# Plain-language — accumulated knowledge

Append-only across sessions. Each entry records a recurring jargon
problem and how to fix it.

## Format

```
## YYYY-MM-DD — <short title>
Story: <story-id>
Pass: <pass number>

<the jargon, the plain replacement, and why>
```

---

## 2026-05-29 — "proclivity decile" → "student-body challenge group"
Story: punching-above-50
Pass: 8

Our internal term "proclivity decile" combines three demographic
inputs (% economically disadvantaged, % English learners, % students
with disabilities) into a 1-to-10 ranking. Replace with "student-body
challenge group (1 = easiest to serve, 10 = hardest to serve)" with
inline definition the first time it appears. The 1-10 ranking still
works; the abstract noun "decile" is what kills readability.

## 2026-05-29 — "residual" → "gap above expectation"
Story: punching-above-50
Pass: 8

"Proclivity-adjusted residual" or "residual" alone is the most-
flagged jargon term across stories. Replace with "gap above
expectation" with the inline definition: "the school scored N
percentage points higher than the typical school in its group."

## 2026-05-29 — "elementary academic composite" → "overall elementary-school score"
Story: punching-above-50
Pass: 8

"Composite" reads like a chemistry term. Replace with "overall
elementary-school score" and define inline once: "an average of
grade-3 through grade-5 math and reading proficiency."

## 2026-05-29 — All-caps admissions categories need inline definitions
Story: punching-above-50
Pass: 8

ZONED / OPEN / SCREENED / COMPOSITE all-caps reads like database
column headers. Convert to title case (Zoned, Open, Screened,
Composite) and add an inline glossary in the table caption the first
time these appear: "Zoned = the kid attends because they live in the
neighborhood. Open = any New York City student can apply. Screened =
the school selects students by grades, attendance, or a test.
Composite = a mix."

## 2026-05-29 — Spell out NYC, NYS, FOIL, DOE on first use
Story: punching-above-50
Pass: 8

Even the obvious ones. "NYC" → "New York City." "NYS" → "New York
State." "FOIL" → "Freedom of Information Law." "DOE" → "Department of
Education." After the first appearance, the short form is fine.

## 2026-05-29 — "Cohort noise" / "cohort composition" → plain language
Story: punching-above-50
Pass: 8

"Cohort noise" is jargon for "the makeup of one grade can vary
year-to-year and affect the average score." Translate to that, or
shorter: "looking at one year alone can mislead: a school can have a
great year, or a bad year, just because of which kids happen to be
in that grade."

## 2026-05-29 — Size every number with a comparison
Story: punching-above-50
Pass: 8

"+30 percentage points" alone is meaningless to most readers. Size
it: "+30 percentage points — roughly three letter grades higher."
"+9.7 citywide" → "the city as a whole gained 9.7 points over six
years." Comparisons should be either letter grades, the citywide
average, or the size of the underlying population.

## 2026-05-29 — "Chronic absenteeism" needs an inline definition on first use
Story: covid-absenteeism-stuck
Pass: 8

The single most-used technical term across NYC ed-data stories.
Standard NY State definition: a student who misses 10% or more of
school days in a year. First use should say "chronically absent —
meaning they missed at least 10% of the school year" (or similar).
The term itself is kept because it's the official metric, but never
left undefined.

## 2026-05-29 — "Percentile" / box-and-whisker → describe in the caption
Story: covid-absenteeism-stuck
Pass: 8

p10 / p25 / p50 / p75 / p90 are statistical shorthand and read as
gibberish to most. In the chart caption: "bar shows the middle half
of schools; lines extend to the top and bottom 10%." In the prose,
replace "p10-p90" with "the range from the worst-attending 10% of
schools to the best-attending 10%."

## 2026-05-29 — "D75" → "District 75" with inline definition
Story: covid-absenteeism-stuck
Pass: 8

District 75 is NYC's citywide system of schools for students with
significant disabilities. Spell out and define inline first use:
"District 75 (the citywide system of schools for students with
significant disabilities)." After that, "District 75" is fine.

## 2026-05-29 — "Linear extrapolation" → "straight-line projection"
Story: covid-absenteeism-stuck
Pass: 8

A common quant addition that needs translation. "Straight-line
projection" carries the same meaning and reads to a general
audience.

## 2026-05-29 — "D18 / D19" district shorthands → "District 18 / District 19"
Story: covid-district-18-comeback
Pass: 8

Always spell out "District" — even when the rest of the prose
references the same district many times. The "D" + number form looks
like a battleship coordinate to a non-NYC reader.

## 2026-05-29 — "ARP" → "the American Rescue Plan (federal pandemic-relief funding)"
Story: covid-district-18-comeback
Pass: 8

Define this on first use. Most readers don't recognize ARP as the
specific federal program; even those who do may not know which years
the money flowed in.

## 2026-05-29 — "Scale score" → "raw test score" with parenthetical
Story: covid-test-recalibration
Pass: 8

The technical name (scale score) is preserved once parenthetically so
readers who encounter it elsewhere recognize it. But in body text,
"raw test score" is what works.

## 2026-05-29 — "Cutscore" → "cutoff"
Story: covid-test-recalibration
Pass: 8

Cutscore is education-industry jargon. Cutoff is normal English. The
underlying concept (the score above which you're called proficient)
should be defined in the first paragraph that introduces it.

## 2026-05-29 — "NAEP" needs full name + clarifier
Story: covid-test-recalibration
Pass: 8

On first use: "the federal NAEP test — given the same way in every
state." After that, NAEP is fine. Critically, readers need to know
NAEP is INDEPENDENT of the New York State test we've been discussing.

## 2026-05-29 — "ELL" → "students learning English" or named services
Story: ell-gap-disaster
Pass: 8

In prose, "students learning English" (or, when precision matters,
"students currently in English-language services"). In data labels,
the more precise form: "currently in English-language services" /
"never needed English-language services." Long but readable.

## 2026-05-29 — "Subgroup" → "group of students"
Story: ell-gap-disaster
Pass: 8

"Subgroup" reads like database / statistical jargon. "Group of
students" or just "students" with a modifier always works better.

## 2026-05-29 — Define ENL on first use; use parenthetical
Story: ell-gap-disaster
Pass: 8

"the program is called English as a New Language, or ENL" is the
pattern. Just "ENL" alone is opaque to most readers.

## 2026-05-29 — Box-and-whisker chart caption must explain the chart
Story: punching-above-50, covid-absenteeism-stuck
Pass: 8

When using the distribution component, the caption should ALWAYS
contain a one-clause explanation of what the bar and lines mean:
"bar shows the middle half of schools; lines extend to the top and
bottom 10%." Otherwise readers think the bar is the average.