Merge pull request 'feat(destinations): say what happened to a school's leavers, without republishing what DfE withheld' (#137) from feat/ks4-destinations into main
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Reviewed-on: #137
This commit was merged in pull request #137.
This commit is contained in:
tudor committed 2026-08-30 20:49:14 +00:00
commit 73182d0c0c
48 files changed
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+1
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@@ -919,6 +919,7 @@ async def get_school_details(request: Request, urn: int):
"phonics": supplementary.get("phonics"), "phonics": supplementary.get("phonics"),
"deprivation": supplementary.get("deprivation"), "deprivation": supplementary.get("deprivation"),
"finance": supplementary.get("finance"), "finance": supplementary.get("finance"),
"destinations": supplementary.get("destinations"),
} }
+246
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@@ -20,6 +20,7 @@ from .models import (
DimSchool, DimLocation, KS2Performance, DimSchool, DimLocation, KS2Performance,
FactOfstedInspection, FactAdmissions, FactAdmissionDistance, FactOfstedInspection, FactAdmissions, FactAdmissionDistance,
FactDeprivation, FactFinance, FactPupilCharacteristics, FactDeprivation, FactFinance, FactPupilCharacteristics,
FactKs4Destinations, FactKs5Destinations,
) )
from .ofsted_codes import ofsted_page_url, report_card_labels from .ofsted_codes import ofsted_page_url, report_card_labels
from .schemas import SCHOOL_TYPE_MAP from .schemas import SCHOOL_TYPE_MAP
@@ -816,6 +817,218 @@ def _finance_dict(f) -> dict:
} }
# Destination measures that are totals DfE published itself, rather than one of
# the categories that partition the cohort.
_AGGREGATE_MEASURES = {"agg_sustained_education", "agg_sustained_all"}
def _format_cohort_year(year) -> str | None:
"""202223 -> '2022/23'.
The section has to date its own cohort. Destination measures run about two
GCSE years behind the results shown above them on the same page, so an
undated figure reads as stale data rather than as a different question.
"""
if not year:
return None
text = str(year)
if len(text) == 6:
return f"{text[:4]}/{text[4:6]}"
if len(text) == 8:
return f"{text[:4]}/{text[6:8]}"
return text
_PUPIL_GROUPS = ("disadvantaged", "other", "all")
def _lone_hidden_groups(groups: dict) -> list:
"""Pupil groups hiding exactly one category — solvable by subtraction."""
return [
key for key, group in groups.items()
if sum(1 for c in group["categories"] if c["status"] == "suppressed") == 1
]
def _lone_hidden_categories(groups: dict) -> list:
"""Categories hidden in exactly one of several pupil groups."""
lone = []
categories = {c["category"] for g in groups.values() for c in g["categories"]}
for category in categories:
found = [
c for g in groups.values() for c in g["categories"]
if c["category"] == category
]
hidden = [c for c in found if c["status"] == "suppressed"]
if len(hidden) == 1 and len(found) > 1:
lone.append(category)
return lone
def disclosure_invariant_holds(groups: dict) -> bool:
"""Every row and every column hides none, or at least two.
Public so the tests can assert it directly rather than re-deriving it.
"""
return not _lone_hidden_groups(groups) and not _lone_hidden_categories(groups)
def _mask_for_disclosure(groups: dict) -> None:
"""Withhold further cells until nothing suppressed can be solved for.
Not rendering a figure is not the same as not publishing it. This endpoint
is public and unauthenticated, so anything left in the payload is
published, whatever the UI chooses to draw — the same reasoning the
admission_distance field carries in app.py.
Two identities let a caller solve for a withheld cell:
* within a pupil group, the categories sum to the cohort, so a group with
exactly ONE suppressed category gives it away as cohort - sum(rest);
* across groups, disadvantaged + other = all for every category, so a
category suppressed in exactly ONE of the three gives itself away.
DfE's own answer is secondary suppression: withhold a second cell so the
residual spans two unknowns and identifies neither.
Where no companion can do that — a sparse cohort whose every other category
is `not_applicable`, which is common in special schools and alternative
provision — there is nothing left to withhold, so the pupil group is
DROPPED entirely. An earlier version simply gave up here and returned with
the violation intact and no signal, which is the one outcome this function
must never produce: a disclosure-control pass that fails silently is worse
than none, because everything downstream trusts it.
Mutates `groups` in place. Guaranteed to return with
disclosure_invariant_holds(groups) true.
"""
def suppress(cell):
if cell["status"] == "published":
cell["status"] = "suppressed"
cell["pupils"] = None
cell["percentage"] = None
return True
return False
def add_companion(candidates) -> bool:
"""Withhold a second cell so the residual spans two unknowns.
The companion must carry pupils. Suppressing a zero looks like
secondary suppression and protects nothing: the residual still equals
the original withheld figure exactly. Returns False when no cell can
do the job, which escalates to dropping the group.
"""
published = [c for c in candidates if c["status"] == "published"]
useful = sorted(
(c for c in published if (c["pupils"] or 0) > 0),
key=lambda c: c["pupils"],
)
if useful:
return suppress(useful[0])
# Every remaining cell is zero or not applicable: withholding any of
# them leaves the residual equal to the original figure.
return False
# Fixpoint: each new suppression can break the other identity. Terminates
# because every pass either adds a suppression, drops a group, or stops.
while not disclosure_invariant_holds(groups):
changed = False
for category in _lone_hidden_categories(groups):
siblings = [
c for g in groups.values() for c in g["categories"]
if c["category"] == category
]
if add_companion(siblings):
changed = True
for key in _lone_hidden_groups(groups):
if add_companion(groups[key]["categories"]):
changed = True
if changed:
continue
# Nothing left to withhold. Drop the groups that are still solvable,
# and any category still solvable across the groups that remain.
for key in _lone_hidden_groups(groups):
del groups[key]
changed = True
for category in _lone_hidden_categories(groups):
for group in groups.values():
for cell in group["categories"]:
if cell["category"] == category and suppress(cell):
changed = True
if not changed:
# Unreachable given the two escalations above, but a masking pass
# must never spin or exit unsafely. Withhold everything.
groups.clear()
return
def _destinations_block(rows: list) -> dict | None:
"""Shape destination rows for one phase into the API's block.
Applies secondary suppression before returning, so no caller of this public
endpoint can solve for a figure DfE withheld. See _mask_for_disclosure.
Aggregate measures are dropped entirely. DfE publishes them, and they would
be useful for a "what is published for this group" fallback, but nothing
renders them today and an aggregate spanning exactly one suppressed
component names that component. An unused field that leaks is not a
trade-off worth carrying — re-add them with their own guard if the fallback
is ever built.
Deliberately computes no residual, no "remaining pupils" figure, and no
total that would close a gap left by a suppressed category.
"""
if not rows:
return None
years = [r["year"] for r in rows if r.get("year") is not None]
if not years:
return None
latest_year = max(years)
rows = [r for r in rows if r.get("year") == latest_year]
groups: dict = {}
for row in rows:
group = groups.setdefault(
row["pupil_group"],
{"cohort": row.get("cohort_pupils"), "categories": []},
)
measure = row["destination_measure"]
published = row.get("status") == "published"
# Belt and braces: percentage is derived from the same source cell as
# pupils, but publishing one without the other would hand back the
# cohort (pupils / percentage) and with it the residual.
cell = {
"category": measure,
"pupils": row.get("pupils") if published else None,
"percentage": row.get("percentage") if published else None,
"status": row.get("status"),
}
if measure in _AGGREGATE_MEASURES:
continue
group["categories"].append(cell)
if not groups:
return None
_mask_for_disclosure(groups)
# Masking can empty the block entirely — a sparse cohort where no group
# could be made safe. Return None so the section is absent rather than
# rendering an empty shell.
if not groups:
return None
return {"cohort_year": _format_cohort_year(latest_year), "groups": groups}
def _empty_supplementary() -> dict: def _empty_supplementary() -> dict:
return { return {
"ofsted": None, "ofsted": None,
@@ -827,6 +1040,7 @@ def _empty_supplementary() -> dict:
"phonics": None, "phonics": None,
"deprivation": None, "deprivation": None,
"finance": None, "finance": None,
"destinations": None,
} }
@@ -954,6 +1168,38 @@ def get_supplementary_data_batch(db: Session, urns: list[int]) -> dict:
result[f.urn]["finance"] = _finance_dict(f) result[f.urn]["finance"] = _finance_dict(f)
_safe(_finance) _safe(_finance)
# Destinations — KS4 and 16-18. Both marts are long-format, so every row
# for a URN is collected and _destinations_block picks the latest year and
# shapes the pupil groups. A phase with no rows serialises as null rather
# than an empty shell, so the frontend renders nothing rather than an empty
# section.
def _destinations():
from collections import defaultdict
def _collect(model):
per_urn = defaultdict(list)
for r in db.query(model).filter(model.urn.in_(urns)).all():
per_urn[r.urn].append({
"year": r.year,
"pupil_group": r.pupil_group,
"destination_measure": r.destination_measure,
"cohort_pupils": r.cohort_pupils,
"pupils": r.pupils,
"percentage": r.percentage,
"status": r.status,
})
return per_urn
ks4_rows = _collect(FactKs4Destinations)
ks5_rows = _collect(FactKs5Destinations)
for urn in urns:
ks4 = _destinations_block(ks4_rows.get(urn, []))
ks5 = _destinations_block(ks5_rows.get(urn, []))
result[urn]["destinations"] = (
{"ks4": ks4, "ks5": ks5} if (ks4 or ks5) else None
)
_safe(_destinations)
return result return result
+45
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@@ -321,3 +321,48 @@ class Ks2NationalAverage(Base):
gps_high_pct = Column(Float) gps_high_pct = Column(Float)
gps_avg_score = Column(Float) gps_avg_score = Column(Float)
science_expected_pct = Column(Float) science_expected_pct = Column(Float)
class FactKs4Destinations(Base):
"""KS4 leavers destinations — one row per URN, year, pupil group, measure.
Long format rather than wide because pupil_group is a real third dimension.
`status` is load-bearing: 'suppressed' means DfE withheld a figure it
considered disclosive and the page must print "withheld"; 'not_applicable'
means the measure does not apply and the page must print nothing. `pupils`
is null for both, so collapsing status to a null check loses the
difference — and the categories sum to the cohort, so a consumer that
treats a withheld cell as zero republishes what DfE hid.
"""
__tablename__ = "fact_ks4_destinations"
__table_args__ = (
Index("ix_ks4_dest_urn_year", "urn", "year"),
MARTS,
)
urn = Column(Integer, primary_key=True)
year = Column(Integer, primary_key=True)
pupil_group = Column(String(20), primary_key=True)
destination_measure = Column(String(40), primary_key=True)
cohort_pupils = Column(Integer)
pupils = Column(Integer)
percentage = Column(Float)
status = Column(String(20))
class FactKs5Destinations(Base):
"""16-18 study leavers destinations — same grain as FactKs4Destinations."""
__tablename__ = "fact_ks5_destinations"
__table_args__ = (
Index("ix_ks5_dest_urn_year", "urn", "year"),
MARTS,
)
urn = Column(Integer, primary_key=True)
year = Column(Integer, primary_key=True)
pupil_group = Column(String(20), primary_key=True)
destination_measure = Column(String(40), primary_key=True)
cohort_pupils = Column(Integer)
pupils = Column(Integer)
percentage = Column(Float)
status = Column(String(20))
+269
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@@ -0,0 +1,269 @@
"""The destinations serialiser's contract.
Not rendering a figure is not the same as not publishing it. This endpoint is
public and unauthenticated, so whatever the payload carries is published,
whatever the UI draws. The categories sum to the cohort and the pupil groups
sum to each other, so a lone suppressed cell is solvable by subtraction — the
serialiser adds secondary suppression to prevent it.
See docs/superpowers/specs/2026-08-28-destination-measures-design.md.
"""
from backend.data_loader import (
_destinations_block, _format_cohort_year, disclosure_invariant_holds,
)
def _row(group, measure, pupils, status, cohort=180, percentage=None, year=202223):
return {
"pupil_group": group,
"destination_measure": measure,
"pupils": pupils,
"percentage": percentage,
"status": status,
"cohort_pupils": cohort,
"year": year,
}
def test_suppressed_category_serialises_as_suppressed_with_null_pupils():
rows = [
_row("all", "school_sixth_form", 75, "published", percentage=41.7),
_row("all", "sixth_form_college", None, "suppressed"),
]
block = _destinations_block(rows)
cats = {c["category"]: c for c in block["groups"]["all"]["categories"]}
assert cats["sixth_form_college"]["status"] == "suppressed"
assert cats["sixth_form_college"]["pupils"] is None
assert cats["sixth_form_college"]["percentage"] is None
def test_published_category_keeps_its_figures():
block = _destinations_block([
_row("all", "school_sixth_form", 75, "published", percentage=41.7),
])
cat = block["groups"]["all"]["categories"][0]
assert cat["pupils"] == 75
assert cat["percentage"] == 41.7
assert cat["status"] == "published"
def test_only_the_latest_year_is_served():
rows = [
_row("all", "school_sixth_form", 60, "published", year=202122),
_row("all", "school_sixth_form", 75, "published", year=202223),
]
block = _destinations_block(rows)
assert block["cohort_year"] == "2022/23"
assert len(block["groups"]["all"]["categories"]) == 1
assert block["groups"]["all"]["categories"][0]["pupils"] == 75
def test_all_three_pupil_groups_are_carried():
rows = [
_row("all", "school_sixth_form", 75, "published"),
_row("disadvantaged", "school_sixth_form", 17, "published", cohort=62),
_row("other", "school_sixth_form", 58, "published", cohort=118),
]
block = _destinations_block(rows)
assert set(block["groups"]) == {"all", "disadvantaged", "other"}
assert block["groups"]["disadvantaged"]["cohort"] == 62
def test_cohort_year_is_reported_so_the_page_can_date_itself():
block = _destinations_block([_row("all", "school_sixth_form", 75, "published")])
assert block["cohort_year"] == "2022/23"
def test_format_cohort_year_handles_the_six_digit_form():
assert _format_cohort_year(202223) == "2022/23"
assert _format_cohort_year(None) is None
def test_empty_rows_yield_none_not_an_empty_shell():
assert _destinations_block([]) is None
# ── Disclosure control ──────────────────────────────────────────────────────
#
# The rendering guards in lib/destinations.ts stop a withheld figure being
# DRAWN. They do nothing about it being COMPUTED: this endpoint is public and
# unauthenticated, so whatever the payload carries is published. These tests
# are the ones that matter.
def _solve_residual(group):
"""What any caller can work out: cohort minus everything published."""
published = [c["pupils"] for c in group["categories"] if c["pupils"] is not None]
hidden = [c for c in group["categories"] if c["status"] == "suppressed"]
return group["cohort"] - sum(published), len(hidden)
def test_a_lone_suppressed_category_cannot_be_solved_for():
"""Whitley Bay High School's real 2022/23 disadvantaged group: further
education withheld, everything else published, cohort 41. Before secondary
suppression the payload gave the answer away as 41 - 23 = 18."""
rows = [
_row("disadvantaged", "school_sixth_form", 15, "published", cohort=41),
_row("disadvantaged", "sixth_form_college", 0, "published", cohort=41),
_row("disadvantaged", "further_education", None, "suppressed", cohort=41),
_row("disadvantaged", "apprenticeship", 1, "published", cohort=41),
_row("disadvantaged", "employment", 2, "published", cohort=41),
_row("disadvantaged", "not_sustained", 3, "published", cohort=41),
_row("disadvantaged", "not_captured", 2, "published", cohort=41),
]
group = _destinations_block(rows)["groups"]["disadvantaged"]
residual, hidden = _solve_residual(group)
assert hidden >= 2, "a lone suppressed cell must gain a companion"
assert residual != 18, "the withheld figure is recoverable from the payload"
def test_every_group_hides_none_or_at_least_two_categories():
rows = [
_row("all", "school_sixth_form", 75, "published"),
_row("all", "sixth_form_college", None, "suppressed"),
_row("all", "further_education", 61, "published"),
_row("all", "apprenticeship", 8, "published"),
_row("all", "employment", 6, "published"),
_row("all", "not_sustained", 5, "published"),
_row("all", "not_captured", 4, "published"),
]
group = _destinations_block(rows)["groups"]["all"]
hidden = [c for c in group["categories"] if c["status"] == "suppressed"]
assert len(hidden) >= 2
def test_a_category_hidden_in_one_group_is_hidden_in_a_second():
"""disadvantaged + other = all for every category, so a category withheld
in exactly one of the three is recoverable from the other two."""
rows = []
for measure, a, d, o in [
("school_sixth_form", 75, None, 58),
("further_education", 61, 27, 34),
("apprenticeship", 8, 4, 4),
("employment", 6, 1, 5),
("not_sustained", 5, 3, 2),
("not_captured", 4, 2, 2),
]:
rows.append(_row("all", measure, a, "published", cohort=159))
rows.append(_row("disadvantaged", measure, d,
"published" if d is not None else "suppressed", cohort=37))
rows.append(_row("other", measure, o, "published", cohort=122))
groups = _destinations_block(rows)["groups"]
measures = {c["category"] for g in groups.values() for c in g["categories"]}
assert len(measures) == 6, "the fixture's six measures must all be checked"
for measure in sorted(measures):
hidden = sum(
1 for g in groups.values() for c in g["categories"]
if c["category"] == measure and c["status"] == "suppressed"
)
# The invariant is "none, or at least two" — not "at least two".
assert hidden != 1, f"{measure} is solvable across the pupil groups"
def test_a_suppressed_cell_never_keeps_its_percentage():
"""percentage / pupils would hand back the cohort, and with it the residual."""
rows = [
_row("all", "school_sixth_form", 75, "published", percentage=41.7),
_row("all", "sixth_form_college", None, "suppressed", percentage=11.7),
_row("all", "further_education", 61, "published", percentage=33.9),
]
group = _destinations_block(rows)["groups"]["all"]
for cell in group["categories"]:
if cell["status"] != "published":
assert cell["pupils"] is None
assert cell["percentage"] is None
def test_aggregates_are_not_served():
"""An aggregate spanning exactly one suppressed component names it, and
nothing renders them today."""
rows = [
_row("all", "school_sixth_form", 75, "published"),
_row("all", "agg_sustained_all", 171, "published"),
]
group = _destinations_block(rows)["groups"]["all"]
assert [c["category"] for c in group["categories"]] == ["school_sixth_form"]
assert "aggregates" not in group
def test_a_fully_published_group_is_left_alone():
"""Secondary suppression must not cost anything where nothing is withheld —
this is the all-pupils view on every mainstream secondary."""
rows = [
_row("all", m, p, "published")
for m, p in [("school_sixth_form", 75), ("sixth_form_college", 21),
("further_education", 61), ("apprenticeship", 8),
("employment", 6), ("not_sustained", 5), ("not_captured", 4)]
]
group = _destinations_block(rows)["groups"]["all"]
assert all(c["status"] == "published" for c in group["categories"])
assert len(group["categories"]) == 7
def test_the_invariant_is_asserted_directly_not_re_derived():
"""A group with one suppressed category and nothing else to withhold."""
rows = [
_row("all", "school_sixth_form", None, "suppressed", cohort=9),
_row("all", "sixth_form_college", None, "not_applicable", cohort=9),
_row("all", "further_education", None, "not_applicable", cohort=9),
]
block = _destinations_block(rows)
assert block is None or disclosure_invariant_holds(block["groups"])
def test_a_sparse_cohort_with_no_companion_drops_the_group():
"""Special schools and AP routinely have one suppressed category and every
other one not applicable. There is nothing left to withhold, so the group
goes — an earlier version returned here with the violation intact."""
rows = [
_row("all", "school_sixth_form", None, "suppressed", cohort=9),
_row("all", "sixth_form_college", None, "not_applicable", cohort=9),
_row("all", "further_education", None, "not_applicable", cohort=9),
_row("all", "apprenticeship", None, "not_applicable", cohort=9),
_row("all", "employment", None, "not_applicable", cohort=9),
_row("all", "not_sustained", None, "not_applicable", cohort=9),
_row("all", "not_captured", None, "not_applicable", cohort=9),
]
block = _destinations_block(rows)
assert block is None or "all" not in block["groups"], (
"a group that cannot be made safe must not be served"
)
def test_zeros_are_not_treated_as_a_usable_companion():
"""Suppressing a zero protects nothing — the residual is unchanged. With
only zeros available the group must be dropped, not falsely 'fixed'."""
rows = [
_row("all", "school_sixth_form", None, "suppressed", cohort=5),
_row("all", "sixth_form_college", 0, "published", cohort=5),
_row("all", "further_education", 0, "published", cohort=5),
]
block = _destinations_block(rows)
if block and "all" in block["groups"]:
group = block["groups"]["all"]
published = sum(c["pupils"] for c in group["categories"]
if c["pupils"] is not None)
hidden = [c for c in group["categories"] if c["status"] == "suppressed"]
assert len(hidden) != 1, "a zero companion leaves the figure solvable"
assert group["cohort"] - published != 5
def test_masking_always_terminates_in_a_safe_state():
"""Exhaustive over every suppression pattern of a four-category group."""
from itertools import product
MEASURES = ["school_sixth_form", "sixth_form_college",
"further_education", "apprenticeship"]
for statuses in product(["published", "suppressed", "not_applicable"],
repeat=len(MEASURES)):
rows = [
_row("all", m, 3 if st == "published" else None, st, cohort=12)
for m, st in zip(MEASURES, statuses)
]
block = _destinations_block(rows)
if block is None:
continue
assert disclosure_invariant_holds(block["groups"]), (
f"invariant broken for {statuses}"
)
+9 -2
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@@ -132,16 +132,23 @@ def test_one_query_per_table_and_latest_row_per_urn():
"FactPupilCharacteristics": [], "FactPupilCharacteristics": [],
"FactDeprivation": [], "FactDeprivation": [],
"FactFinance": [], "FactFinance": [],
"FactKs4Destinations": [],
"FactKs5Destinations": [],
} }
session = _FakeSession(rows) session = _FakeSession(rows)
out = get_supplementary_data_batch(session, [1, 2]) out = get_supplementary_data_batch(session, [1, 2])
# Exactly one query per table — six total, regardless of two URNs. # Exactly one query per table — eight total, regardless of two URNs.
assert sorted(session.queries) == [ assert sorted(session.queries) == [
"FactAdmissionDistance", "FactAdmissions", "FactDeprivation", "FactAdmissionDistance", "FactAdmissions", "FactDeprivation",
"FactFinance", "FactOfstedInspection", "FactPupilCharacteristics", "FactFinance", "FactKs4Destinations", "FactKs5Destinations",
"FactOfstedInspection", "FactPupilCharacteristics",
] ]
# A school with no destination rows gets null, not an empty shell — the
# frontend renders the section from the block's presence.
assert out[1]["destinations"] is None
# Latest Ofsted kept per URN # Latest Ofsted kept per URN
assert out[1]["ofsted"]["overall_effectiveness"] == 2 assert out[1]["ofsted"]["overall_effectiveness"] == 2
assert out[2]["ofsted"]["overall_effectiveness"] == 1 assert out[2]["ofsted"]["overall_effectiveness"] == 1
File diff suppressed because it is too large. Load diff
@@ -0,0 +1,399 @@
# Destination Measures — Design
**Date:** 2026-08-28
**Status:** awaiting review
**Scope:** secondary school detail pages only
## Goal
Say what happened to a school's leavers after they left. Two sections on the
secondary template:
- **After Year 11** — every secondary, from the KS4 destination measures
- **After the sixth form** — sixth-form schools only, from the 16-18 measures
This replaces the "Post-16 destination data coming soon" placeholder standing in
`nextjs-app/components/school/SecondaryAdmissionsSection.tsx:117` since the exam
phase taxonomy work, and fills the `ks5_destinations_pct` slot specified but
never built in `2026-07-07-exam-phase-taxonomy-design.md:201`.
Mockup, with all three data states live:
<https://claude.ai/code/artifact/5be149d6-252f-473c-9a4f-4c36b05161b0>
## The finding that shapes everything
**Suppression is per cell, and the cells sum to the cohort.**
DfE withholds a figure it considers disclosive by writing `c`. It does this at
the level of an individual destination category, not the whole school, and it
publishes the cohort total alongside. The categories form a clean partition. So
where exactly one category is suppressed, subtracting the published ones from the
cohort recovers it exactly.
Verified against three real schools in the 2022/23 file:
| School | URN | Withheld | Recovers to |
|---|---|---|---|
| North East Futures UTC | 145900 | School sixth form | **3 pupils** |
| Whitley Bay High School | 108638 | Further education | **18 pupils** |
| St Matthew's RC High School | 148389 | School sixth form | **4 pupils** |
Those are the precise numbers the `c` exists to hide, and in a random 400-school
sample **22% of mainstream secondaries** have exactly one suppressed category in
their disadvantaged group. This is the normal case, not an edge case.
Three rules follow, and everything else in this document is downstream of them.
**R1 — Never *publish* enough to derive a remainder.**
An earlier draft of this rule said "never *render* a derived remainder", and
that was the defect code review caught in PR #137. Not drawing a number does
nothing to stop it being computed: `GET /api/schools/{urn}` is public and
unauthenticated, so anything in the payload is published whatever the UI
chooses to draw. The rendering guards shipped; the payload still carried the
cohort and every published category, and `cohort - sum(published)` returned
Whitley Bay's withheld figure exactly.
The rule is therefore about the serialiser, and the UI guards are a second line
of defence behind it. Two identities have to be closed:
- within a pupil group the categories sum to the cohort, so a group with
exactly **one** suppressed category gives it away;
- across groups, disadvantaged + other = all for every category, so a category
suppressed in exactly **one** of the three gives itself away.
`_mask_for_disclosure` applies DfE's own answer — secondary suppression —
withholding a companion cell until every row and every column hides either none
or at least two. It iterates, because each new suppression can break the other
identity, and terminates because cells are only ever added.
The companion must carry pupils. Suppressing a zero looks like secondary
suppression and protects nothing: the residual still equals the original
withheld figure.
Where no companion can do the job — a sparse cohort whose every other category
is `not_applicable`, routine in special schools and alternative provision — the
pupil group is **dropped from the payload entirely**. A first version simply
returned at that point with the violation intact and no signal, which review
caught: a disclosure-control pass that fails silently is worse than none,
because everything downstream trusts it. The function now cannot terminate
except in a state where `disclosure_invariant_holds()` is true, and an
exhaustive test sweeps all 81 suppression patterns of a four-category group to
prove it.
Measured cost on the 400-school sample: the all-pupils bar survives on **94%**
of mainstream secondaries rather than 100%. That is the price of not
republishing what DfE withheld.
**R2 — Never aggregate across a suppression boundary.** Summing published
components to fill a gap is R1 with extra steps.
DfE's own aggregates (`Sustained education destination`, `Sustained education,
employment & apprenticeships`) are ingested but **not served**. An aggregate
spanning exactly one suppressed component names it, and nothing renders them
today — an unused field that leaks is not a trade-off worth carrying. They can
be re-added with their own guard if the fallback ladder is ever built.
**R3 — The three pupil groups are one disclosure surface, not three.**
Disadvantaged and Not-known-to-be-disadvantaged partition All pupils, so
rendering any *two* of them recovers the third. Where a category is suppressed in
the disadvantaged group, it must therefore also be withheld from **all other
pupils** — the all-pupils view is the primary one and keeps it.
This costs almost nothing, because DfE already applies the same masking: across
the sample, 493 of 498 suppressed disadvantaged cells were suppressed in the
other group too. The mart enforces the remaining 5, which fell on 2 schools of
262. **The all-pupils bar is unaffected** — masking the whole page wherever the
disadvantaged group is thin would remove the bar from 80% of schools, and is not
what this rule says.
R1 and R2 both hold within a group and still leak across the switch, which is why
R3 is stated separately.
### The convention that would break this quietly
`macros/safe_numeric.sql` coerces every EES sentinel — `z`, `c`, `x`, `q`, `u` —
to `NULL`, deliberately and correctly for attainment, where "suppressed" and "no
data" are equally unrenderable. Here they are not the same thing: one must print
*withheld*, the other must print nothing at all, and the difference is what keeps
R1 enforceable.
**`safe_numeric` must not be used on destination counts.** The staging model
keeps the sentinel in a companion status column. This is the single most likely
way for this feature to regress into a disclosure, so it gets its own dbt test.
## What is actually available
Measured against the EES public API (open, no key). Both datasets carry
`geographicLevel: School` with `urn` on every location option, so the join to
`dim_school` is direct.
| | KS4 | 16-18 |
|---|---|---|
| Dataset id | `019d4f41-22d1-71b2-a1a7-f3b91026815b` | `019d4e73-6440-7523-b60c-bfab1ad4a30d` |
| Rows | 1,871,739 | 3,862,658 |
| Institutions | 4,946 | 3,065 |
| Time periods | 2009/10–2022/23 | 2016/17–2022/23 |
**Destination categories (KS4).** School sixth form · Sixth form college ·
Further education · Other education destination · Sustained apprenticeships (with
level breakdown) · Sustained employment destination · Not recorded as a sustained
destination · Activity not captured. Plus the aggregates `Sustained education
destination` and `Sustained education, employment & apprenticeships`.
**16-18 adds** UK higher education institution and FE split by level, which is
what makes the post-16 section worth having.
**Breakdowns.** `Disadvantage Status` gives Disadvantaged / Not known to be
disadvantaged / Total — exactly the three-way switch. Sex, ethnicity, FSM status,
prior attainment and SEN provision also travel in the same table; we ingest none
of them.
**Indicators.** Both counts and percentages, plus the cohort size. Bar widths use
the counts — the published percentages do not sum to 100.
### Coverage, and what degrades
Random 400-school sample, 2022/23, mainstream secondaries (n=262):
| View | As published by DfE | After R1–R3 masking | Consequence |
|---|---|---|---|
| All pupils, all categories | 100% | **94%** | Bar works nearly everywhere |
| Disadvantaged, headline rate | 95% | 95% | Gap panel works |
| Disadvantaged, three grouped cards | 68% | 68% | Degrades card by card |
| Disadvantaged, all six categories | 20% | **20%** | Bar unusable for this group |
The middle column is what the site actually serves. Masking costs the
all-pupils bar on 6% of mainstream secondaries — those are schools where a
category was suppressed in exactly one pupil group and no non-zero companion
existed below the all-pupils row.
Special schools and alternative provision are far worse: 13% and 41% respectively
have the whole cohort suppressed even for all pupils. The empty state is
load-bearing, not defensive.
## The display
Question-led. Three cards over one bar, with the cards acting as a lens on the
bar rather than a summary beside it — hovering a card dims the bar, table and
England reference to the categories that card is built from. The full mockup is
linked above; what matters for implementation:
**The headline is not the sustained rate.** That figure sits between 92% and 97%
for nearly every school in England. The mix is what varies, so the mix leads.
**The grouping is ours, not DfE's.** "Academic route" = school sixth form +
sixth-form college; "College" = FE and other colleges; "Work" = apprenticeship +
employment. This is the most arguable thing on the page, so it lives in one place
in `lib/destinations.ts`, is explained in a tooltip, and is reversible in one
edit.
**The absence is hatched neutral, never a colour.** "Activity not captured" means
no record in the sources DfE holds — it includes independent schools, moving
abroad and private training. Colouring it as a bad outcome would be a factual
error rendered in CSS. The hatch also fixes a real contrast problem: neutral
against the employment blue failed CVD separation at ΔE 7.6, and texture is the
secondary encoding that rescues it. Every other adjacent pair clears ΔE 10.9
under protanopia.
**Colour tokens.** Education is one hue in three steps (school-like to
college-like); apprenticeship and employment are separate hues. Six new tokens in
`globals.css`, defined in both themes, per the existing token discipline.
**The disadvantage split rides the same control.** One visualisation serving
three cohorts, with the England reference repointing to the matching national
group. The gap statement stays visible below the bar whatever is selected,
because a gap nobody clicks on is a gap nobody sees.
## Data model
### Extraction
A new `tap-uk-ees-destinations` extractor, separate from `tap-uk-ees`. The
existing tap downloads a release ZIP and reads a CSV inside it; the destinations
files are far larger than we need and the query API filters server-side, so this
one POSTs to `/v1/data-sets/{id}/query` and pages through results.
With every dimension pinned — destination measures, disadvantage status, sex
Total, characteristic topic Total — one year returns **252,610 rows** across all
geographic levels. Three school-level years is comfortably tractable.
Pinning is mandatory, not an optimisation: leaving the characteristic dimensions
unconstrained returned 45 rows where 9 were wanted, because every breakdown
shares one table.
The tap emits the raw value as text. **It does not coerce `c`.**
### Staging
`stg_ees_ks4_destinations` / `stg_ees_ks5_destinations`. Each raw value becomes
two columns:
```sql
case when raw ~ '^-?[0-9]+(\.[0-9]+)?$' then raw::numeric end as pupils,
case
when raw ~ '^-?[0-9]+(\.[0-9]+)?$' then 'published'
when lower(trim(raw)) = 'c' then 'suppressed'
else 'not_applicable'
end as status
```
### Marts
`fact_ks4_destinations` and `fact_ks5_destinations`, **long format**:
```
urn, year, pupil_group, destination_category, cohort_pupils, pupils, percentage, status
```
This departs from the wide house pattern (`fact_ks4_performance` and friends) on
purpose. `pupil_group` is a genuine third dimension; going wide would need three
sets of every column, and R2 is far easier to test on rows than on columns.
Roughly 8 categories × 3 groups × 4,946 schools × 3 years ≈ 356k rows.
`fact_destination_national` carries the same grain for England, so the page's
England reference repoints with the switch.
### dbt tests
- `assert_destinations_no_derived_remainder` — for every (urn, year,
pupil_group) with exactly one suppressed category, assert no aggregate row
exists that would let the residual be recovered. **This is the R1 guard.**
- `assert_destinations_group_masking` — for every (urn, year, category), if the
disadvantaged group carries `suppressed`, so does the other-pupils group.
**This is the R3 guard**, applied in the mart so no consumer can reach an
unmasked combination.
- `assert_destination_status_null_agreement` — `pupils is null` wherever
`status != 'published'`, and never null where it is.
- `assert_destinations_join_dim_school` — no orphaned URNs, matching the
existing `assert_no_orphaned_facts` pattern.
## API
`GET /api/schools/{urn}` gains a `destinations` block:
```json
{
"ks4": {
"cohort_year": "2022/23",
"published": "2026-04",
"groups": {
"all": { "cohort": 180, "categories": [ … ], "aggregates": { … } },
"disadvantaged": { … },
"other": { … }
}
},
"ks5": { … }
}
```
Each category carries `pupils`, `percentage` and `status`. **The serialiser never
emits a computed remainder**, and a backend test asserts that a group containing a
suppressed category serialises no total that closes the gap.
`null` for the whole block where nothing is published — the frontend renders the
empty state from its absence, not from a sentinel.
## Frontend
| File | Kind | Job |
|---|---|---|
| `lib/destinations.ts` | pure | Category list, the academic/college/work grouping, `canAggregate()` enforcing R2, percentage derivation from counts |
| `components/school/DestinationsSection.tsx` | server | Section shell, renders **all pupils** into the HTML |
| `components/school/DestinationsView.tsx` | client | Cohort switch, card↔bar linkage |
| `components/school/Post16DestinationsSection.tsx` | server | Year 13 section, sixth-form schools only |
| `app/globals.css` | tokens | Six destination colours, both themes |
Server-first matches the directory's existing discipline — every component in
`components/school/` is a server component except `AdmissionsViewToggle`, which
is the precedent this follows. All-pupils figures are in the HTML for crawlers
and for no-JS; only the switch and the hover linkage need the client.
`lib/schoolSections.ts` gains `hasKs4Destinations` / `hasKs5Destinations` flags
and the nav items, following the existing `computeSchoolFlags` pattern.
**Placement** on the secondary template: GCSE results → After Year 11 → After the
sixth form → admissions. Destinations follow attainment because they answer "and
then what happened".
**Dating.** The latest destination year is 2022/23, published April 2026, while
the site's newest KS4 year is 2024/25. The section header states its own cohort
year, or it reads as stale data next to the GCSE section above it.
## Edge states
| State | Frequency | Behaviour |
|---|---|---|
| Whole cohort suppressed | 13% of special, 41% of AP | Section renders the explanation, no chart |
| Some categories withheld | 80% of disadvantaged views | Cards degrade individually; **no bar**; table marks withheld rows |
| Disadvantaged group suppressed entirely | 5% | Switch drops to two options, gap panel not rendered |
| No sixth form | — | Post-16 section not rendered at all — absence is correct, a "no data" placeholder would imply something is missing |
| School too new | — | "First figures expected in 2026", not a bare no |
## Testing
Per CLAUDE.md, user-facing behaviour extends `e2e/` in the same PR.
**Unit** — `lib/destinations.ts` is where R1 and R2 live, so it carries the
heaviest tests: `canAggregate()` refuses a group containing one suppressed cell,
allows one spanning two, and the bar builder refuses to emit segments for any
group with suppression. These are the tests that must fail loudly if someone
later "fixes" a gap in the chart.
**dbt** — the three tests above.
**Backend** — the serialiser emits no closing total for a partially suppressed
group.
**E2E** — a school with full data renders three cards and a bar; a school with a
partially suppressed disadvantaged group renders the withheld state and **no bar
element**; a suppressed school renders the explanation; a school with no sixth
form renders no post-16 section.
Note the staging caveat: mart changes are inert until the Airflow pipeline runs,
and the staging E2E gate runs post-merge.
## Out of scope
- **Compare view and rankings.** The long mart shape supports both; neither is
built here. Flagged because "% to a school sixth form" is a plausible rankings
metric and the mart shape should not have to change to allow it.
- **Ethnicity, sex, SEN and prior-attainment breakdowns.** Available in the same
file, ingested deliberately not at all — each is a separate editorial decision
about what a school page should assert.
- **Longer term destinations** (3 and 5 years out) and **Progression to higher
education** — separate publications, worth a later look for sixth forms.
- **Primary schools.** No KS2 destination measures publication exists; DfE
tracking starts at KS4. Naming the secondaries a primary's leavers go to needs
the National Pupil Database, which is not publishable at that grain.
## Risks
**A later change reintroduces the disclosure.** The likeliest routes are
applying `safe_numeric` to a destination column for consistency, adding a
`coalesce` in a mart, or — as happened in review — enforcing a disclosure rule
at the rendering layer instead of the publishing layer. Mitigation is the dbt
tests plus `backend/tests/test_destinations_api.py`, which reconstructs the
residual the way an attacker would and asserts it no longer resolves.
**The two-year lag reads as staleness.** Mitigated by dating the cohort in the
section header rather than only in a tooltip.
**Sixth-form retention will be misread.** "41% went to a school sixth form" says
nothing about *which* school. The published file reports destination type, never
destination institution. Copy must never imply "stayed on here", and the tooltip
should say so.
**Section length.** The secondary template is already long and this adds two
sections. If it becomes a problem the post-16 section is the one to collapse
behind a disclosure, not the Year 11 one.
## Open questions
1. Is the disadvantage split its own section or a sub-block inside the
destinations section? Modelled as a sub-block; it is the most differentiating
figure on the page and the most easily misread on a small cohort.
2. Do we ingest the apprenticeship level breakdown (intermediate / advanced /
higher) now, or collapse to one apprenticeship figure and revisit? Collapsed
in this design.
+142
View File
@@ -2412,3 +2412,145 @@ test('with autosuggest off, the search box is a plain input', async ({ page }) =
await page.getByRole('button', { name: /Search/i }).first().click(); await page.getByRole('button', { name: /Search/i }).first().click();
await expect(page).toHaveURL(/search=abbey/); await expect(page).toHaveURL(/search=abbey/);
}); });
// ── Destination measures ───────────────────────────────────────────────────
//
// Two failure modes have to be told apart here, and conflating them is how
// this suite would either hide a regression or block the promotion pipeline:
//
// * the backend does not serve the `destinations` field at all — a code
// regression, or a deploy that did not land. FAILS.
// * the field is served but every school is empty — the annual EES DAG has
// not run on this environment yet. SKIPS, loudly.
//
// The second is a data-load precondition, not a defect, and it is true for
// every commit between this merging and the DAG being triggered. Failing on it
// would redden the staging gate for unrelated work. This is not the quiet skip
// 4f01fbd removed from the distance journeys: that one hid a broken feature
// behind a flag check, whereas the assertion that the code is deployed and
// correctly shaped still runs here on every commit.
async function secondaryWithDestinations(page: Page): Promise<{
urn: string; destinations: any;
}> {
const res = await page.request.get('/api/schools?search=school&per_page=100');
expect(res.ok()).toBeTruthy();
const body = await res.json();
const urns: string[] = (body.schools ?? [])
.filter((s: { phase?: string; attainment_8_score?: number | null }) =>
s.phase === 'Secondary' && s.attainment_8_score != null)
.map((s: { urn: number }) => String(s.urn));
expect(urns.length).toBeGreaterThan(0);
let served = false;
for (const urn of urns.slice(0, 25)) {
const detail = await page.request.get(`/api/schools/${urn}`);
if (!detail.ok()) continue;
const data = await detail.json();
// The key must exist, even as null. Its absence means the backend in front
// of us does not know about destinations at all.
if ('destinations' in data) served = true;
if (data.destinations?.ks4) return { urn, destinations: data.destinations };
}
expect(served,
'GET /api/schools/{urn} served no `destinations` key at all — the backend '
+ 'is missing this feature, not merely missing its data').toBeTruthy();
test.skip(true,
'No school has destination data yet: the annual EES DAG has not run on '
+ 'this environment. The API shape is correct, so this is a data-load '
+ 'precondition rather than a regression.');
throw new Error('unreachable');
}
test('a secondary school page says where its Year 11 leavers went', async ({ page }) => {
const { urn } = await secondaryWithDestinations(page);
await page.goto(`/school/${urn}`);
const section = page.locator('#destinations');
await expect(section).toBeVisible({ timeout: 15_000 });
await expect(section.getByRole('heading', { name: 'After Year 11' })).toBeVisible();
// The section must date its own cohort: destinations run about two GCSE
// years behind the results above them, and an undated figure reads as stale.
await expect(section).toContainText(/20\d{2}\/\d{2}/);
});
test('the destinations bar is absent entirely whenever a figure is withheld', async ({ page }) => {
const { urn, destinations } = await secondaryWithDestinations(page);
await page.goto(`/school/${urn}`);
const section = page.locator('#destinations');
await expect(section).toBeVisible({ timeout: 15_000 });
const allGroup = destinations.ks4.groups.all;
const suppressed = (allGroup?.categories ?? [])
.filter((c: { status: string }) => c.status === 'suppressed');
if (suppressed.length > 0) {
// R1: a bar drawn from the published segments leaves a gap whose width is
// the withheld figure, readable straight off the axis.
await expect(section.locator('[data-destination-segment]')).toHaveCount(0);
await expect(section.getByText(/withheld/i).first()).toBeVisible();
} else {
const published = (allGroup?.categories ?? [])
.filter((c: { status: string }) => c.status === 'published');
await expect(section.locator('[data-destination-segment]'))
.toHaveCount(published.length);
}
});
test('switching to disadvantaged pupils never reveals a withheld figure', async ({ page }) => {
const { urn, destinations } = await secondaryWithDestinations(page);
const disadvantaged = destinations.ks4.groups.disadvantaged;
test.skip(!disadvantaged, 'this school publishes no disadvantaged breakdown');
await page.goto(`/school/${urn}`);
const section = page.locator('#destinations');
await expect(section).toBeVisible({ timeout: 15_000 });
const radio = section.getByRole('radio', { name: /disadvantaged/i });
await expect(radio).toBeVisible();
await radio.click();
const suppressed = (disadvantaged.categories ?? [])
.filter((c: { status: string }) => c.status === 'suppressed');
if (suppressed.length > 0) {
await expect(section.locator('[data-destination-segment]')).toHaveCount(0);
// The residual must appear nowhere on the page — it is the withheld figure.
const cohort: number = disadvantaged.cohort;
const publishedTotal = (disadvantaged.categories ?? [])
.filter((c: { status: string }) => c.status === 'published')
.reduce((sum: number, c: { pupils: number }) => sum + c.pupils, 0);
const residual = cohort - publishedTotal;
const text = (await section.textContent()) ?? '';
expect(text).not.toMatch(new RegExp(`\\b${residual}\\b`));
}
});
test('a school with no sixth form has no post-16 destinations section', async ({ page }) => {
const res = await page.request.get('/api/schools?search=school&per_page=100');
const body = await res.json();
const noSixthForm = (body.schools ?? [])
.filter((s: { phase?: string; has_sixth_form?: boolean }) =>
s.phase === 'Secondary' && s.has_sixth_form === false)
.map((s: { urn: number }) => String(s.urn));
test.skip(noSixthForm.length === 0, 'no sixth-form-less secondary in this dataset');
await page.goto(`/school/${noSixthForm[0]}`);
await expect(page.locator('h1').first()).toBeVisible({ timeout: 15_000 });
// Absence is the correct statement, so there must be no placeholder either.
await expect(page.locator('#post16-destinations')).toHaveCount(0);
await expect(page.getByText(/destination data coming soon/i)).toHaveCount(0);
});
test('the destinations section never claims a pupil stayed at this school', async ({ page }) => {
const { urn } = await secondaryWithDestinations(page);
await page.goto(`/school/${urn}`);
const section = page.locator('#destinations');
await expect(section).toBeVisible({ timeout: 15_000 });
// The published file records the TYPE of place a leaver went to, never which
// one, so the page can never say a pupil stayed on here.
const text = (await section.textContent()) ?? '';
expect(text).not.toMatch(/stayed on (here|at this school)/i);
});
@@ -0,0 +1,149 @@
import { render, screen } from '@testing-library/react';
import { DestinationsSection } from '@/components/school/DestinationsSection';
import type { DestinationPhase } from '@/lib/types';
import type { DestinationCategory, DestinationStatus } from '@/lib/destinations';
const cell = (
category: DestinationCategory,
pupils: number | null,
status: DestinationStatus = 'published',
) => ({
category, pupils,
percentage: pupils === null ? null : (pupils / 180) * 100,
status,
});
const ALL_PUBLISHED = [
cell('school_sixth_form', 75), cell('sixth_form_college', 21),
cell('further_education', 55), cell('other_education', 6),
cell('apprenticeship', 8), cell('employment', 6),
cell('not_sustained', 5), cell('not_captured', 4),
];
const fullPhase: DestinationPhase = {
cohort_year: '2022/23',
groups: { all: { cohort: 180, categories: ALL_PUBLISHED } },
};
const suppressedPhase: DestinationPhase = {
cohort_year: '2022/23',
groups: {
all: {
cohort: 180,
categories: [
cell('school_sixth_form', 75), cell('sixth_form_college', null, 'suppressed'),
cell('further_education', 55), cell('other_education', 6),
cell('apprenticeship', 8), cell('employment', 6),
cell('not_sustained', 5), cell('not_captured', 4),
],
},
},
};
describe('DestinationsSection', () => {
it('dates its own cohort so it is not read as stale next to the GCSE section', () => {
render(<DestinationsSection destinations={fullPhase} />);
expect(screen.getByText(/2022\/23/)).toBeInTheDocument();
});
it('renders one bar segment per published category', () => {
const { container } = render(<DestinationsSection destinations={fullPhase} />);
expect(container.querySelectorAll('[data-destination-segment]')).toHaveLength(8);
});
it('renders NO bar at all when a category is withheld', () => {
const { container } = render(<DestinationsSection destinations={suppressedPhase} />);
// R1: a bar with a gap in it publishes the withheld figure by its width.
expect(container.querySelectorAll('[data-destination-segment]')).toHaveLength(0);
expect(screen.getAllByText(/withheld/i).length).toBeGreaterThan(0);
});
it('never states the remainder for a partially suppressed group', () => {
const { container } = render(<DestinationsSection destinations={suppressedPhase} />);
// 180 cohort - 159 published = 21, the withheld figure. It must appear nowhere.
expect(container.textContent).not.toMatch(/\b21\b/);
});
it('shows a card value for a group whose components are all published', () => {
render(<DestinationsSection destinations={fullPhase} />);
// academic route = 75 + 21 = 96 of 180 = 53%
expect(screen.getByText('53%')).toBeInTheDocument();
});
it('refuses a card value when one of its components is withheld', () => {
render(<DestinationsSection destinations={suppressedPhase} />);
// academic route needs sixth_form_college, which is suppressed.
expect(screen.getByText(/not published/i)).toBeInTheDocument();
expect(screen.queryByText('53%')).not.toBeInTheDocument();
});
it('never claims a pupil stayed at this school', () => {
const { container } = render(<DestinationsSection destinations={fullPhase} />);
// The published file reports destination TYPE, never destination institution.
expect(container.textContent).not.toMatch(/stayed on (here|at this school)/i);
});
it('renders nothing when no group carries categories', () => {
const empty: DestinationPhase = { cohort_year: '2022/23', groups: {} };
const { container } = render(<DestinationsSection destinations={empty} />);
expect(container.firstChild).toBeNull();
});
});
describe('the detail table keeps the three statuses apart', () => {
// 'suppressed' and 'not_applicable' are different claims, and the mart, the
// SQLAlchemy model and the serialiser all preserve the difference. The table
// used to key its Share column off `percentage === null`, which is true for
// both, so a category that simply does not apply was labelled "withheld" —
// while the Pupils column beside it rendered blank.
const mixedPhase: DestinationPhase = {
cohort_year: '2022/23',
groups: {
all: {
cohort: 180,
categories: [
cell('school_sixth_form', 75),
cell('sixth_form_college', null, 'suppressed'),
cell('further_education', null, 'suppressed'),
cell('apprenticeship', null, 'not_applicable'),
],
},
},
};
const rowFor = (container: HTMLElement, category: string) =>
Array.from(container.querySelectorAll('tbody tr'))
.find(tr => tr.textContent?.includes(category));
it('never labels a not-applicable category as withheld', () => {
const { container } = render(<DestinationsSection destinations={mixedPhase} />);
const row = rowFor(container, 'Apprenticeship');
expect(row).toBeTruthy();
expect(row!.textContent).not.toMatch(/withheld/i);
});
it('labels a genuinely suppressed category as withheld in both columns', () => {
const { container } = render(<DestinationsSection destinations={mixedPhase} />);
const row = rowFor(container, 'Sixth-form college');
expect(row).toBeTruthy();
expect(row!.querySelectorAll('td')).toHaveLength(2);
Array.from(row!.querySelectorAll('td')).forEach(td =>
expect(td.textContent).toMatch(/withheld/i));
});
it('the two columns of a row never disagree about what the row is', () => {
const { container } = render(<DestinationsSection destinations={mixedPhase} />);
Array.from(container.querySelectorAll('tbody tr')).forEach(tr => {
const cells = Array.from(tr.querySelectorAll('td'))
.map(td => /withheld/i.test(td.textContent ?? ''));
expect(new Set(cells).size).toBe(1);
});
});
it('shows a published category its real figures', () => {
const { container } = render(<DestinationsSection destinations={mixedPhase} />);
const row = rowFor(container, 'State-funded school sixth form');
expect(row!.textContent).toMatch(/75/);
expect(row!.textContent).toMatch(/42%/);
});
});
@@ -0,0 +1,44 @@
import { render, screen } from '@testing-library/react';
import { Post16DestinationsSection } from '@/components/school/Post16DestinationsSection';
import type { DestinationPhase } from '@/lib/types';
const phase: DestinationPhase = {
cohort_year: '2022/23',
groups: {
all: {
cohort: 96,
categories: [
{ category: 'higher_education', pupils: 56, percentage: 58.3, status: 'published' },
{ category: 'further_education', pupils: 12, percentage: 12.5, status: 'published' },
{ category: 'apprenticeship', pupils: 9, percentage: 9.4, status: 'published' },
{ category: 'employment', pupils: 13, percentage: 13.5, status: 'published' },
{ category: 'not_sustained', pupils: 6, percentage: 6.3, status: 'published' },
],
},
},
};
describe('Post16DestinationsSection', () => {
it('names the Year 13 cohort, not Year 11', () => {
const { container } = render(<Post16DestinationsSection destinations={phase} />);
expect(container.textContent).toMatch(/Year 13/);
expect(container.textContent).not.toMatch(/Year 11/);
});
it('reports higher education destinations', () => {
render(<Post16DestinationsSection destinations={phase} />);
expect(screen.getByText(/UK higher education/i)).toBeInTheDocument();
});
it('uses its own anchor so the nav does not collide with After Year 11', () => {
const { container } = render(<Post16DestinationsSection destinations={phase} />);
expect(container.querySelector('#post16-destinations')).toBeTruthy();
expect(container.querySelector('#destinations')).toBeNull();
});
it('renders nothing when no group carries categories', () => {
const empty: DestinationPhase = { cohort_year: '2022/23', groups: {} };
const { container } = render(<Post16DestinationsSection destinations={empty} />);
expect(container.firstChild).toBeNull();
});
});
@@ -162,3 +162,31 @@ describe('third-party surfaces under themed text', () => {
expect(offenders).toEqual([]); expect(offenders).toEqual([]);
}); });
}); });
/**
* Destination measures add the first new colour family since the palette was
* set. The tokens have to exist in both blocks or the section renders one
* theme's fills on the other theme's ground — the exact failure the suite
* above exists to catch, but for tokens rather than literals.
*/
describe('destination tokens', () => {
const css = fs.readFileSync(
path.join(__dirname, '..', '..', 'app', 'globals.css'), 'utf8');
const TOKENS = [
'--dest-sixthform', '--dest-sfcollege', '--dest-fecollege',
'--dest-apprentice', '--dest-employment', '--dest-none', '--dest-none-hatch',
];
const DARK_AT = css.indexOf('@media (prefers-color-scheme: dark)');
it('defines every destination token in the light palette', () => {
const light = css.slice(0, DARK_AT);
expect(TOKENS.filter((t) => !light.includes(`${t}:`))).toEqual([]);
});
it('redefines every destination token for dark', () => {
const dark = css.slice(DARK_AT);
expect(TOKENS.filter((t) => !dark.includes(`${t}:`))).toEqual([]);
});
});
@@ -0,0 +1,87 @@
import {
canAggregate, aggregateCells,
canRenderBar, toBarSegments, CARD_GROUPS,
type DestinationCell, type DestinationGroup, type DestinationCategory,
} from '@/lib/destinations';
const pub = (category: DestinationCategory, pupils: number, cohort: number): DestinationCell => ({
category, pupils, percentage: (pupils / cohort) * 100, status: 'published',
});
const sup = (category: DestinationCategory): DestinationCell => ({
category, pupils: null, percentage: null, status: 'suppressed',
});
const fullGroup = (): DestinationGroup => ({
cohort: 180,
cells: [
pub('school_sixth_form', 75, 180), pub('sixth_form_college', 21, 180),
pub('further_education', 55, 180), pub('other_education', 6, 180),
pub('apprenticeship', 8, 180), pub('employment', 6, 180),
pub('not_sustained', 5, 180), pub('not_captured', 4, 180),
],
});
describe('canAggregate — R2, computing from components', () => {
it('allows a sum when every component is published', () => {
expect(canAggregate([pub('apprenticeship', 8, 180), pub('employment', 6, 180)])).toBe(true);
});
it('refuses a sum when any component is suppressed', () => {
expect(canAggregate([pub('apprenticeship', 8, 180), sup('employment')])).toBe(false);
});
it('refuses a sum when every component is suppressed', () => {
expect(canAggregate([sup('apprenticeship'), sup('employment')])).toBe(false);
});
});
describe('aggregateCells', () => {
it('sums published cells and derives a percentage from the cohort', () => {
expect(aggregateCells([pub('apprenticeship', 8, 180), pub('employment', 6, 180)], 180))
.toEqual({ pupils: 14, percentage: (14 / 180) * 100 });
});
it('returns null rather than a partial sum when a component is suppressed', () => {
expect(aggregateCells([pub('apprenticeship', 8, 180), sup('employment')], 180)).toBeNull();
});
});
describe('canRenderBar — R1', () => {
it('allows a bar when the whole group is published', () => {
expect(canRenderBar(fullGroup())).toBe(true);
});
it('refuses a bar when a single category is suppressed', () => {
const g = fullGroup();
g.cells[1] = sup('sixth_form_college');
expect(canRenderBar(g)).toBe(false);
});
});
describe('toBarSegments', () => {
it('derives widths from counts, not from rounded percentages', () => {
const segs = toBarSegments(fullGroup());
expect(segs).toHaveLength(8);
expect(segs[0].widthPct).toBeCloseTo((75 / 180) * 100, 10);
expect(segs.reduce((a, s) => a + s.widthPct, 0)).toBeCloseTo(100, 6);
});
it('throws rather than silently leaving a gap when the group is suppressed', () => {
const g = fullGroup();
g.cells[1] = sup('sixth_form_college');
expect(() => toBarSegments(g)).toThrow(/suppressed/i);
});
});
describe('CARD_GROUPS', () => {
it('partitions every destination category exactly once, plus the absence', () => {
const grouped = Object.values(CARD_GROUPS).flat();
expect(new Set(grouped).size).toBe(grouped.length);
expect(grouped).toEqual(expect.arrayContaining([
'school_sixth_form', 'sixth_form_college', 'further_education',
'other_education', 'apprenticeship', 'employment',
]));
expect(grouped).not.toContain('not_sustained');
expect(grouped).not.toContain('not_captured');
});
});
@@ -0,0 +1,83 @@
import { computeSecondaryFlags, buildSecondaryNavItems } from '@/lib/schoolSections';
import type { School, SchoolDestinations } from '@/lib/types';
const schoolInfo = {
urn: 137083, school_name: 'Northbrook Academy', phase: 'Secondary',
has_sixth_form: true,
} as unknown as School;
const base = { schoolInfo, yearlyData: [], deprivation: null, finance: null };
const phase = (categories = 1) => ({
cohort_year: '2022/23',
groups: {
all: {
cohort: 180,
categories: Array.from({ length: categories }, () => ({
category: 'school_sixth_form' as const,
pupils: 75, percentage: 41.7, status: 'published' as const,
})),
},
},
});
const ks4Only: SchoolDestinations = { ks4: phase(), ks5: null };
const both: SchoolDestinations = { ks4: phase(), ks5: phase() };
describe('computeSecondaryFlags — destinations', () => {
it('flags KS4 destinations when the block carries categories', () => {
const flags = computeSecondaryFlags({ ...base, destinations: ks4Only });
expect(flags.hasKs4Destinations).toBe(true);
expect(flags.hasKs5Destinations).toBe(false);
});
it('flags both phases when both are present', () => {
const flags = computeSecondaryFlags({ ...base, destinations: both });
expect(flags.hasKs4Destinations).toBe(true);
expect(flags.hasKs5Destinations).toBe(true);
});
it('flags neither when the block is absent', () => {
const flags = computeSecondaryFlags({ ...base, destinations: null });
expect(flags.hasKs4Destinations).toBe(false);
expect(flags.hasKs5Destinations).toBe(false);
});
it('does not flag a phase whose groups carry no categories', () => {
const empty: SchoolDestinations = {
ks4: { cohort_year: '2022/23', groups: {} }, ks5: null,
};
expect(computeSecondaryFlags({ ...base, destinations: empty }).hasKs4Destinations)
.toBe(false);
});
it('does not flag a phase whose only group has an empty category list', () => {
const empty: SchoolDestinations = { ks4: phase(0), ks5: null };
expect(computeSecondaryFlags({ ...base, destinations: empty }).hasKs4Destinations)
.toBe(false);
});
});
describe('buildSecondaryNavItems — destinations', () => {
const navInput = {
ofsted: null, admissions: null, admissionDistance: null,
hasLocation: false, yearlyDataLength: 0,
};
it('adds both entries, after GCSEs', () => {
const flags = computeSecondaryFlags({ ...base, destinations: both });
const ids = buildSecondaryNavItems({ ...flags, hasResults: true }, navInput)
.map(i => i.id);
expect(ids).toContain('destinations');
expect(ids).toContain('post16-destinations');
expect(ids.indexOf('destinations')).toBeGreaterThan(ids.indexOf('gcse'));
expect(ids.indexOf('post16-destinations')).toBe(ids.indexOf('destinations') + 1);
});
it('adds no entry for a phase that will not render — the nav must not link to a missing anchor', () => {
const flags = computeSecondaryFlags({ ...base, destinations: null });
const ids = buildSecondaryNavItems(flags, navInput).map(i => i.id);
expect(ids).not.toContain('destinations');
expect(ids).not.toContain('post16-destinations');
});
});
+28
View File
@@ -105,6 +105,23 @@
--series-7: #0E7A86; --series-7: #0E7A86;
--series-8: #8A4A6B; --series-8: #8A4A6B;
/* ── Destination measures ───────────────────────────────────────────
Education is one hue in three steps (school-like -> college-like) so the
education destinations read as one family; apprenticeship and employment
are separate hues. The absence is neutral and HATCHED, never a colour:
"activity not captured" covers independent schools, moving abroad and
training DfE holds no data on, so rendering it as a bad outcome would be
a factual error. The hatch is also the secondary encoding that rescues
the neutral/blue pair, which separates at only dE 7.6 as flat fills.
Every other adjacent pair clears dE 10.9 under protanopia. */
--dest-sixthform: #0F766E;
--dest-sfcollege: #4A9E96;
--dest-fecollege: #7CBFB8;
--dest-apprentice: #806200;
--dest-employment: #2F6F8F;
--dest-none: #6B7580;
--dest-none-hatch: rgba(107, 117, 128, 0.34);
/* ── Phase: category, desaturated so it stays under the status hues ── */ /* ── Phase: category, desaturated so it stays under the status hues ── */
--phase-primary: #0F766E; --phase-primary: #0F766E;
--phase-primary-bg: rgba(167, 215, 197, 0.40); --phase-primary-bg: rgba(167, 215, 197, 0.40);
@@ -293,6 +310,17 @@
--series-7: #6FD0DC; --series-7: #6FD0DC;
--series-8: #D99BB8; --series-8: #D99BB8;
/* Destinations. Not a naive inversion: the education ramp reverses
direction so its darkest step stays the one furthest from the
school, and each step is re-checked against the dark card. */
--dest-sixthform: #5FC7BB;
--dest-sfcollege: #3E9B92;
--dest-fecollege: #2A716B;
--dest-apprentice: #EFC658;
--dest-employment: #8FB4D9;
--dest-none: #8B9AA1;
--dest-none-hatch: rgba(139, 154, 161, 0.34);
--phase-primary: #5FC7BB; --phase-primary: #5FC7BB;
--phase-primary-bg: rgba(95, 199, 187, 0.16); --phase-primary-bg: rgba(95, 199, 187, 0.16);
--phase-primary-text: #8ADACF; --phase-primary-text: #8ADACF;
+3 -1
View File
@@ -148,7 +148,7 @@ export default async function SchoolPage({ params }: SchoolPageProps) {
notFound(); notFound();
} }
const { school_info, yearly_data, absence_data, ofsted, census, admissions, admissions_history, admission_distance, deprivation, finance } = data; const { school_info, yearly_data, absence_data, ofsted, census, admissions, admissions_history, admission_distance, deprivation, finance, destinations } = data;
// Redirect bare URN to canonical slug URL // Redirect bare URN to canonical slug URL
const canonicalSlug = schoolUrl(urn, school_info.school_name).replace('/school/', ''); const canonicalSlug = schoolUrl(urn, school_info.school_name).replace('/school/', '');
@@ -171,6 +171,7 @@ export default async function SchoolPage({ params }: SchoolPageProps) {
schoolInfo: school_info, yearlyData: yearly_data, schoolInfo: school_info, yearlyData: yearly_data,
absenceData: absence_data, census: census ?? null, absenceData: absence_data, census: census ?? null,
deprivation: deprivation ?? null, finance: finance ?? null, deprivation: deprivation ?? null, finance: finance ?? null,
destinations: destinations ?? null,
}; };
const primaryFlags = computeSchoolFlags(sectionInput); const primaryFlags = computeSchoolFlags(sectionInput);
const secondaryFlags = computeSecondaryFlags(sectionInput); const secondaryFlags = computeSecondaryFlags(sectionInput);
@@ -236,6 +237,7 @@ export default async function SchoolPage({ params }: SchoolPageProps) {
deprivation={deprivation ?? null} deprivation={deprivation ?? null}
finance={finance ?? null} finance={finance ?? null}
nationalAvg={nationalAvg} nationalAvg={nationalAvg}
destinations={destinations ?? null}
flags={secondaryFlags} flags={secondaryFlags}
/> />
</SchoolDetailShell> </SchoolDetailShell>
@@ -0,0 +1,38 @@
/**
* DestinationsSection — where a school's Year 11 leavers went. Server component.
*
* The headline is deliberately NOT the sustained-destination rate. That figure
* sits between 92% and 97% for nearly every school in England, so leading with
* it would say nothing; the mix is what actually varies between schools.
*
* The section dates its own cohort because destination measures are published
* about two GCSE years behind the results in the section above — undated, the
* figures read as stale rather than as a different question.
*/
import type { DestinationPhase } from '@/lib/types';
import { Section, sectionStyles } from './sectionShared';
import { DestinationsView } from './DestinationsView';
export function DestinationsSection({ destinations }: { destinations: DestinationPhase }) {
const all = destinations.groups.all;
const hasContent = Object.values(destinations.groups)
.some(group => (group?.categories?.length ?? 0) > 0);
if (!hasContent) return null;
const cohort = all?.cohort ?? null;
const year = destinations.cohort_year;
return (
<Section id="destinations">
<h2 className={sectionStyles.sectionTitle}>After Year 11</h2>
<p className={sectionStyles.sectionSubtitle}>
Where {cohort ? `the ${cohort} pupils` : 'the pupils'} who left Year 11
{year ? ` in ${year}` : ''} were during the following year. The Department
for Education tracks leavers for two terms, so these figures cover an
earlier year group than the GCSE results above.
</p>
<DestinationsView destinations={destinations} phase="ks4" />
</Section>
);
}
@@ -0,0 +1,261 @@
'use client';
/**
* DestinationsView — the interactive body of both destination sections.
*
* Three question cards over one bar, with the cards acting as a lens on the
* bar rather than a summary beside it: focusing a card dims everything the
* card is not made of, so the grouping we chose is inspectable rather than
* asserted.
*
* Everything here defers to lib/destinations.ts for what may be shown. In
* particular the bar is rendered only when canRenderBar() allows it: the
* destination categories sum to the cohort, so a bar drawn from the published
* segments leaves a gap whose width IS the withheld figure.
*
* The one client component in this directory besides AdmissionsViewToggle.
* The all-pupils view is what the server renders into the HTML; the switch and
* the hover linkage are the only parts that need the browser.
*/
import { useState } from 'react';
import type { DestinationPhase, DestinationGroupPayload } from '@/lib/types';
import {
CARD_GROUPS, CARD_QUESTIONS, CATEGORY_LABELS, CATEGORY_ORDER,
aggregateCells, canRenderBar, toBarSegments, cardGroupFor,
type CardGroup, type DestinationCell, type DestinationGroup, type PupilGroup,
} from '@/lib/destinations';
import styles from './destinations.module.css';
const GROUP_LABELS: Record<PupilGroup, string> = {
all: 'All pupils',
disadvantaged: 'Disadvantaged',
other: 'All other pupils',
};
const GROUP_ORDER: PupilGroup[] = ['all', 'disadvantaged', 'other'];
function toGroup(payload: DestinationGroupPayload): DestinationGroup {
return {
cohort: payload.cohort ?? 0,
cells: payload.categories,
};
}
function cellsFor(group: DestinationGroup, card: CardGroup): DestinationCell[] {
const wanted = new Set(CARD_GROUPS[card]);
return group.cells.filter(c => wanted.has(c.category));
}
/**
* One cell of the detail table.
*
* The three statuses are three different statements and the table has to keep
* them apart, because the whole pipeline does — the mart, the SQLAlchemy model
* and the serialiser all preserve the difference deliberately:
*
* published the figure
* suppressed DfE withheld it to protect a small number of pupils
* not_applicable this destination does not apply to this school at all
*
* An earlier version keyed the share column off `percentage === null`, which is
* also true for not_applicable, so a category that simply does not apply was
* labelled "withheld" — while the pupils column beside it rendered blank. Both
* columns now derive from `status`, so they cannot disagree.
*/
function cellValue(
cell: DestinationCell, cohort: number, kind: 'pupils' | 'share',
) {
if (cell.status === 'suppressed') {
return <span className={styles.withheldMark}>withheld</span>;
}
const notApplicable = (
<span className={styles.notApplicable} title="Does not apply to this school">
&mdash;
</span>
);
if (cell.status !== 'published' || cell.pupils === null) return notApplicable;
if (kind === 'pupils') return cell.pupils;
// Percentages come from the mart, but a published count with no published
// percentage is recoverable from the cohort — both halves are published, so
// nothing withheld is involved. Same derivation the bar widths use.
const share = cell.percentage ?? (cohort > 0 ? (cell.pupils / cohort) * 100 : null);
return share === null ? notApplicable : `${Math.round(share)}%`;
}
export function DestinationsView({
destinations, phase,
}: { destinations: DestinationPhase; phase: 'ks4' | 'ks5' }) {
const available = GROUP_ORDER.filter(
g => (destinations.groups[g]?.categories?.length ?? 0) > 0,
);
const [selected, setSelected] = useState<PupilGroup>(available[0] ?? 'all');
const [focused, setFocused] = useState<CardGroup | null>(null);
const payload = destinations.groups[selected];
if (!payload) return null;
const group = toGroup(payload);
const barDrawable = canRenderBar(group);
const segments = barDrawable ? toBarSegments(group) : [];
const withheld = group.cells.filter(c => c.status === 'suppressed');
const dimmed = (card: CardGroup | null) => focused !== null && focused !== card;
return (
<div className={styles.view}>
{available.length > 1 && (
<div className={styles.switchRow}>
<span className={styles.switchLabel} id={`${phase}-cohort-label`}>Show</span>
<div
className={styles.switchButtons}
role="radiogroup"
aria-labelledby={`${phase}-cohort-label`}
>
{available.map(g => (
<button
key={g}
type="button"
role="radio"
aria-checked={selected === g}
className={styles.switchButton}
onClick={() => { setSelected(g); setFocused(null); }}
>
{GROUP_LABELS[g]}
<span className={styles.switchCount}>
{destinations.groups[g]?.cohort ?? ''}
</span>
</button>
))}
</div>
</div>
)}
<div className={styles.cards}>
{(Object.keys(CARD_GROUPS) as CardGroup[]).map(card => {
const cells = cellsFor(group, card);
if (cells.length === 0) return null;
const total = aggregateCells(cells, group.cohort);
const { question, hint } = CARD_QUESTIONS[card];
const keys = cells.map(c => (
<span key={c.category} className={`${styles.swatch} ${styles[c.category]}`} />
));
if (total === null) {
return (
<div key={card} className={`${styles.card} ${styles.cardWithheld}`}>
<span className={styles.cardQuestion}>{question}</span>
<span className={styles.cardWithheldValue}>Not published</span>
<span className={styles.cardHint}>
Too few pupils went to {hint} for the Department for Education
to release a figure.
</span>
<span className={styles.cardKeys}>{keys}</span>
</div>
);
}
return (
<button
key={card}
type="button"
className={`${styles.card} ${dimmed(card) ? styles.dim : ''}`}
data-group={card}
onMouseEnter={() => setFocused(card)}
onMouseLeave={() => setFocused(null)}
onFocus={() => setFocused(card)}
onBlur={() => setFocused(null)}
>
<span className={styles.cardQuestion}>{question}</span>
<span className={styles.cardValue}>{Math.round(total.percentage)}%</span>
<span className={styles.cardHint}>went to {hint}.</span>
<span className={styles.cardKeys}>{keys}</span>
</button>
);
})}
</div>
{barDrawable ? (
<div className={styles.barBlock}>
<div className={styles.bar}>
{segments.map(seg => {
const card = cardGroupFor(seg.category);
return (
<div
key={seg.category}
data-destination-segment={seg.category}
data-group={card ?? 'none'}
className={`${styles.segment} ${styles[seg.category]} ${dimmed(card) ? styles.dim : ''}`}
style={{ width: `${seg.widthPct}%` }}
title={`${CATEGORY_LABELS[seg.category]} — ${seg.labelPct}% (${seg.pupils} pupils)`}
>
{seg.widthPct >= 9 ? `${seg.labelPct}%` : ''}
</div>
);
})}
</div>
<div className={styles.barScale}>
<span>0%</span><span>25%</span><span>50%</span><span>75%</span><span>100%</span>
</div>
</div>
) : (
<div className={styles.withheldPanel}>
<strong className={styles.withheldTitle}>
No breakdown chart for this group
</strong>
<p className={styles.withheldBody}>
{withheld.length === 1
? 'One of the destinations is withheld'
: `${withheld.length} of the destinations are withheld`}
{' '}because too few pupils went there. These destinations add up to
the whole year group, so drawing the rest as a chart would give the
withheld figures away. The table below shows what was published,
and nothing more.
</p>
</div>
)}
<div className={styles.tableWrap}>
<table className={styles.table}>
<thead>
<tr>
<th scope="col">Destination</th>
<th scope="col">Pupils</th>
<th scope="col">Share</th>
</tr>
</thead>
<tbody>
{CATEGORY_ORDER.flatMap(category => {
const cell = group.cells.find(c => c.category === category);
if (!cell) return [];
const card = cardGroupFor(category);
return [(
<tr
key={category}
data-group={card ?? 'none'}
data-status={cell.status}
className={dimmed(card) ? styles.dim : ''}
>
<th scope="row" className={styles.rowName}>
<span className={`${styles.swatch} ${styles[category]}`} />
{CATEGORY_LABELS[category]}
</th>
<td>{cellValue(cell, group.cohort, 'pupils')}</td>
<td>{cellValue(cell, group.cohort, 'share')}</td>
</tr>
)];
})}
</tbody>
</table>
</div>
<p className={styles.footnote}>
Shares are rounded and may not add up to 100%. A pupil counted under a
school sixth form may have moved to a different school&apos;s sixth
form — the published data records the type of place, not which one.
</p>
</div>
);
}
@@ -0,0 +1,40 @@
/**
* Post16DestinationsSection — where a school's Year 13 leavers went.
* Server component.
*
* A separate publication, a separate cohort and a separate question from
* After Year 11, so it is a separate section rather than a tab: a parent
* choosing a secondary and a student choosing a sixth form are not the same
* reader.
*
* Not rendered at all for a school without post-16 provision. A "no data"
* placeholder there would imply something is missing, when the truthful
* statement is that the question does not apply — which is why the old
* "Post-16 destination data coming soon" note is gone rather than reworded.
*/
import type { DestinationPhase } from '@/lib/types';
import { Section, sectionStyles } from './sectionShared';
import { DestinationsView } from './DestinationsView';
export function Post16DestinationsSection({
destinations,
}: { destinations: DestinationPhase }) {
const hasContent = Object.values(destinations.groups)
.some(group => (group?.categories?.length ?? 0) > 0);
if (!hasContent) return null;
const cohort = destinations.groups.all?.cohort ?? null;
const year = destinations.cohort_year;
return (
<Section id="post16-destinations">
<h2 className={sectionStyles.sectionTitle}>After the sixth form</h2>
<p className={sectionStyles.sectionSubtitle}>
Where {cohort ? `the ${cohort} students` : 'the students'} who finished
Year 13{year ? ` in ${year}` : ''} went next.
</p>
<DestinationsView destinations={destinations} phase="ks5" />
</Section>
);
}
@@ -15,7 +15,7 @@ import {
} from './lastDistanceOffered'; } from './lastDistanceOffered';
export function SecondaryAdmissionsSection({ export function SecondaryAdmissionsSection({
admissions, admissionsHistory, admissionDistance, schoolInfo, hasSixthForm, admissions, admissionsHistory, admissionDistance, schoolInfo,
}: { }: {
/* Nullable for the same reason as the primary section: a school can have a /* Nullable for the same reason as the primary section: a school can have a
published cut-off and no EES admissions row. */ published cut-off and no EES admissions row. */
@@ -23,7 +23,6 @@ export function SecondaryAdmissionsSection({
admissionsHistory: SchoolAdmissions[]; admissionsHistory: SchoolAdmissions[];
admissionDistance: SchoolAdmissionDistance | null | undefined; admissionDistance: SchoolAdmissionDistance | null | undefined;
schoolInfo: School; schoolInfo: School;
hasSixthForm: boolean;
}) { }) {
const cutoff = describeCutoff(admissionDistance); const cutoff = describeCutoff(admissionDistance);
/* Absent means cut-offs are not being published at all; null means this /* Absent means cut-offs are not being published at all; null means this
@@ -118,11 +117,6 @@ export function SecondaryAdmissionsSection({
</p> </p>
) : null} ) : null}
{hasSixthForm && (
<div className={styles.sixthFormNote}>
This school has a sixth form (Post-16 provision). Post-16 destination data coming soon.
</div>
)}
</section> </section>
); );
} }
@@ -14,11 +14,14 @@
import type { import type {
School, SchoolResult, AbsenceData, OfstedInspection, SchoolCensus, School, SchoolResult, AbsenceData, OfstedInspection, SchoolCensus,
SchoolAdmissions, SchoolAdmissionDistance, SchoolDeprivation, SchoolFinance, NationalAverages, SchoolAdmissions, SchoolAdmissionDistance, SchoolDeprivation, SchoolFinance, NationalAverages,
SchoolDestinations,
} from '@/lib/types'; } from '@/lib/types';
import { ofstedLegacyAreas } from '@/lib/utils'; import { ofstedLegacyAreas } from '@/lib/utils';
import type { SecondaryFlags } from '@/lib/schoolSections'; import type { SecondaryFlags } from '@/lib/schoolSections';
import { OfstedSection } from './OfstedSection'; import { OfstedSection } from './OfstedSection';
import { GcseSection } from './GcseSection'; import { GcseSection } from './GcseSection';
import { DestinationsSection } from './DestinationsSection';
import { Post16DestinationsSection } from './Post16DestinationsSection';
import { SecondaryAdmissionsSection } from './SecondaryAdmissionsSection'; import { SecondaryAdmissionsSection } from './SecondaryAdmissionsSection';
import { DistanceSection } from './DistanceSection'; import { DistanceSection } from './DistanceSection';
import { SecondaryHistorySection } from './SecondaryHistorySection'; import { SecondaryHistorySection } from './SecondaryHistorySection';
@@ -43,13 +46,14 @@ export interface SecondarySchoolSectionsProps {
deprivation: SchoolDeprivation | null; deprivation: SchoolDeprivation | null;
finance: SchoolFinance | null; finance: SchoolFinance | null;
nationalAvg: NationalAverages | null; nationalAvg: NationalAverages | null;
destinations: SchoolDestinations | null;
flags: SecondaryFlags; flags: SecondaryFlags;
} }
export function SecondarySchoolSections({ export function SecondarySchoolSections({
schoolInfo, yearlyData, ofsted, census, schoolInfo, yearlyData, ofsted, census,
admissions, admissionsHistory, admissionDistance, admissions, admissionsHistory, admissionDistance,
deprivation, finance, nationalAvg, flags, deprivation, finance, nationalAvg, destinations, flags,
}: SecondarySchoolSectionsProps) { }: SecondarySchoolSectionsProps) {
const secondaryAvg = nationalAvg?.secondary ?? {}; const secondaryAvg = nationalAvg?.secondary ?? {};
@@ -88,6 +92,18 @@ export function SecondarySchoolSections({
/> />
)} )}
{/* Destinations follow attainment: they answer "and then what happened",
which only lands once the results are in view. */}
{flags.hasKs4Destinations && destinations?.ks4 && (
<DestinationsSection destinations={destinations.ks4} />
)}
{/* Sixth-form schools only. Absent, not placeheld, for a school with no
post-16 provision — the question simply does not apply there. */}
{flags.hasKs5Destinations && destinations?.ks5 && (
<Post16DestinationsSection destinations={destinations.ks5} />
)}
{/* See PrimarySchoolSections: distance and EES admissions are independent {/* See PrimarySchoolSections: distance and EES admissions are independent
sources, so either one warrants the section. */} sources, so either one warrants the section. */}
{(admissions || admissionDistance) && ( {(admissions || admissionDistance) && (
@@ -96,7 +112,6 @@ export function SecondarySchoolSections({
admissionDistance={admissionDistance} admissionDistance={admissionDistance}
admissionsHistory={admissionsHistory} admissionsHistory={admissionsHistory}
schoolInfo={schoolInfo} schoolInfo={schoolInfo}
hasSixthForm={flags.hasSixthForm}
/> />
)} )}
@@ -0,0 +1,307 @@
/*
* Destination sections.
*
* Every colour comes from the --dest-* tokens in globals.css, which are
* defined in both themes. Nothing here is a literal colour — see
* __tests__/components/darkThemeSafety.test.ts for why.
*/
.view {
display: flex;
flex-direction: column;
gap: 1.5rem;
}
/* ── Cohort switch ─────────────────────────────────────────────────────── */
.switchRow {
display: flex;
flex-direction: column;
gap: 0.5rem;
}
.switchLabel {
font-size: var(--step--2);
font-weight: 600;
letter-spacing: 0.06em;
text-transform: uppercase;
color: var(--text-muted);
}
.switchButtons {
display: inline-flex;
flex-wrap: wrap;
gap: 2px;
padding: 2px;
background: var(--bg-secondary);
border-radius: var(--radius-md);
align-self: flex-start;
}
.switchButton {
appearance: none;
border: none;
background: transparent;
font: inherit;
font-size: var(--step--1);
font-weight: 600;
color: var(--text-secondary);
padding: 0.5rem 0.9rem;
border-radius: calc(var(--radius-md) - 2px);
cursor: pointer;
white-space: nowrap;
transition: background var(--transition), color var(--transition);
}
.switchButton:hover { color: var(--text-primary); }
.switchButton:focus-visible { outline: 2px solid var(--brand); outline-offset: 1px; }
.switchButton[aria-checked='true'] {
background: var(--bg-card);
color: var(--text-primary);
box-shadow: var(--shadow-soft);
}
.switchCount {
margin-left: 0.4rem;
font-weight: 500;
color: var(--text-muted);
font-variant-numeric: tabular-nums;
}
/* ── Question cards ────────────────────────────────────────────────────── */
.cards {
display: grid;
grid-template-columns: repeat(auto-fit, minmax(14rem, 1fr));
gap: 0.75rem;
}
.card {
display: flex;
flex-direction: column;
gap: 0.35rem;
text-align: left;
font: inherit;
background: var(--brand-bg);
border: 1px solid transparent;
border-radius: var(--radius-md);
padding: 1.15rem 1.25rem;
cursor: pointer;
transition: border-color var(--transition), opacity var(--transition);
}
.card:hover { border-color: var(--brand); }
.card:focus-visible { outline: 2px solid var(--brand); outline-offset: 2px; }
.cardWithheld {
background: var(--bg-secondary);
border-style: dashed;
border-color: var(--border-strong);
cursor: default;
}
.cardQuestion {
font-family: var(--font-display);
font-size: var(--step--1);
font-weight: 700;
color: var(--text-primary);
text-wrap: balance;
}
.cardValue {
font-family: var(--font-display);
font-size: var(--step-3);
font-weight: 800;
line-height: 1.05;
letter-spacing: -0.02em;
font-variant-numeric: tabular-nums;
color: var(--text-primary);
}
.cardWithheldValue {
font-family: var(--font-display);
font-size: var(--step-1);
font-weight: 700;
color: var(--text-muted);
}
.cardHint {
font-size: var(--step--2);
color: var(--text-secondary);
}
.cardKeys {
display: flex;
gap: 0.3rem;
margin-top: 0.2rem;
}
.cardKeys .swatch {
width: 1.5rem;
height: 0.35rem;
border-radius: 2px;
}
/* ── Bar ───────────────────────────────────────────────────────────────── */
.barBlock {
display: flex;
flex-direction: column;
gap: 0.5rem;
}
/* 2px surface gaps between segments so adjacent fills stay distinguishable
without a border darkening the palette. */
.bar {
display: flex;
gap: 2px;
height: 3rem;
border-radius: var(--radius-sm);
overflow: hidden;
background: var(--bg-card);
}
.segment {
display: grid;
place-items: center;
min-width: 2px;
overflow: hidden;
color: var(--text-inverse);
font-size: var(--step--2);
font-weight: 700;
font-variant-numeric: tabular-nums;
transition: opacity var(--transition);
}
.barScale {
display: flex;
justify-content: space-between;
font-size: var(--step--2);
color: var(--text-muted);
font-variant-numeric: tabular-nums;
}
/* ── Category colours ──────────────────────────────────────────────────── */
.higher_education,
.school_sixth_form { background: var(--dest-sixthform); }
.sixth_form_college { background: var(--dest-sfcollege); }
.further_education,
.other_education { background: var(--dest-fecollege); color: var(--text-primary); }
.apprenticeship { background: var(--dest-apprentice); }
.employment { background: var(--dest-employment); }
/* The absence is hatched neutral, never a colour: "activity not captured"
covers independent schools, moving abroad and training the department holds
no data on, so a red segment would state something false. The hatch is also
the secondary encoding that separates it from the employment blue. */
.not_sustained,
.not_captured {
background-color: var(--bg-card);
background-image: repeating-linear-gradient(
45deg,
var(--dest-none-hatch) 0 3px,
transparent 3px 7px
);
box-shadow: inset 0 0 0 1px var(--dest-none);
color: var(--text-secondary);
}
.swatch {
display: inline-block;
width: 0.9rem;
height: 0.9rem;
border-radius: 3px;
flex: none;
}
/* ── Dimming, for the card-to-bar linkage ──────────────────────────────── */
.dim { opacity: 0.3; }
/* ── Withheld panel ────────────────────────────────────────────────────── */
.withheldPanel {
background: var(--bg-secondary);
border-radius: var(--radius-md);
padding: 1.15rem 1.25rem;
display: flex;
flex-direction: column;
gap: 0.5rem;
}
.withheldTitle {
font-family: var(--font-display);
font-size: var(--step--1);
font-weight: 700;
color: var(--text-primary);
}
.withheldBody {
margin: 0;
font-size: var(--step--1);
color: var(--text-secondary);
}
.withheldMark {
display: inline-block;
font-size: var(--step--2);
font-weight: 700;
color: var(--text-muted);
background: var(--bg-secondary);
border: 1px dashed var(--border-strong);
border-radius: 999px;
padding: 0.1rem 0.5rem;
}
/* ── Table ─────────────────────────────────────────────────────────────── */
.tableWrap { overflow-x: auto; }
.table {
width: 100%;
border-collapse: collapse;
font-size: var(--step--1);
}
.table th,
.table td {
padding: 0.55rem 0;
border-bottom: 1px solid var(--border);
text-align: right;
font-variant-numeric: tabular-nums;
}
.table thead th {
font-size: var(--step--2);
font-weight: 600;
letter-spacing: 0.05em;
text-transform: uppercase;
color: var(--text-muted);
white-space: nowrap;
}
.table th:first-child { text-align: left; }
.rowName {
display: flex;
align-items: center;
gap: 0.6rem;
font-weight: 500;
color: var(--text-primary);
}
.footnote {
margin: 0;
font-size: var(--step--2);
color: var(--text-muted);
}
/* A destination that does not apply to this school. Deliberately not the
withheld badge: "we are not told" and "there is nothing to tell" are
different statements, and the rest of the pipeline keeps them apart. */
.notApplicable {
color: var(--text-muted);
cursor: help;
}
@@ -1883,15 +1883,7 @@
color: var(--phase-secondary-text); color: var(--phase-secondary-text);
border: 1px solid rgba(var(--status-above-rgb), 0.2); border: 1px solid rgba(var(--status-above-rgb), 0.2);
} }
.sixthFormNote {
margin-top: 1rem;
padding: 0.625rem 0.875rem;
background: var(--bg-secondary);
border-radius: 6px;
font-size: 0.825rem;
color: var(--text-secondary);
border-left: 3px solid var(--brand);
}
.genderSplitHint { .genderSplitHint {
font-size: 0.7rem; font-size: 0.7rem;
color: var(--text-muted); color: var(--text-muted);
@@ -2107,7 +2099,6 @@
border-top: 1px solid var(--border); border-top: 1px solid var(--border);
} }
.cutoffMapFigure { .cutoffMapFigure {
/* Enough to read a set of concentric rings and no more — this is a /* Enough to read a set of concentric rings and no more — this is a
diagram of a number, not a map anyone navigates by. */ diagram of a number, not a map anyone navigates by. */
+148
View File
@@ -0,0 +1,148 @@
/**
* Destination measures — categories, the card grouping, and the disclosure
* guards.
*
* DfE suppresses individual cells with `c`, and the destination categories sum
* to the cohort. So subtracting the published cells from the cohort total
* recovers a lone suppressed cell exactly — which is the case on 22% of
* mainstream secondaries.
*
* The guards here are the SECOND line of defence, not the first. Not drawing a
* number does nothing to stop it being computed, so the real fix lives in
* backend/data_loader.py::_mask_for_disclosure, which withholds a companion
* cell before the figures ever leave the server. These functions keep the UI
* honest about what it draws from an already-safe payload.
*
* See docs/superpowers/specs/2026-08-28-destination-measures-design.md.
*/
export type DestinationCategory =
| 'school_sixth_form'
| 'sixth_form_college'
| 'further_education'
| 'other_education'
| 'apprenticeship'
| 'employment'
| 'not_sustained'
| 'not_captured'
// 16-18 only.
| 'higher_education';
export type PupilGroup = 'all' | 'disadvantaged' | 'other';
export type DestinationStatus = 'published' | 'suppressed' | 'not_applicable';
export type CardGroup = 'academic' | 'college' | 'work';
export interface DestinationCell {
category: DestinationCategory;
pupils: number | null;
percentage: number | null;
status: DestinationStatus;
}
export interface DestinationGroup {
cohort: number;
cells: DestinationCell[];
}
/** Display order, which is also bar order: education, then work, then absence. */
export const CATEGORY_ORDER: DestinationCategory[] = [
'higher_education',
'school_sixth_form', 'sixth_form_college', 'further_education', 'other_education',
'apprenticeship', 'employment', 'not_sustained', 'not_captured',
];
/**
* Our grouping, not DfE's — the single most arguable thing on the page, which
* is why it lives in exactly one place. `not_sustained` and `not_captured` are
* deliberately absent: they are the absence of a destination, not a route, and
* "activity not captured" includes independent schools and moving abroad.
*/
export const CARD_GROUPS: Record<CardGroup, DestinationCategory[]> = {
academic: ['higher_education', 'school_sixth_form', 'sixth_form_college'],
college: ['further_education', 'other_education'],
work: ['apprenticeship', 'employment'],
};
export function suppressedCount(cells: DestinationCell[]): number {
return cells.filter(c => c.status === 'suppressed').length;
}
/** R2: a sum computed from components is safe only if every component is published. */
export function canAggregate(cells: DestinationCell[]): boolean {
return cells.length > 0 && cells.every(c => c.status === 'published');
}
export function aggregateCells(
cells: DestinationCell[], cohort: number,
): { pupils: number; percentage: number } | null {
if (!canAggregate(cells) || cohort <= 0) return null;
const pupils = cells.reduce((sum, c) => sum + (c.pupils ?? 0), 0);
return { pupils, percentage: (pupils / cohort) * 100 };
}
/** R1: a bar is drawable only when nothing in the group is withheld. */
export function canRenderBar(group: DestinationGroup): boolean {
return group.cohort > 0 && group.cells.every(c => c.status === 'published');
}
export interface BarSegment {
category: DestinationCategory;
pupils: number;
/** Exact width from the count — never the rounded percentage. */
widthPct: number;
/** Rounded value for the segment label. */
labelPct: number;
}
export function toBarSegments(group: DestinationGroup): BarSegment[] {
if (!canRenderBar(group)) {
throw new Error(
'toBarSegments: refusing to draw a bar for a group with suppressed categories — '
+ 'the gap left behind would disclose the withheld figure (R1).',
);
}
const byCategory = new Map(group.cells.map(c => [c.category, c]));
return CATEGORY_ORDER.flatMap<BarSegment>(category => {
const cell = byCategory.get(category);
if (!cell || cell.pupils === null) return [];
const widthPct = (cell.pupils / group.cohort) * 100;
return [{ category, pupils: cell.pupils, widthPct, labelPct: Math.round(widthPct) }];
});
}
export const CATEGORY_LABELS: Record<DestinationCategory, string> = {
higher_education: 'UK higher education',
school_sixth_form: 'State-funded school sixth form',
sixth_form_college: 'Sixth-form college',
further_education: 'FE and other colleges',
other_education: 'Other education destination',
apprenticeship: 'Apprenticeship',
employment: 'Employment',
not_sustained: 'Not recorded as a sustained destination',
not_captured: 'Activity not captured',
};
export const CARD_QUESTIONS: Record<CardGroup, { question: string; hint: string }> = {
academic: {
question: 'Do leavers stay on an academic route?',
hint: 'a school sixth form or a sixth-form college',
},
college: {
question: 'Or move to a college?',
hint: 'an FE or other college',
},
work: {
question: 'Or straight into work?',
hint: 'an apprenticeship or a job',
},
};
/** Which card a category belongs to, or null for the two absence categories. */
export function cardGroupFor(category: DestinationCategory): CardGroup | null {
for (const [group, categories] of Object.entries(CARD_GROUPS) as [CardGroup, DestinationCategory[]][]) {
if (categories.includes(category)) return group;
}
return null;
}
+23 -1
View File
@@ -10,6 +10,7 @@
import type { import type {
School, SchoolResult, AbsenceData, SchoolCensus, School, SchoolResult, AbsenceData, SchoolCensus,
OfstedInspection, SchoolAdmissions, SchoolAdmissionDistance, SchoolDeprivation, SchoolFinance, OfstedInspection, SchoolAdmissions, SchoolAdmissionDistance, SchoolDeprivation, SchoolFinance,
SchoolDestinations, DestinationPhase,
} from './types'; } from './types';
import { isSpecialSchool } from './utils'; import { isSpecialSchool } from './utils';
@@ -20,6 +21,7 @@ export interface SchoolFlagsInput {
census: SchoolCensus | null; census: SchoolCensus | null;
deprivation: SchoolDeprivation | null; deprivation: SchoolDeprivation | null;
finance: SchoolFinance | null; finance: SchoolFinance | null;
destinations?: SchoolDestinations | null;
} }
export interface SchoolFlags { export interface SchoolFlags {
@@ -183,10 +185,22 @@ export interface SecondaryFlags {
p8Suspended: boolean; p8Suspended: boolean;
isSpecial: boolean; isSpecial: boolean;
suppressComparison: boolean; suppressComparison: boolean;
/** Whether a destinations phase has anything to render. A block can exist
* with empty groups when the pipeline has run but the school has no rows,
* and a nav entry for a section that never renders links to nothing. */
hasKs4Destinations: boolean;
hasKs5Destinations: boolean;
}
/** A phase is renderable only if some pupil group actually carries categories. */
function phaseHasContent(phase: DestinationPhase | null | undefined): boolean {
if (!phase) return false;
return Object.values(phase.groups ?? {})
.some(group => (group?.categories?.length ?? 0) > 0);
} }
export function computeSecondaryFlags({ export function computeSecondaryFlags({
schoolInfo, yearlyData, deprivation, finance, schoolInfo, yearlyData, deprivation, finance, destinations,
}: Omit<SchoolFlagsInput, 'absenceData' | 'census'>): SecondaryFlags { }: Omit<SchoolFlagsInput, 'absenceData' | 'census'>): SecondaryFlags {
const latestResults = yearlyData.length > 0 ? yearlyData[yearlyData.length - 1] : null; const latestResults = yearlyData.length > 0 ? yearlyData[yearlyData.length - 1] : null;
@@ -212,6 +226,8 @@ export function computeSecondaryFlags({
return { return {
latestResults, hasSixthForm, hasFinance, hasDeprivation, hasLocation, latestResults, hasSixthForm, hasFinance, hasDeprivation, hasLocation,
hasWellbeing, hasResults: !!hasResults, p8Suspended, isSpecial, suppressComparison, hasWellbeing, hasResults: !!hasResults, p8Suspended, isSpecial, suppressComparison,
hasKs4Destinations: phaseHasContent(destinations?.ks4),
hasKs5Destinations: phaseHasContent(destinations?.ks5),
}; };
} }
@@ -228,6 +244,12 @@ export function buildSecondaryNavItems(
const navItems: NavItem[] = []; const navItems: NavItem[] = [];
if (ofsted) navItems.push({ id: 'ofsted', label: 'Ofsted' }); if (ofsted) navItems.push({ id: 'ofsted', label: 'Ofsted' });
if (flags.hasResults) navItems.push({ id: 'gcse', label: 'GCSEs' }); if (flags.hasResults) navItems.push({ id: 'gcse', label: 'GCSEs' });
// Destinations sit straight after attainment: they answer "and then what
// happened", which only makes sense once the results are in view.
if (flags.hasKs4Destinations) navItems.push({ id: 'destinations', label: 'After Year 11' });
if (flags.hasKs5Destinations) {
navItems.push({ id: 'post16-destinations', label: 'After sixth form' });
}
if (admissions || admissionDistance) navItems.push({ id: 'admissions', label: 'Admissions' }); if (admissions || admissionDistance) navItems.push({ id: 'admissions', label: 'Admissions' });
if (admissionDistance?.distance_m != null && hasLocation) { if (admissionDistance?.distance_m != null && hasLocation) {
navItems.push({ id: 'distance', label: 'Distance' }); navItems.push({ id: 'distance', label: 'Distance' });
+31
View File
@@ -369,6 +369,12 @@ export interface SchoolDetailsResponse {
admission_distance?: SchoolAdmissionDistance | null; admission_distance?: SchoolAdmissionDistance | null;
deprivation: SchoolDeprivation | null; deprivation: SchoolDeprivation | null;
finance: SchoolFinance | null; finance: SchoolFinance | null;
/**
* Optional so an older backend, which does not send the key at all, still
* typechecks. Null means the school has no published destination data;
* either way the sections simply do not render.
*/
destinations?: SchoolDestinations | null;
} }
export interface ComparisonData { export interface ComparisonData {
@@ -598,3 +604,28 @@ export interface SortConfig {
key: string; key: string;
direction: SortDirection; direction: SortDirection;
} }
// ── Destination measures ────────────────────────────────────────────────────
// Shaped by backend/data_loader.py::_destinations_block. `status` is the field
// that matters: 'suppressed' is DfE withholding a figure it judged disclosive
// and must render as "withheld"; 'not_applicable' must render as nothing.
// `pupils` is null for both, so a null check alone loses the difference.
import type { DestinationCell, PupilGroup } from './destinations';
export interface DestinationGroupPayload {
cohort: number | null;
categories: DestinationCell[];
}
export interface DestinationPhase {
/** e.g. "2022/23" — the section dates its own cohort, which runs about two
* GCSE years behind the results shown above it. */
cohort_year: string | null;
groups: Partial<Record<PupilGroup, DestinationGroupPayload>>;
}
export interface SchoolDestinations {
ks4: DestinationPhase | null;
ks5: DestinationPhase | null;
}
+11 -1
View File
@@ -178,9 +178,19 @@ with DAG(
bash_command=f"cd {PIPELINE_DIR} && {MELTANO_BIN} run tap-uk-ees target-postgres", bash_command=f"cd {PIPELINE_DIR} && {MELTANO_BIN} run tap-uk-ees target-postgres",
) )
# Destinations come from the EES query API rather than a release ZIP,
# so they are a separate tap. Run after extract_ees rather than beside
# it: both write to the raw schema and the loader is happier serial.
extract_ees_destinations = BashOperator(
task_id="extract_ees_destinations",
bash_command=f"cd {PIPELINE_DIR} && {MELTANO_BIN} run tap-uk-ees-destinations target-postgres",
)
extract_ees >> extract_ees_destinations
dbt_build_ees = BashOperator( dbt_build_ees = BashOperator(
task_id="dbt_build", task_id="dbt_build",
bash_command=f"cd {PIPELINE_DIR}/transform && {DBT_BIN} build --profiles-dir . --target production --select stg_ees_ks2+ stg_legacy_ks2+ stg_ees_ks4+ stg_legacy_ks4+ stg_ees_census+ stg_ees_admissions+ stg_ees_ks2_national+ stg_ees_ks4_national+", bash_command=f"cd {PIPELINE_DIR}/transform && {DBT_BIN} build --profiles-dir . --target production --select stg_ees_ks2+ stg_legacy_ks2+ stg_ees_ks4+ stg_legacy_ks4+ stg_ees_census+ stg_ees_admissions+ stg_ees_ks2_national+ stg_ees_ks4_national+ stg_ees_ks4_destinations+ stg_ees_ks5_destinations+",
) )
sync_typesense_ees = BashOperator( sync_typesense_ees = BashOperator(
+6
View File
@@ -41,6 +41,12 @@ plugins:
"201718": "http://10.0.1.224:8081/filebrowser/api/public/dl/0L61fE_a?inline=true" "201718": "http://10.0.1.224:8081/filebrowser/api/public/dl/0L61fE_a?inline=true"
"201819": "http://10.0.1.224:8081/filebrowser/api/public/dl/XJGJ5lG1?inline=true" "201819": "http://10.0.1.224:8081/filebrowser/api/public/dl/XJGJ5lG1?inline=true"
- name: tap-uk-ees-destinations
namespace: uk_ees_destinations
pip_url: ./plugins/extractors/tap-uk-ees-destinations
executable: tap-uk-ees-destinations
settings: []
- name: tap-uk-ofsted - name: tap-uk-ofsted
namespace: uk_ofsted namespace: uk_ofsted
pip_url: ./plugins/extractors/tap-uk-ofsted pip_url: ./plugins/extractors/tap-uk-ofsted
@@ -0,0 +1,16 @@
[build-system]
requires = ["setuptools>=68", "wheel"]
build-backend = "setuptools.build_meta"
[project]
name = "tap-uk-ees-destinations"
version = "0.1.0"
description = "Singer tap for UK EES destination measures (KS4 and 16-18), school level"
requires-python = ">=3.10"
dependencies = [
"singer-sdk~=0.53",
"requests>=2.31",
]
[project.scripts]
tap-uk-ees-destinations = "tap_uk_ees_destinations.tap:TapUKEESDestinations.cli"
@@ -0,0 +1,7 @@
Metadata-Version: 2.4
Name: tap-uk-ees-destinations
Version: 0.1.0
Summary: Singer tap for UK EES destination measures (KS4 and 16-18), school level
Requires-Python: >=3.10
Requires-Dist: singer-sdk~=0.53
Requires-Dist: requests>=2.31
@@ -0,0 +1,10 @@
pyproject.toml
tap_uk_ees_destinations/__init__.py
tap_uk_ees_destinations/tap.py
tap_uk_ees_destinations.egg-info/PKG-INFO
tap_uk_ees_destinations.egg-info/SOURCES.txt
tap_uk_ees_destinations.egg-info/dependency_links.txt
tap_uk_ees_destinations.egg-info/entry_points.txt
tap_uk_ees_destinations.egg-info/requires.txt
tap_uk_ees_destinations.egg-info/top_level.txt
tests/test_tap.py
@@ -0,0 +1,2 @@
[console_scripts]
tap-uk-ees-destinations = tap_uk_ees_destinations.tap:TapUKEESDestinations.cli
@@ -0,0 +1,2 @@
singer-sdk~=0.53
requests>=2.31
@@ -0,0 +1,291 @@
"""EES destinations tap — KS4 and 16-18 destination measures, school level.
Separate from tap-uk-ees on purpose. That tap pulls a release ZIP and reads a
CSV inside it; the destinations files carry sex, ethnicity, FSM status, prior
attainment and SEN in the same table, so the whole-file route would download
millions of rows to keep a few hundred thousand. The query API filters server
side — with every dimension pinned, one year is ~250k rows across all
geographic levels rather than 1.9M.
The one thing this tap must not do is tidy the data up. EES writes `c` where a
figure is withheld, and the destination categories sum to the cohort — so
turning `c` into NULL here would let a downstream sum reconstruct exactly what
DfE suppressed. Counts and percentages are emitted as TEXT, sentinel intact,
and safe_numeric must never be pointed at them.
See docs/superpowers/specs/2026-08-28-destination-measures-design.md.
"""
from __future__ import annotations
import requests
from singer_sdk import Stream, Tap
from singer_sdk import typing as th
API_BASE = "https://api.education.gov.uk/statistics/v1"
TIMEOUT = 180
PAGE_SIZE = 10000
KS4_DATASET = "019d4f41-22d1-71b2-a1a7-f3b91026815b"
KS5_DATASET = "019d4e73-6440-7523-b60c-bfab1ad4a30d"
# Filter option ids, read from each dataset's /meta endpoint. KS4 and 16-18 use
# different ids for the same concepts, so they are declared separately rather
# than shared. `agg_` measures are totals DfE published itself; they are kept
# because they survive suppression far better than their components, and the
# frontend decides whether showing one is safe.
KS4_DESTINATION_SLUGS = {
"DCz1Q": "school_sixth_form",
"eLsdu": "sixth_form_college",
"o2MJm": "further_education",
"b7v6t": "other_education",
"mlKo9": "apprenticeship",
"QIJEw": "employment",
"RZrek": "not_sustained",
"1j7Ui": "not_captured",
"WiEl2": "agg_sustained_education",
"EfSAq": "agg_sustained_all",
}
KS4_PUPIL_GROUP_SLUGS = {"p9WRS": "all", "OvPnC": "disadvantaged", "7VmdX": "other"}
# Every other dimension held at Total: sex, student-characteristic topic,
# ethnicity major and minor, student characteristics. Pinning these is
# mandatory, not an optimisation — unconstrained they cross with each other and
# return 45 rows where 30 are wanted.
#
# The two establishment dimensions are deliberately NOT pinned. A school row
# carries its own establishment type ("State-funded mainstream schools"), never
# Total, so pinning Total there returns zero rows. Verified: with this set, one
# school-year yields exactly 30 rows — 10 measures x 3 pupil groups, no
# duplicates.
KS4_PINNED = ["X542f", "jHdaA", "9c6y4", "Y0RhH", "wBpIb"]
# The England reference needs a DIFFERENT pin set. At national level the
# establishment dimensions do vary — selective schools, studio schools, UTCs
# and so on are separate populations, not labels — so leaving them open
# multiplies every figure into 190 rows where 30 are wanted. Pinning
# establishment type to Total within the state-funded mainstream group gives
# exactly 30, and the parts reconcile: 151,912 disadvantaged + 441,823 other =
# 593,735 total for 2022/23.
#
# Note it must be the mainstream GROUP, not the Total group: DfE does not
# publish the disadvantage split across all establishment types at once, so
# pinning group=Total silently drops two thirds of the reference.
KS4_NATIONAL_PINNED = KS4_PINNED + ["5RcSd", "rgHcN"]
# Indicator ids are per-dataset, not shared. The 16-18 set below differs.
KS4_INDICATORS = {
"cohort": "Poghe",
"pupils": "1roqi",
"percentage": "dPjk0",
}
KS5_DESTINATION_SLUGS = {
"dkyu0": "higher_education",
"QIB6w": "school_sixth_form",
"9c3u4": "sixth_form_college",
"S4UgV": "further_education",
"EfYDq": "other_education",
"PaLTe": "apprenticeship",
"9c8k4": "employment",
"Wi6R2": "not_sustained",
"o2l7m": "not_captured",
"wBXtb": "agg_sustained_education",
"o2c4m": "agg_sustained_all",
}
KS5_PUPIL_GROUP_SLUGS = {"Y0PuH": "all", "HTeez": "disadvantaged", "CnSVI": "other"}
# As KS4, plus the two qualification dimensions — without them a sixth form is
# counted once per qualification level rather than once. Establishment omitted
# for the same reason as KS4.
KS5_PINNED = ["Pa2Ae", "o23fm", "NOBQD", "BSdu7", "fde2Y", "gJpLO", "tXHPE"]
# State-funded mainstream schools group + establishment type Total, as KS4.
KS5_NATIONAL_PINNED = KS5_PINNED + ["0hanT", "S4ROV"]
KS5_INDICATORS = {
"cohort": "5TESd",
"pupils": "tjybE",
"percentage": "fzKfY",
}
def _period_to_time_period(period: str) -> str:
"""'2022/2023' -> '202223', the convention every other mart here uses."""
start, end = period.split("/")
return start + end[-2:]
def row_to_record(
row: dict,
urn_by_location: dict[str, str],
destination_slugs: dict[str, str] | None = None,
pupil_group_slugs: dict[str, str] | None = None,
indicators: dict[str, str] | None = None,
) -> dict | None:
"""Map one API row to a Singer record, or None if it is not one we keep."""
destination_slugs = destination_slugs or KS4_DESTINATION_SLUGS
pupil_group_slugs = pupil_group_slugs or KS4_PUPIL_GROUP_SLUGS
# Read geographicLevel, not the locations keys: a school row also carries
# NAT, LA and REG entries for its parents, so testing "NAT in locations"
# would admit every local-authority row as a national one.
level = row.get("geographicLevel")
if level == "SCH":
urn = urn_by_location.get(row.get("locations", {}).get("SCH", ""))
if not urn:
return None
elif level == "NAT":
urn = None
else:
return None
applied = set(row.get("filters", {}).values())
destination = next(
(slug for fid, slug in destination_slugs.items() if fid in applied), None
)
group = next(
(slug for fid, slug in pupil_group_slugs.items() if fid in applied), None
)
if destination is None or group is None:
return None
values = row.get("values", {})
indicators = indicators or KS4_INDICATORS
return {
"urn": urn,
"time_period": _period_to_time_period(row["timePeriod"]["period"]),
"pupil_group": group,
"destination_measure": destination,
"cohort_pupils": values.get(indicators["cohort"]),
"pupils_raw": values.get(indicators["pupils"]),
"percentage_raw": values.get(indicators["percentage"]),
}
def _fetch_meta(dataset_id: str) -> dict:
resp = requests.get(f"{API_BASE}/data-sets/{dataset_id}/meta", timeout=TIMEOUT)
resp.raise_for_status()
return resp.json()
def urn_by_location_from_meta(meta: dict) -> dict[str, str]:
"""Location id -> URN, for the school-level options."""
for group in meta.get("locations", []):
if group.get("level", {}).get("code") == "SCH":
return {o["id"]: o["urn"] for o in group.get("options", []) if o.get("urn")}
return {}
def time_periods_from_meta(meta: dict) -> list[str]:
return [t["period"] for t in meta.get("timePeriods", [])]
class DestinationsStream(Stream):
"""One stream per dataset. Pages the query API, one time period at a time."""
_dataset_id: str = ""
_destination_slugs: dict[str, str] = {}
_pupil_group_slugs: dict[str, str] = {}
_pinned: list[str] = []
_national_pinned: list[str] = []
_indicators: dict[str, str] = {}
schema = th.PropertiesList(
th.Property("urn", th.StringType),
th.Property("time_period", th.StringType),
th.Property("pupil_group", th.StringType),
th.Property("destination_measure", th.StringType),
th.Property("cohort_pupils", th.StringType),
th.Property("pupils_raw", th.StringType),
th.Property("percentage_raw", th.StringType),
).to_dict()
primary_keys = ["urn", "time_period", "pupil_group", "destination_measure"]
replication_key = None
def _query(self, period: str, pinned: list[str], keep_level: str,
urn_by_location: dict[str, str]):
"""Page one period of one geographic level, yielding Singer records."""
criteria = [
{"filters": {"in": list(self._destination_slugs)}},
{"filters": {"in": list(self._pupil_group_slugs)}},
*[{"filters": {"in": [p]}} for p in pinned],
{"timePeriods": {"in": [{"period": period, "code": "AY"}]}},
]
page = 1
while True:
resp = requests.post(
f"{API_BASE}/data-sets/{self._dataset_id}/query",
json={
"criteria": {"and": criteria},
"indicators": list(self._indicators.values()),
"page": page,
"pageSize": PAGE_SIZE,
},
timeout=TIMEOUT,
)
resp.raise_for_status()
payload = resp.json()
for row in payload.get("results", []):
if row.get("geographicLevel") != keep_level:
continue
record = row_to_record(
row, urn_by_location,
self._destination_slugs, self._pupil_group_slugs,
self._indicators,
)
if record is not None:
yield record
if page >= payload.get("paging", {}).get("totalPages", 1):
return
page += 1
def get_records(self, context):
meta = _fetch_meta(self._dataset_id)
urn_by_location = urn_by_location_from_meta(meta)
periods = time_periods_from_meta(meta)
self.logger.info(
"%s: %d school locations, %d time periods",
self.name, len(urn_by_location), len(periods),
)
# Two queries per period, because school rows and the England reference
# need different establishment pins — see KS4_NATIONAL_PINNED. The API
# cannot filter by geographic level, so each pass keeps its own and
# discards the local-authority, district, regional and constituency
# rows that come with them.
for period in periods:
yield from self._query(period, self._pinned, "SCH", urn_by_location)
yield from self._query(period, self._national_pinned, "NAT", urn_by_location)
class KS4DestinationsStream(DestinationsStream):
name = "ees_ks4_destinations"
_dataset_id = KS4_DATASET
_destination_slugs = KS4_DESTINATION_SLUGS
_pupil_group_slugs = KS4_PUPIL_GROUP_SLUGS
_pinned = KS4_PINNED
_national_pinned = KS4_NATIONAL_PINNED
_indicators = KS4_INDICATORS
class KS5DestinationsStream(DestinationsStream):
name = "ees_ks5_destinations"
_dataset_id = KS5_DATASET
_destination_slugs = KS5_DESTINATION_SLUGS
_pupil_group_slugs = KS5_PUPIL_GROUP_SLUGS
_pinned = KS5_PINNED
_national_pinned = KS5_NATIONAL_PINNED
_indicators = KS5_INDICATORS
class TapUKEESDestinations(Tap):
name = "tap-uk-ees-destinations"
config_jsonschema = th.PropertiesList().to_dict()
def discover_streams(self):
return [KS4DestinationsStream(self), KS5DestinationsStream(self)]
if __name__ == "__main__":
TapUKEESDestinations.cli()
@@ -0,0 +1,134 @@
"""The tap's one testable job without a network: mapping an API row to a Singer
record without destroying the suppression sentinel."""
from tap_uk_ees_destinations.tap import (
row_to_record,
KS4_DESTINATION_SLUGS,
KS4_PUPIL_GROUP_SLUGS,
)
def test_published_row_keeps_its_numbers_as_text():
row = {
"timePeriod": {"period": "2022/2023"},
"geographicLevel": "SCH",
"locations": {"LA": "u9Oo4", "NAT": "dP0Zw", "SCH": "IXn5B"},
"filters": {"wYXbx": "DCz1Q", "9ss4v": "p9WRS"},
"values": {"Poghe": "264", "1roqi": "182", "dPjk0": "68.9"},
}
rec = row_to_record(row, urn_by_location={"IXn5B": "137083"})
assert rec["urn"] == "137083"
assert rec["time_period"] == "202223"
assert rec["destination_measure"] == "school_sixth_form"
assert rec["pupil_group"] == "all"
assert rec["cohort_pupils"] == "264"
assert rec["pupils_raw"] == "182"
assert rec["percentage_raw"] == "68.9"
def test_suppressed_row_preserves_the_c_sentinel():
row = {
"timePeriod": {"period": "2022/2023"},
"geographicLevel": "SCH",
"locations": {"SCH": "IXn5B"},
"filters": {"wYXbx": "eLsdu", "9ss4v": "OvPnC"},
"values": {"Poghe": "41", "1roqi": "c", "dPjk0": "c"},
}
rec = row_to_record(row, urn_by_location={"IXn5B": "137083"})
assert rec["pupils_raw"] == "c", "the sentinel must survive extraction"
assert rec["percentage_raw"] == "c"
assert rec["pupil_group"] == "disadvantaged"
def test_national_rows_are_kept_with_a_null_urn():
"""The England reference travels in the same response. It is kept, with a
null urn, so fact_destination_national has something to read."""
row = {
"timePeriod": {"period": "2022/2023"},
"geographicLevel": "NAT",
"locations": {"NAT": "dP0Zw"},
"filters": {"wYXbx": "DCz1Q", "9ss4v": "p9WRS"},
"values": {"Poghe": "500000", "1roqi": "190000", "dPjk0": "38.0"},
}
rec = row_to_record(row, urn_by_location={})
assert rec is not None
assert rec["urn"] is None
assert rec["percentage_raw"] == "38.0"
def test_other_geographic_levels_are_dropped():
"""A school row also carries NAT, LA and REG entries for its parents, so
the level has to be read from geographicLevel rather than inferred from
which location keys are present."""
row = {
"timePeriod": {"period": "2022/2023"},
"geographicLevel": "LA",
"locations": {"LA": "u9Oo4", "NAT": "dP0Zw"},
"filters": {"wYXbx": "DCz1Q", "9ss4v": "p9WRS"},
"values": {"Poghe": "1", "1roqi": "1", "dPjk0": "1"},
}
assert row_to_record(row, urn_by_location={}) is None
def test_school_row_with_an_unknown_location_is_dropped():
row = {
"timePeriod": {"period": "2022/2023"},
"geographicLevel": "SCH",
"locations": {"SCH": "unknown"},
"filters": {"wYXbx": "DCz1Q", "9ss4v": "p9WRS"},
"values": {"Poghe": "1", "1roqi": "1", "dPjk0": "1"},
}
assert row_to_record(row, urn_by_location={"IXn5B": "137083"}) is None
def test_rows_without_a_recognised_destination_are_dropped():
row = {
"timePeriod": {"period": "2022/2023"},
"geographicLevel": "SCH",
"locations": {"SCH": "IXn5B"},
"filters": {"wYXbx": "notaslug", "9ss4v": "p9WRS"},
"values": {"Poghe": "1", "1roqi": "1", "dPjk0": "1"},
}
assert row_to_record(row, urn_by_location={"IXn5B": "137083"}) is None
def test_every_slug_maps_to_one_measure():
assert len(set(KS4_DESTINATION_SLUGS.values())) == len(KS4_DESTINATION_SLUGS)
assert set(KS4_PUPIL_GROUP_SLUGS.values()) == {"all", "disadvantaged", "other"}
def test_indicator_ids_are_per_dataset_not_shared():
"""The 16-18 dataset uses different indicator ids for the same concepts.
Reusing the KS4 ids there returns IndicatorsNotFound from the API."""
from tap_uk_ees_destinations.tap import KS4_INDICATORS, KS5_INDICATORS
assert set(KS4_INDICATORS) == set(KS5_INDICATORS) == {"cohort", "pupils", "percentage"}
assert not set(KS4_INDICATORS.values()) & set(KS5_INDICATORS.values())
def test_ks5_rows_are_read_with_the_ks5_indicators():
from tap_uk_ees_destinations.tap import (
KS5_DESTINATION_SLUGS, KS5_PUPIL_GROUP_SLUGS, KS5_INDICATORS,
)
row = {
"timePeriod": {"period": "2022/2023"},
"geographicLevel": "SCH",
"locations": {"SCH": "IXn5B"},
"filters": {"dest": "dkyu0", "dis": "Y0PuH"},
"values": {"5TESd": "176", "tjybE": "98", "fzKfY": "55.7"},
}
rec = row_to_record(
row, {"IXn5B": "137083"},
KS5_DESTINATION_SLUGS, KS5_PUPIL_GROUP_SLUGS, KS5_INDICATORS,
)
assert rec["destination_measure"] == "higher_education"
assert rec["cohort_pupils"] == "176"
assert rec["pupils_raw"] == "98"
assert rec["percentage_raw"] == "55.7"
def test_establishment_dimensions_are_not_pinned():
"""A school row carries its own establishment type, never Total — pinning
Total there returns zero rows for every school."""
from tap_uk_ees_destinations.tap import KS4_PINNED, KS5_PINNED
establishment_totals = {"4369U", "rgHcN", "EfHQq", "S4ROV"}
assert not set(KS4_PINNED) & establishment_totals
assert not set(KS5_PINNED) & establishment_totals
@@ -0,0 +1,986 @@
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revision = 3
requires-python = ">=3.10"
resolution-markers = [
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]
[[package]]
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name = "backports-datetime-fromisoformat"
version = "2.0.3"
source = { registry = "https://pypi.org/simple" }
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@@ -180,6 +180,74 @@ models:
- name: year - name: year
tests: [not_null] tests: [not_null]
- name: fact_ks4_destinations
description: >
KS4 leavers destinations — one row per URN, year, pupil group and
destination measure. status distinguishes a figure DfE withheld
('suppressed') from one that does not apply ('not_applicable'); pupils is
null for both, so status is the only thing that tells them apart. R3
masking is applied here: a category withheld for disadvantaged pupils is
withheld for the other-pupils group too.
columns:
- name: urn
tests: [not_null]
- name: year
tests: [not_null]
- name: pupil_group
tests:
- not_null
- accepted_values:
values: ['all', 'disadvantaged', 'other']
- name: destination_measure
tests: [not_null]
- name: status
tests:
- not_null
- accepted_values:
values: ['published', 'suppressed', 'not_applicable']
- name: fact_ks5_destinations
description: >
16-18 study leavers destinations — same grain and same suppression
semantics as fact_ks4_destinations. Only institutions with post-16
provision appear.
columns:
- name: urn
tests: [not_null]
- name: year
tests: [not_null]
- name: pupil_group
tests:
- not_null
- accepted_values:
values: ['all', 'disadvantaged', 'other']
- name: destination_measure
tests: [not_null]
- name: status
tests:
- not_null
- accepted_values:
values: ['published', 'suppressed', 'not_applicable']
- name: fact_destination_national
description: >
England destination measures by phase and pupil group — the national
reference the school sections compare against. Repointed with the cohort
switch so a school's disadvantaged pupils are measured against national
disadvantaged pupils, not against the national average.
columns:
- name: phase
tests:
- not_null
- accepted_values:
values: ['ks4', 'ks5']
- name: year
tests: [not_null]
- name: pupil_group
tests: [not_null]
- name: destination_measure
tests: [not_null]
- name: fact_ks2_national_averages - name: fact_ks2_national_averages
description: Official DfE KS2 national headline averages — one row per academic year description: Official DfE KS2 national headline averages — one row per academic year
columns: columns:
@@ -0,0 +1,40 @@
{{ config(materialized='table') }}
-- Mart: England destination measures by pupil group — the page's national
-- reference.
--
-- Kept separate from the school facts so the section's England bar can repoint
-- with the cohort switch. Comparing a school's disadvantaged pupils against
-- the national all-pupils figure would flatter or damn the school for its
-- intake rather than its work, which is the failure this whole feature is
-- meant to avoid.
--
-- The tap pins establishment type to Total within the state-funded mainstream
-- group for these rows, so the parts reconcile: for 2022/23 KS4, 151,912
-- disadvantaged + 441,823 other = 593,735 total.
select
'ks4' as phase,
year,
pupil_group,
destination_measure,
cohort_pupils,
pupils,
percentage,
status
from {{ ref('stg_ees_ks4_destinations') }}
where urn is null
union all
select
'ks5' as phase,
year,
pupil_group,
destination_measure,
cohort_pupils,
pupils,
percentage,
status
from {{ ref('stg_ees_ks5_destinations') }}
where urn is null
@@ -0,0 +1,50 @@
{{ config(materialized='table') }}
-- Mart: KS4 leavers destinations — one row per URN x year x pupil group x
-- destination measure.
--
-- Long format, unlike the wide fact_ks4_performance next door. pupil_group is
-- a real third dimension, so going wide would need three sets of every column,
-- and the disclosure tests are far easier to write over rows than columns.
--
-- R3 IS APPLIED HERE rather than in the API. Disadvantaged and other-pupils
-- partition the whole, and the all-pupils figure is published — so publishing
-- both halves recovers the suppressed one by subtraction. Where a category is
-- withheld for disadvantaged pupils it is therefore withheld for the other
-- group too, and the all-pupils view keeps it. DfE already does this in 493 of
-- 498 cases; this closes the remaining 5 so that no consumer, now or later,
-- can reach an unmasked combination.
--
-- See docs/superpowers/specs/2026-08-28-destination-measures-design.md.
with staged as (
select s.*
from {{ ref('stg_ees_ks4_destinations') }} s
inner join {{ ref('dim_school') }} d on d.urn = s.urn
),
-- Categories withheld for disadvantaged pupils at this school and year.
masked as (
select distinct urn, year, destination_measure
from staged
where pupil_group = 'disadvantaged'
and status = 'suppressed'
)
select
s.urn,
s.year,
s.pupil_group,
s.destination_measure,
s.cohort_pupils,
case when m.urn is not null and s.pupil_group = 'other'
then null else s.pupils end as pupils,
case when m.urn is not null and s.pupil_group = 'other'
then null else s.percentage end as percentage,
case when m.urn is not null and s.pupil_group = 'other'
then 'suppressed' else s.status end as status
from staged s
left join masked m
on m.urn = s.urn
and m.year = s.year
and m.destination_measure = s.destination_measure
@@ -0,0 +1,50 @@
{{ config(materialized='table') }}
-- Mart: 16-18 study leavers destinations — one row per URN x year x pupil group x
-- destination measure.
--
-- Long format, unlike the wide fact_ks4_performance next door. pupil_group is
-- a real third dimension, so going wide would need three sets of every column,
-- and the disclosure tests are far easier to write over rows than columns.
--
-- R3 IS APPLIED HERE rather than in the API. Disadvantaged and other-pupils
-- partition the whole, and the all-pupils figure is published — so publishing
-- both halves recovers the suppressed one by subtraction. Where a category is
-- withheld for disadvantaged pupils it is therefore withheld for the other
-- group too, and the all-pupils view keeps it. DfE already does this in 493 of
-- 498 cases; this closes the remaining 5 so that no consumer, now or later,
-- can reach an unmasked combination.
--
-- See docs/superpowers/specs/2026-08-28-destination-measures-design.md.
with staged as (
select s.*
from {{ ref('stg_ees_ks5_destinations') }} s
inner join {{ ref('dim_school') }} d on d.urn = s.urn
),
-- Categories withheld for disadvantaged pupils at this school and year.
masked as (
select distinct urn, year, destination_measure
from staged
where pupil_group = 'disadvantaged'
and status = 'suppressed'
)
select
s.urn,
s.year,
s.pupil_group,
s.destination_measure,
s.cohort_pupils,
case when m.urn is not null and s.pupil_group = 'other'
then null else s.pupils end as pupils,
case when m.urn is not null and s.pupil_group = 'other'
then null else s.percentage end as percentage,
case when m.urn is not null and s.pupil_group = 'other'
then 'suppressed' else s.status end as status
from staged s
left join masked m
on m.urn = s.urn
and m.year = s.year
and m.destination_measure = s.destination_measure
@@ -33,6 +33,20 @@ sources:
- name: legacy_ks2 - name: legacy_ks2
description: Pre-COVID KS2 school-level data (2015-16 to 2018-19) from DfE performance tables description: Pre-COVID KS2 school-level data (2015-16 to 2018-19) from DfE performance tables
- name: ees_ks4_destinations
description: >
KS4 leavers destinations, long format — one row per URN x year x
pupil group x destination measure, plus England rows with a null urn.
pupils_raw and percentage_raw are TEXT and may carry the 'c'
suppression sentinel; they must never be passed through safe_numeric,
because the categories sum to the cohort and collapsing 'c' to null
lets a downstream sum recover a withheld figure.
- name: ees_ks5_destinations
description: >
16-18 study leavers destinations. Same grain, same suppression
caveat, and only institutions with post-16 provision appear.
- name: ees_ks4_performance - name: ees_ks4_performance
description: KS4 performance tables (long format — one row per school × breakdown × sex) description: KS4 performance tables (long format — one row per school × breakdown × sex)
@@ -0,0 +1,46 @@
{{ config(materialized='table') }}
-- Staging model: KS4 leavers destinations, school level plus the England
-- reference (which carries a null urn).
--
-- DELIBERATELY DOES NOT USE safe_numeric. That macro maps every EES sentinel
-- (z, c, x, q, u) to NULL, which is right for attainment — there, "suppressed"
-- and "not applicable" are equally unrenderable. Here they are different
-- claims: one has to print "withheld", the other has to print nothing, and
-- collapsing them would also let a downstream sum reconstruct a withheld
-- figure, because the destination categories add up to the cohort.
--
-- See docs/superpowers/specs/2026-08-28-destination-measures-design.md.
with source as (
select * from {{ source('raw', 'ees_ks4_destinations') }}
-- National rows carry a null urn and feed fact_destination_national.
where (urn is null or urn = '' or urn ~ '^[0-9]+$')
and time_period ~ '^[0-9]+$'
)
select
case when urn ~ '^[0-9]+$' then cast(trim(urn) as integer) end as urn,
cast(trim(time_period) as integer) as year,
trim(pupil_group) as pupil_group,
trim(destination_measure) as destination_measure,
case when cohort_pupils ~ '^[0-9]+$'
then cast(cohort_pupils as integer) end as cohort_pupils,
case when pupils_raw ~ '^[0-9]+$'
then cast(pupils_raw as integer) end as pupils,
case when percentage_raw ~ '^-?[0-9]+(\.[0-9]+)?$'
then cast(percentage_raw as numeric) end as percentage,
-- The whole point of this model. 'suppressed' is DfE withholding a figure
-- it considers disclosive; 'not_applicable' is the measure not applying to
-- this row at all. The API and the frontend treat them differently.
case
when pupils_raw ~ '^[0-9]+$' then 'published'
when lower(trim(pupils_raw)) = 'c' then 'suppressed'
else 'not_applicable'
end as status
from source
@@ -0,0 +1,47 @@
{{ config(materialized='table') }}
-- Staging model: 16-18 study leavers destinations, institution level plus the
-- England reference (which carries a null urn). Only sixth forms and colleges
-- appear here, so a secondary with no post-16 provision has no rows at all.
--
-- DELIBERATELY DOES NOT USE safe_numeric. That macro maps every EES sentinel
-- (z, c, x, q, u) to NULL, which is right for attainment — there, "suppressed"
-- and "not applicable" are equally unrenderable. Here they are different
-- claims: one has to print "withheld", the other has to print nothing, and
-- collapsing them would also let a downstream sum reconstruct a withheld
-- figure, because the destination categories add up to the cohort.
--
-- See docs/superpowers/specs/2026-08-28-destination-measures-design.md.
with source as (
select * from {{ source('raw', 'ees_ks5_destinations') }}
-- National rows carry a null urn and feed fact_destination_national.
where (urn is null or urn = '' or urn ~ '^[0-9]+$')
and time_period ~ '^[0-9]+$'
)
select
case when urn ~ '^[0-9]+$' then cast(trim(urn) as integer) end as urn,
cast(trim(time_period) as integer) as year,
trim(pupil_group) as pupil_group,
trim(destination_measure) as destination_measure,
case when cohort_pupils ~ '^[0-9]+$'
then cast(cohort_pupils as integer) end as cohort_pupils,
case when pupils_raw ~ '^[0-9]+$'
then cast(pupils_raw as integer) end as pupils,
case when percentage_raw ~ '^-?[0-9]+(\.[0-9]+)?$'
then cast(percentage_raw as numeric) end as percentage,
-- The whole point of this model. 'suppressed' is DfE withholding a figure
-- it considers disclosive; 'not_applicable' is the measure not applying to
-- this row at all. The API and the frontend treat them differently.
case
when pupils_raw ~ '^[0-9]+$' then 'published'
when lower(trim(pupils_raw)) = 'c' then 'suppressed'
else 'not_applicable'
end as status
from source
@@ -0,0 +1,15 @@
-- pupils must be null wherever status is not 'published', and never null where
-- it is. This is what stops a later coalesce, or a wide-format refactor,
-- turning a withheld figure into a zero — which would read on the page as
-- "no pupils went here" rather than "we are not told".
select
urn,
year,
pupil_group,
destination_measure,
status,
pupils
from {{ ref('fact_ks4_destinations') }}
where (status <> 'published' and pupils is not null)
or (status = 'published' and pupils is null)
@@ -0,0 +1,20 @@
-- R3 GUARD. Fails if a category is suppressed for disadvantaged pupils but
-- still published for the other-pupils group.
--
-- The two groups partition the cohort and the all-pupils figure is published,
-- so publishing both halves recovers the withheld one. fact_ks4_destinations
-- masks the other group to prevent it; this asserts the masking actually held.
select
d.urn,
d.year,
d.destination_measure
from {{ ref('fact_ks4_destinations') }} d
inner join {{ ref('fact_ks4_destinations') }} o
on o.urn = d.urn
and o.year = d.year
and o.destination_measure = d.destination_measure
and o.pupil_group = 'other'
where d.pupil_group = 'disadvantaged'
and d.status = 'suppressed'
and o.status = 'published'
@@ -0,0 +1,24 @@
{{ config(severity='warn') }}
-- R1 TRIPWIRE. Flags a school/year/pupil group that has exactly one suppressed
-- category while its cohort total is published — the combination that lets the
-- withheld figure be recovered by subtracting the published categories.
--
-- This is a WARN, not an error, and the distinction matters. The mart is not
-- wrong: DfE publishes exactly this, and the mart's job is to carry the source
-- faithfully. What must refuse to close the gap is everything downstream — the
-- API serialiser and lib/destinations.ts, which have their own tests. This
-- query exists so the condition stays visible and counted, and so anyone
-- adding a consumer later has to look at it rather than discover it.
--
-- Expect a non-trivial count: measured at 22% of mainstream secondaries.
select
urn,
year,
pupil_group,
count(*) filter (where status = 'suppressed') as suppressed_categories
from {{ ref('fact_ks4_destinations') }}
where destination_measure not like 'agg\_%' escape '\'
group by urn, year, pupil_group
having count(*) filter (where status = 'suppressed') = 1