregates, and which comparison panels a paper should include.
github: "https://github.com/tangxiangru/AutoR/tree/main/src/skills/astronomy-figure-is-the-unit-of-result"
language: Python
stars: 804
forks: 25
install: "npx degit https://github.com/tangxiangru/AutoR/tree/main/src/skills/astronomy-figure-is-the-unit-of-result ~/.claude/skills/astronomy-figure-is-the-unit-of-result"
installs_to: ~/.claude/skills/astronomy-figure-is-the-unit-of-result
source_path: src/skills/astronomy-figure-is-the-unit-of-result/SKILL.md
collection_size: 25
category_size: 1012
collection_url: "https://dirskills.com/collections/tangxiangru/AutoR"
added: 2026-08-22T05:22:23.930Z
last_synced: 2026-08-22T05:22:23.930Z
canonical_url: "https://dirskills.com/skills/astronomy-figure-is-the-unit-of-result"
---

# Astronomy Figure Is The Unit Of Result

Astronomy Figure Is The Unit Of Result guides study design and writing when reporting astronomy results. It explains why results should be shown as figures, how to decompose aggregates, and which comparison panels a paper should include.

**Install:**

```bash
npx degit https://github.com/tangxiangru/AutoR/tree/main/src/skills/astronomy-figure-is-the-unit-of-result ~/.claude/skills/astronomy-figure-is-the-unit-of-result
```

## README

# Astronomy: the figure is the unit of result, and nothing is reported pooled

Draft your figure list before your analysis list. In observational astronomy the result is delivered as a figure a reader can lay beside the published one: the same quantities on both axes, the same log or linear scaling, the same decade span, the full family of competing models or method variants overlaid on one set of axes, the decision threshold drawn as a labelled line, and a caption stating the numbers a reader would otherwise have to read off the plot (N, median, confidence level, how many points fall each side of the line). A result that is scientifically equivalent but visually reorganised, or that exists only as a table or a sentence, will not be recognised as that result.

Nothing is reported only as an aggregate. Break every quantity down by the sub-population the data physically distinguish, per object, per source class, per component index, per bin of the independent variable, quantify the trend across that index, and say which component dominates the budget and by what factor. Where several independent indicators, models or approximations exist for one quantity, put them all on a single axis and quantify their disagreement; where two independent routes measure the same object, state the consistency with a significance.

Present the result as a curve over the scanned variable across its full plausible range, log axes when it spans decades, and state the interval over which the claim actually holds, rather than a value at one point.

## Why this is here

Seven of Astronomy's twelve criteria are image-typed and carry 60% of the weight, judged by a vision model that is shown the original figure first. The measured mechanism 'right numbers, wrong artifact class' cost a whole criterion: the agent had the residual information in prose and in a differently-shaped bar chart and scored near zero because the demanded panel was never drawn. The decomposition clause fixes the recurring aggregate-only loss, and the single-axis multi-indicator clause fixes the case where the canonical multi-model comparison figure was never produced (score 0) because the agent's own question did not need it.