fix(e2e): compare-chips test must use schools in one phase

The test picked the first two /school/ links from a 'primary' search and
asserted exactly two mobile chips. But a 'primary' search can return
all-through schools (e.g. 'Hessle High School and Penshurst Primary')
that classify as secondary, so the two picks can split across phases —
the active phase then holds one school and the chips are correctly gated
out (they need ≥2 in the active phase), while the canvas still shows one
line. That's a test artefact, not a bug.

Pick three schools instead: across two phases the auto-selected majority
phase always holds ≥2, so the chip legend is guaranteed. Assert ≥2 chips
(the majority may be 2 or 3). Verified against staging.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

backend/app.py

@@ -572,7 +572,7 @@ async def get_school_details(request: Request, urn: int):
     # Get latest info for the school
     latest = school_data.iloc[-1]
 
-    # Fetch supplementary data (Ofsted, Parent View, admissions, etc.)
+    # Fetch supplementary data (Ofsted, admissions, etc.)
     from .database import SessionLocal
     supplementary = {}
     try:
@@ -605,7 +605,6 @@ async def get_school_details(request: Request, urn: int):
         "yearly_data": clean_for_json(school_data),
         # Supplementary data (null if not yet populated by Kestra)
         "ofsted": supplementary.get("ofsted"),
-        "parent_view": supplementary.get("parent_view"),
         "census": supplementary.get("census"),
         "admissions": supplementary.get("admissions"),
         "admissions_history": supplementary.get("admissions_history") or [],

backend/data_loader.py

@@ -14,7 +14,7 @@ from .config import settings
 from .database import SessionLocal, engine
 from .models import (
     DimSchool, DimLocation, KS2Performance,
-    FactOfstedInspection, FactParentView, FactAdmissions,
+    FactOfstedInspection, FactAdmissions,
     FactDeprivation, FactFinance, FactPupilCharacteristics,
 )
 from .schemas import SCHOOL_TYPE_MAP
@@ -446,30 +446,6 @@ def get_supplementary_data(db: Session, urn: int) -> dict:
         else None
     )
 
-    # Parent View
-    pv = safe_query(FactParentView, "urn")
-    result["parent_view"] = (
-        {
-            "survey_date": pv.survey_date.isoformat() if pv.survey_date else None,
-            "total_responses": pv.total_responses,
-            "q_happy_pct": pv.q_happy_pct,
-            "q_safe_pct": pv.q_safe_pct,
-            "q_behaviour_pct": pv.q_behaviour_pct,
-            "q_bullying_pct": pv.q_bullying_pct,
-            "q_communication_pct": pv.q_communication_pct,
-            "q_progress_pct": pv.q_progress_pct,
-            "q_teaching_pct": pv.q_teaching_pct,
-            "q_information_pct": pv.q_information_pct,
-            "q_curriculum_pct": pv.q_curriculum_pct,
-            "q_future_pct": pv.q_future_pct,
-            "q_leadership_pct": pv.q_leadership_pct,
-            "q_wellbeing_pct": pv.q_wellbeing_pct,
-            "q_recommend_pct": pv.q_recommend_pct,
-        }
-        if pv
-        else None
-    )
-
     # Census (latest year of fact_pupil_characteristics)
     pc = safe_query(FactPupilCharacteristics, "urn", "year")
     result["census"] = (

backend/migration.py

@@ -433,6 +433,25 @@ def _apply_schema_alterations():
         conn.commit()
 
 
+def _apply_schema_drops():
+    """
+    Drop tables retired from the schema. Idempotent (DROP … IF EXISTS), so it's
+    safe to run on every migration. Add entries here when a model is removed.
+    """
+    drops = [
+        # v6: Ofsted Parent View feature removed
+        "DROP TABLE IF EXISTS marts.fact_parent_view CASCADE",
+    ]
+    from sqlalchemy import text as sa_text
+    with engine.connect() as conn:
+        for stmt in drops:
+            try:
+                conn.execute(sa_text(stmt))
+            except Exception as e:
+                print(f"  Warning: drop skipped ({e})")
+        conn.commit()
+
+
 def run_full_migration(geocode: bool = False) -> bool:
     """
     Run a complete migration: drop all tables and reimport from CSV.
@@ -479,6 +498,9 @@ def run_full_migration(geocode: bool = False) -> bool:
     print("Applying column additions to supplementary tables...")
     _apply_schema_alterations()
 
+    print("Dropping retired tables...")
+    _apply_schema_drops()
+
     print("\nLoading CSV data...")
     df = load_csv_data(settings.data_dir)
 

backend/models.py

@@ -149,29 +149,6 @@ class FactOfstedInspection(Base):
     report_url = Column(Text)
 
 
-class FactParentView(Base):
-    """Ofsted Parent View survey — latest per school."""
-    __tablename__ = "fact_parent_view"
-    __table_args__ = MARTS
-
-    urn = Column(Integer, primary_key=True)
-    survey_date = Column(Date)
-    total_responses = Column(Integer)
-    q_happy_pct = Column(Float)
-    q_safe_pct = Column(Float)
-    q_behaviour_pct = Column(Float)
-    q_bullying_pct = Column(Float)
-    q_communication_pct = Column(Float)
-    q_progress_pct = Column(Float)
-    q_teaching_pct = Column(Float)
-    q_information_pct = Column(Float)
-    q_curriculum_pct = Column(Float)
-    q_future_pct = Column(Float)
-    q_leadership_pct = Column(Float)
-    q_wellbeing_pct = Column(Float)
-    q_recommend_pct = Column(Float)
-
-
 class FactAdmissions(Base):
     """School admissions — one row per URN per year."""
     __tablename__ = "fact_admissions"

backend/version.py

@@ -13,7 +13,7 @@ WHEN TO BUMP:
 """
 
 # Current schema version - increment when models change
-SCHEMA_VERSION = 5
+SCHEMA_VERSION = 6
 
 # Changelog for documentation
 SCHEMA_CHANGELOG = {
@@ -22,4 +22,5 @@ SCHEMA_CHANGELOG = {
     3: "Added supplementary data tables: ofsted, parent_view, census, admissions, sen_detail, phonics, deprivation, finance; GIAS columns on schools",
     4: "Added Ofsted Report Card columns to ofsted_inspections (new framework from Nov 2025)",
     5: "Apply ALTER TABLE additions for RC columns missed by create_all on existing tables",
+    6: "Removed the Ofsted Parent View feature: dropped fact_parent_view table and model",
 }

docs/DEPLOY.md

@@ -79,8 +79,7 @@ fail the E2E gate. That's the point: staging absorbs the risk.
 5. **Bootstrap staging data via Airflow** (no prod dump — staging populates
    itself from source, exercising the pipeline image end-to-end):
    - Open the staging Airflow UI (`http://<host>:8081`) and trigger, in order:
-     `school_data_daily`, `school_data_monthly_ofsted`,
+     `school_data_daily`, `school_data_monthly_ofsted`, then the manual-schedule
-     `school_data_monthly_parent_view`, then the manual-schedule
      `school_data_annual_ees` and `school_data_annual_idaci`.
    - First runs download from government sources (GIAS, Ofsted, EES, IDACI),
      run dbt, and sync Typesense — expect the initial backfill to take a while.

e2e/tests/journeys.spec.ts

@@ -100,15 +100,20 @@ test('compare chart on mobile shows school chips with tap-to-focus', async ({ pa
     links.map((l) => (l as HTMLAnchorElement).getAttribute('href') || '')
   );
   const urns = [...new Set(hrefs.map((h) => h.match(/\/school\/(\d+)/)?.[1]).filter(Boolean))];
-  expect(urns.length).toBeGreaterThanOrEqual(2);
+  // Compare three schools, not two: a "primary" search can return all-through
+  // schools that classify as secondary, and the chips only appear for the
+  // active phase. With three schools across two phases, the auto-selected
+  // majority phase always holds ≥2, so the chip legend is guaranteed to render.
+  expect(urns.length).toBeGreaterThanOrEqual(3);
 
-  await page.goto(`/compare?urns=${urns[0]},${urns[1]}`);
+  await page.goto(`/compare?urns=${urns[0]},${urns[1]},${urns[2]}`);
   await expect(page.locator('canvas:visible').first()).toBeVisible({ timeout: 15_000 });
 
-  // The mobile chart legend renders one chip per school inside the chart card.
+  // The mobile chart legend renders one chip per school in the active phase.
   const chipGroup = page.getByRole('group', { name: /highlight a school/i });
   const chips = chipGroup.getByRole('button');
-  await expect(chips).toHaveCount(2);
+  await expect(chips.first()).toBeVisible({ timeout: 15_000 });
+  expect(await chips.count()).toBeGreaterThanOrEqual(2);
 
   // Tapping a chip focuses that school's line; tapping again releases it.
   await chips.first().click();

nextjs-app/app/school/[slug]/page.tsx

@@ -133,7 +133,7 @@ export default async function SchoolPage({ params }: SchoolPageProps) {
     notFound();
   }
 
-  const { school_info, yearly_data, absence_data, ofsted, parent_view, census, admissions, admissions_history, sen_detail, phonics, deprivation, finance } = data;
+  const { school_info, yearly_data, absence_data, ofsted, census, admissions, admissions_history, sen_detail, phonics, deprivation, finance } = data;
 
   // Redirect bare URN to canonical slug URL
   const canonicalSlug = schoolUrl(urn, school_info.school_name).replace('/school/', '');
@@ -189,7 +189,6 @@ export default async function SchoolPage({ params }: SchoolPageProps) {
           yearlyData={yearly_data}
           absenceData={absence_data}
           ofsted={ofsted ?? null}
-          parentView={parent_view ?? null}
           census={census ?? null}
           admissions={admissions ?? null}
           senDetail={sen_detail ?? null}
@@ -203,7 +202,6 @@ export default async function SchoolPage({ params }: SchoolPageProps) {
           yearlyData={yearly_data}
           absenceData={absence_data}
           ofsted={ofsted ?? null}
-          parentView={parent_view ?? null}
           census={census ?? null}
           admissions={admissions ?? null}
           admissionsHistory={admissions_history ?? []}

nextjs-app/components/SchoolDetailView.module.css

@@ -713,18 +713,6 @@
     margin: -0.5rem 0 1rem;
 }
 
-/* Response count badge */
-.responseBadge {
-    font-size: 0.75rem;
-    font-weight: 500;
-    font-family: var(--font-dm-sans), sans-serif;
-    color: var(--text-muted, #8a847a);
-    background: var(--bg-secondary, #f3ede4);
-    padding: 0.1rem 0.5rem;
-    border-radius: 999px;
-    margin-left: auto;
-}
-
 .subSectionTitle {
     font-size: 0.875rem;
     font-weight: 600;
@@ -732,18 +720,6 @@
     margin: 1.25rem 0 0.75rem;
 }
 
-/* Parent recommendation line in Ofsted section */
-.parentRecommendLine {
-    font-size: 0.85rem;
-    color: var(--text-secondary, #5c564d);
-    margin: 0.5rem 0 0;
-}
-
-.parentRecommendLine strong {
-    color: var(--accent-teal, #2d7d7d);
-    font-weight: 700;
-}
-
 /* Metrics Grid & Cards */
 .metricsGrid {
     display: grid;
@@ -1094,49 +1070,6 @@
     text-decoration: underline;
 }
 
-/* Parent View */
-.parentViewGrid {
-    display: flex;
-    flex-direction: column;
-    gap: 0.5rem;
-}
-
-.parentViewRow {
-    display: flex;
-    align-items: center;
-    gap: 0.75rem;
-    font-size: 0.875rem;
-}
-
-.parentViewLabel {
-    flex: 0 0 18rem;
-    color: var(--text-secondary, #5c564d);
-    font-size: 0.8125rem;
-}
-
-.parentViewBar {
-    flex: 1;
-    height: 0.5rem;
-    background: var(--bg-secondary, #f3ede4);
-    border-radius: 4px;
-    overflow: hidden;
-}
-
-.parentViewFill {
-    height: 100%;
-    background: var(--accent-teal, #2d7d7d);
-    border-radius: 4px;
-    transition: width 0.4s ease;
-}
-
-.parentViewPct {
-    flex: 0 0 2.75rem;
-    text-align: right;
-    font-size: 0.8125rem;
-    font-weight: 600;
-    color: var(--text-primary, #1a1612);
-}
-
 /* Admissions badge — uses unified status colours */
 .admissionsBadge {
     display: inline-flex;
@@ -1269,25 +1202,6 @@
 }
 
 @media (max-width: 480px) {
-    .parentViewRow {
-        flex-direction: column;
-        align-items: flex-start;
-        gap: 0.25rem;
-    }
-
-    .parentViewLabel {
-        flex: none;
-        max-width: 100%;
-    }
-
-    .parentViewBar {
-        width: 100%;
-    }
-
-    .parentViewPct {
-        flex: none;
-    }
-
     .card {
         padding: 1rem;
     }

nextjs-app/components/SchoolDetailView.tsx

@@ -13,7 +13,7 @@ import { SchoolHeroMap, type SchoolHeroMapHandle } from './SchoolHeroMap';
 import { MetricTooltip } from './MetricTooltip';
 import type {
   School, SchoolResult, AbsenceData,
-  OfstedInspection, OfstedParentView, SchoolCensus,
+  OfstedInspection, SchoolCensus,
   SchoolAdmissions, SenDetail, Phonics,
   SchoolDeprivation, SchoolFinance, NationalAverages,
 } from '@/lib/types';
@@ -63,7 +63,6 @@ interface SchoolDetailViewProps {
   yearlyData: SchoolResult[];
   absenceData: AbsenceData | null;
   ofsted: OfstedInspection | null;
-  parentView: OfstedParentView | null;
   census: SchoolCensus | null;
   admissions: SchoolAdmissions | null;
   admissionsHistory: SchoolAdmissions[];
@@ -75,7 +74,7 @@ interface SchoolDetailViewProps {
 
 export function SchoolDetailView({
   schoolInfo, yearlyData, absenceData,
-  ofsted, parentView, census, admissions, admissionsHistory, senDetail, phonics, deprivation, finance,
+  ofsted, census, admissions, admissionsHistory, senDetail, phonics, deprivation, finance,
 }: SchoolDetailViewProps) {
   const router = useRouter();
   const { addSchool, removeSchool, isSelected } = useComparison();
@@ -234,8 +233,6 @@ export function SchoolDetailView({
   if (hasInclusionData) navItems.push({ id: 'inclusion', label: 'Pupils' });
   if (yearlyData.length > 0) navItems.push({ id: 'history', label: 'History' });
   if (hasPhonics && isPrimary) navItems.push({ id: 'phonics', label: 'Phonics' });
-  if (parentView && parentView.total_responses != null && parentView.total_responses > 0)
-    navItems.push({ id: 'parents', label: 'Parents' });
   if (hasSchoolLife) navItems.push({ id: 'school-life', label: 'School Life' });
   if (hasDeprivation) navItems.push({ id: 'local-area', label: 'Local Area' });
   if (hasFinance) navItems.push({ id: 'finances', label: 'Finances' });
@@ -549,11 +546,6 @@ export function SchoolDetailView({
                   ) : null;
                 })}
               </div>
-              {parentView?.q_recommend_pct != null && parentView.total_responses != null && parentView.total_responses > 0 && (
-                <p className={styles.parentRecommendLine}>
-                  <strong>{Math.round(parentView.q_recommend_pct)}%</strong> of parents would recommend this school ({parentView.total_responses.toLocaleString()} responses)
-                </p>
-              )}
             </>
           ) : (
             /* ── Old OEIF layout ── */
@@ -572,11 +564,6 @@ export function SchoolDetailView({
               <p className={styles.ofstedDisclaimer}>
                 From September 2024, Ofsted no longer makes an overall effectiveness judgement in inspections of state-funded schools.
               </p>
-              {parentView?.q_recommend_pct != null && parentView.total_responses != null && parentView.total_responses > 0 && (
-                <p className={styles.parentRecommendLine}>
-                  <strong>{Math.round(parentView.q_recommend_pct)}%</strong> of parents would recommend this school ({parentView.total_responses.toLocaleString()} responses)
-                </p>
-              )}
               {oeifAllSameGrade ? (
                 <p className={styles.ofstedAllSame}>
                   Rated <strong>{OFSTED_LABELS[ofsted.overall_effectiveness!]}</strong> across all inspected areas — Quality of Teaching, Behaviour, Pupils&apos; Development and Leadership.
@@ -1129,42 +1116,6 @@ export function SchoolDetailView({
         </section>
       )}
 
-      {/* What Parents Say */}
-      {parentView && parentView.total_responses != null && parentView.total_responses > 0 && (
-        <section id="parents" className={styles.card}>
-          <h2 className={styles.sectionTitle}>
-            What Parents Say
-            <span className={styles.responseBadge}>
-              {parentView.total_responses.toLocaleString()} responses
-            </span>
-          </h2>
-          <p className={styles.sectionSubtitle}>
-            From the Ofsted Parent View survey — parents share their experience of this school.
-          </p>
-          <div className={styles.parentViewGrid}>
-            {[
-              { label: 'Would recommend this school', pct: parentView.q_recommend_pct },
-              { label: 'My child is happy here', pct: parentView.q_happy_pct },
-              { label: 'My child feels safe here', pct: parentView.q_safe_pct },
-              { label: 'Teaching is good', pct: parentView.q_teaching_pct },
-              { label: 'My child makes good progress', pct: parentView.q_progress_pct },
-              { label: 'School looks after pupils\' wellbeing', pct: parentView.q_wellbeing_pct },
-              { label: 'Behaviour is well managed', pct: parentView.q_behaviour_pct },
-              { label: 'School deals well with bullying', pct: parentView.q_bullying_pct },
-              { label: 'Communicates well with parents', pct: parentView.q_communication_pct },
-            ].filter(q => q.pct != null).map(({ label, pct }) => (
-              <div key={label} className={styles.parentViewRow}>
-                <span className={styles.parentViewLabel}>{label}</span>
-                <div className={styles.parentViewBar}>
-                  <div className={styles.parentViewFill} style={{ width: `${pct}%` }} />
-                </div>
-                <span className={styles.parentViewPct}>{Math.round(pct!)}%</span>
-              </div>
-            ))}
-          </div>
-        </section>
-      )}
-
       {/* School Life */}
       {hasSchoolLife && (
         <section id="school-life" className={styles.card}>

nextjs-app/components/SecondarySchoolDetailView.module.css

@@ -383,17 +383,6 @@
     margin: 1.25rem 0 0.75rem;
 }
 
-.responseBadge {
-    font-size: 0.75rem;
-    font-weight: 500;
-    font-family: var(--font-dm-sans), sans-serif;
-    color: var(--text-muted, #8a847a);
-    background: var(--bg-secondary, #f3ede4);
-    padding: 0.1rem 0.5rem;
-    border-radius: 999px;
-    margin-left: auto;
-}
-
 /* ── Progress 8 suspension banner ───────────────────── */
 .p8Banner {
     background: rgba(180, 120, 0, 0.1);
@@ -664,60 +653,6 @@
     text-decoration: underline;
 }
 
-/* ── Parent View ─────────────────────────────────────── */
-.parentRecommendLine {
-    font-size: 0.85rem;
-    color: var(--text-secondary, #5c564d);
-    margin: 0.5rem 0 0;
-}
-
-.parentRecommendLine strong {
-    color: var(--accent-teal, #2d7d7d);
-    font-weight: 700;
-}
-
-.parentViewGrid {
-    display: flex;
-    flex-direction: column;
-    gap: 0.5rem;
-}
-
-.parentViewRow {
-    display: flex;
-    align-items: center;
-    gap: 0.75rem;
-    font-size: 0.875rem;
-}
-
-.parentViewLabel {
-    flex: 0 0 18rem;
-    color: var(--text-secondary, #5c564d);
-    font-size: 0.8125rem;
-}
-
-.parentViewBar {
-    flex: 1;
-    height: 0.5rem;
-    background: var(--bg-secondary, #f3ede4);
-    border-radius: 4px;
-    overflow: hidden;
-}
-
-.parentViewFill {
-    height: 100%;
-    background: var(--accent-teal, #2d7d7d);
-    border-radius: 4px;
-    transition: width 0.4s ease;
-}
-
-.parentViewPct {
-    flex: 0 0 2.75rem;
-    text-align: right;
-    font-size: 0.8125rem;
-    font-weight: 600;
-    color: var(--text-primary, #1a1612);
-}
-
 /* ── Admissions ──────────────────────────────────────── */
 .admissionsTypeBadge {
     border-radius: 6px;
@@ -1135,10 +1070,6 @@
         font-size: 1rem;
     }
 
-    .parentViewLabel {
-        flex-basis: 10rem;
-    }
-
     .ofstedReportLink {
         margin-left: 0;
         display: block;
@@ -1151,25 +1082,6 @@
 }
 
 @media (max-width: 480px) {
-    .parentViewRow {
-        flex-direction: column;
-        align-items: flex-start;
-        gap: 0.25rem;
-    }
-
-    .parentViewLabel {
-        flex: none;
-        max-width: 100%;
-    }
-
-    .parentViewBar {
-        width: 100%;
-    }
-
-    .parentViewPct {
-        flex: none;
-    }
-
     .metricsGrid {
         grid-template-columns: 1fr 1fr;
         gap: 0.5rem;

nextjs-app/components/SecondarySchoolDetailView.tsx

@@ -19,7 +19,7 @@ const PerformanceChart = dynamic(
 );
 import type {
   School, SchoolResult, AbsenceData,
-  OfstedInspection, OfstedParentView, SchoolCensus,
+  OfstedInspection, SchoolCensus,
   SchoolAdmissions, SenDetail, Phonics,
   SchoolDeprivation, SchoolFinance, NationalAverages,
 } from '@/lib/types';
@@ -65,7 +65,6 @@ interface SecondarySchoolDetailViewProps {
   yearlyData: SchoolResult[];
   absenceData: AbsenceData | null;
   ofsted: OfstedInspection | null;
-  parentView: OfstedParentView | null;
   census: SchoolCensus | null;
   admissions: SchoolAdmissions | null;
   senDetail: SenDetail | null;
@@ -76,7 +75,7 @@ interface SecondarySchoolDetailViewProps {
 
 export function SecondarySchoolDetailView({
   schoolInfo, yearlyData,
-  ofsted, parentView, census, admissions, senDetail, deprivation, finance, absenceData,
+  ofsted, census, admissions, senDetail, deprivation, finance, absenceData,
 }: SecondarySchoolDetailViewProps) {
   const router = useRouter();
   // Hero map — the "View on map" link opens its fullscreen view.
@@ -101,7 +100,6 @@ export function SecondarySchoolDetailView({
 
   const hasSixthForm = schoolInfo.age_range?.includes('18') ?? false;
   const hasFinance = finance != null && finance.per_pupil_spend != null;
-  const hasParents = parentView != null && parentView.total_responses != null && parentView.total_responses > 0;
   const hasDeprivation = deprivation != null && deprivation.idaci_decile != null;
   const hasLocation = schoolInfo.latitude != null && schoolInfo.longitude != null;
   const hasWellbeing = (latestResults?.sen_support_pct != null || latestResults?.sen_ehcp_pct != null) || hasDeprivation;
@@ -159,7 +157,6 @@ export function SecondarySchoolDetailView({
   if (hasResults) navItems.push({ id: 'gcse', label: 'GCSEs' });
   if (admissions) navItems.push({ id: 'admissions', label: 'Admissions' });
   if (yearlyData.length > 1) navItems.push({ id: 'history', label: 'History' });
-  if (hasParents) navItems.push({ id: 'parents', label: 'Parents' });
   if (hasWellbeing) navItems.push({ id: 'wellbeing', label: 'Wellbeing' });
   if (hasFinance) navItems.push({ id: 'finances', label: 'Finances' });
 
@@ -435,11 +432,6 @@ export function SecondarySchoolDetailView({
               </div>
             </>
           )}
-          {hasParents && (
-            <p className={styles.parentRecommendLine}>
-              <strong>{Math.round(parentView!.q_recommend_pct!)}%</strong> of parents would recommend this school ({parentView!.total_responses!.toLocaleString()} responses)
-            </p>
-          )}
         </section>
       )}
 
@@ -775,42 +767,6 @@ export function SecondarySchoolDetailView({
           </details>
         </section>
       )}
-      {/* ── Parent View ────────────────────────────────── */}
-      {hasParents && parentView && (
-        <section id="parents" className={styles.card}>
-          <h2 className={styles.sectionTitle}>
-            What Parents Say
-            <span className={styles.responseBadge}>
-              {parentView.total_responses!.toLocaleString()} responses
-            </span>
-          </h2>
-          <p className={styles.sectionSubtitle}>
-            From the Ofsted Parent View survey — parents share their experience of this school.
-          </p>
-          <div className={styles.parentViewGrid}>
-            {[
-              { label: 'Would recommend this school', pct: parentView.q_recommend_pct },
-              { label: 'My child is happy here', pct: parentView.q_happy_pct },
-              { label: 'My child feels safe here', pct: parentView.q_safe_pct },
-              { label: 'Teaching is good', pct: parentView.q_teaching_pct },
-              { label: 'My child makes good progress', pct: parentView.q_progress_pct },
-              { label: 'School looks after pupils\' wellbeing', pct: parentView.q_wellbeing_pct },
-              { label: 'Behaviour is well managed', pct: parentView.q_behaviour_pct },
-              { label: 'School deals well with bullying', pct: parentView.q_bullying_pct },
-              { label: 'Communicates well with parents', pct: parentView.q_communication_pct },
-            ].filter(q => q.pct != null).map(({ label, pct }) => (
-              <div key={label} className={styles.parentViewRow}>
-                <span className={styles.parentViewLabel}>{label}</span>
-                <div className={styles.parentViewBar}>
-                  <div className={styles.parentViewFill} style={{ width: `${pct}%` }} />
-                </div>
-                <span className={styles.parentViewPct}>{Math.round(pct!)}%</span>
-              </div>
-            ))}
-          </div>
-        </section>
-      )}
-
       {/* ── Wellbeing ──────────────────────────────────── */}
       {hasWellbeing && (
         <section id="wellbeing" className={styles.card}>

nextjs-app/lib/types.ts

@@ -99,25 +99,6 @@ export interface OfstedInspection {
   rc_sixth_form: number | null;
 }
 
-export interface OfstedParentView {
-  survey_date: string | null;
-  total_responses: number | null;
-  q_happy_pct: number | null;
-  q_safe_pct: number | null;
-  q_behaviour_pct: number | null;
-  q_bullying_pct: number | null;
-  q_communication_pct: number | null;
-  q_progress_pct: number | null;
-  q_teaching_pct: number | null;
-  q_information_pct: number | null;
-  q_curriculum_pct: number | null;
-  q_future_pct: number | null;
-  q_leadership_pct: number | null;
-  q_wellbeing_pct: number | null;
-  q_recommend_pct: number | null;
-  q_sen_pct: number | null;
-}
-
 export interface SchoolCensus {
   year: number;
   total_pupils: number | null;
@@ -312,7 +293,6 @@ export interface SchoolDetailsResponse {
   absence_data: AbsenceData | null;
   // Supplementary data (null until Kestra populates)
   ofsted: OfstedInspection | null;
-  parent_view: OfstedParentView | null;
   census: SchoolCensus | null;
   admissions: SchoolAdmissions | null;
   /** All available admissions years, oldest first. Drives the multi-year trend view. */

pipeline/Dockerfile

@@ -19,7 +19,6 @@ RUN pip install --no-cache-dir \
     ./plugins/extractors/tap-uk-gias \
     ./plugins/extractors/tap-uk-ees \
     ./plugins/extractors/tap-uk-ofsted \
-    ./plugins/extractors/tap-uk-parent-view \
     ./plugins/extractors/tap-uk-fbit \
     ./plugins/extractors/tap-uk-idaci
 

pipeline/dags/school_data_pipeline.py

@@ -156,31 +156,6 @@ with DAG(
     extract_ees_group >> dbt_build_ees >> sync_typesense_ees
 
 
-# ── Monthly DAG (Parent View) ──────────────────────────────────────────
-
-with DAG(
-    dag_id="school_data_monthly_parent_view",
-    default_args=default_args,
-    description="Monthly Ofsted Parent View extraction and transform",
-    schedule="0 3 1 * *",
-    start_date=datetime(2025, 1, 1),
-    catchup=False,
-    tags=["school-compare", "monthly"],
-) as monthly_parent_view_dag:
-
-    extract_parent_view = BashOperator(
-        task_id="extract_parent_view",
-        bash_command=f"cd {PIPELINE_DIR} && {MELTANO_BIN} run tap-uk-parent-view target-postgres",
-    )
-
-    dbt_build_parent_view = BashOperator(
-        task_id="dbt_build",
-        bash_command=f"cd {PIPELINE_DIR}/transform && {DBT_BIN} build --profiles-dir . --target production --select stg_parent_view+ fact_parent_view+",
-    )
-
-    extract_parent_view >> dbt_build_parent_view
-
-
 # ── Annual DAG (IDACI Deprivation) ────────────────────────────────────
 
 with DAG(

pipeline/meltano.yml

@@ -50,11 +50,6 @@ plugins:
           kind: string
           description: Ofsted Management Information download URL
 
-    - name: tap-uk-parent-view
-      namespace: uk_parent_view
-      pip_url: ./plugins/extractors/tap-uk-parent-view
-      executable: tap-uk-parent-view
-
     - name: tap-uk-fbit
       namespace: uk_fbit
       pip_url: ./plugins/extractors/tap-uk-fbit

pipeline/plugins/extractors/tap-uk-parent-view/pyproject.toml

@@ -1,18 +0,0 @@
-[build-system]
-requires = ["setuptools>=68", "wheel"]
-build-backend = "setuptools.build_meta"
-
-[project]
-name = "tap-uk-parent-view"
-version = "0.1.0"
-description = "Singer tap for UK Ofsted Parent View survey data"
-requires-python = ">=3.10"
-dependencies = [
-    "singer-sdk~=0.53",
-    "requests>=2.31",
-    "pandas>=2.0",
-    "openpyxl>=3.1",
-]
-
-[project.scripts]
-tap-uk-parent-view = "tap_uk_parent_view.tap:TapUKParentView.cli"

pipeline/plugins/extractors/tap-uk-parent-view/tap_uk_parent_view/__init__.py

@@ -1 +0,0 @@
-"""tap-uk-parent-view: Singer tap for Ofsted Parent View survey data."""

pipeline/plugins/extractors/tap-uk-parent-view/tap_uk_parent_view/tap.py

@@ -1,151 +0,0 @@
-"""Parent View Singer tap — extracts survey data from Ofsted Parent View open data portal."""
-
-from __future__ import annotations
-
-import io
-import re
-from datetime import date
-
-import pandas as pd
-import requests
-from singer_sdk import Stream, Tap
-from singer_sdk import typing as th
-
-OPEN_DATA_PAGE = "https://parentview.ofsted.gov.uk/open-data"
-
-
-def _positive_pct(row: pd.Series, q_col_base: str) -> float | None:
-    """Sum 'Strongly agree' + 'Agree' percentages for a question."""
-    strongly = row.get(f"{q_col_base} - Strongly agree %") or row.get(f"{q_col_base} - Strongly Agree %")
-    agree = row.get(f"{q_col_base} - Agree %")
-    try:
-        total = 0.0
-        if pd.notna(strongly):
-            total += float(strongly)
-        if pd.notna(agree):
-            total += float(agree)
-        return round(total, 1) if total > 0 else None
-    except (TypeError, ValueError):
-        return None
-
-
-class ParentViewStream(Stream):
-    """Stream: Parent View survey responses per school."""
-
-    name = "parent_view"
-    primary_keys = ["urn"]
-    replication_key = None
-
-    schema = th.PropertiesList(
-        th.Property("urn", th.IntegerType, required=True),
-        th.Property("survey_date", th.StringType),
-        th.Property("total_responses", th.IntegerType),
-        th.Property("q_happy_pct", th.NumberType),
-        th.Property("q_safe_pct", th.NumberType),
-        th.Property("q_behaviour_pct", th.NumberType),
-        th.Property("q_bullying_pct", th.NumberType),
-        th.Property("q_communication_pct", th.NumberType),
-        th.Property("q_progress_pct", th.NumberType),
-        th.Property("q_teaching_pct", th.NumberType),
-        th.Property("q_information_pct", th.NumberType),
-        th.Property("q_curriculum_pct", th.NumberType),
-        th.Property("q_future_pct", th.NumberType),
-        th.Property("q_leadership_pct", th.NumberType),
-        th.Property("q_wellbeing_pct", th.NumberType),
-        th.Property("q_recommend_pct", th.NumberType),
-    ).to_dict()
-
-    def _discover_download_url(self) -> str:
-        """Scrape the open data page for the download link."""
-        resp = requests.get(OPEN_DATA_PAGE, timeout=30)
-        resp.raise_for_status()
-        urls = re.findall(r'href="([^"]+\.(?:xlsx|csv|zip))"', resp.text, re.IGNORECASE)
-        if not urls:
-            msg = "No download link found on Parent View open data page"
-            raise RuntimeError(msg)
-        url = urls[0]
-        if not url.startswith("http"):
-            url = "https://parentview.ofsted.gov.uk" + url
-        return url
-
-    def get_records(self, context):
-        url = self._discover_download_url()
-        self.logger.info("Downloading Parent View data: %s", url)
-
-        resp = requests.get(url, timeout=120)
-        resp.raise_for_status()
-
-        if url.endswith(".xlsx"):
-            df = pd.read_excel(io.BytesIO(resp.content))
-        else:
-            df = pd.read_csv(
-                io.BytesIO(resp.content),
-                encoding="latin-1",
-                low_memory=False,
-            )
-
-        # Normalise URN column
-        urn_col = next((c for c in df.columns if c.strip().upper() == "URN"), None)
-        if not urn_col:
-            self.logger.error("URN column not found. Columns: %s", list(df.columns)[:20])
-            return
-
-        df.rename(columns={urn_col: "urn"}, inplace=True)
-        df["urn"] = pd.to_numeric(df["urn"], errors="coerce")
-        df = df.dropna(subset=["urn"])
-
-        # Find total responses column
-        resp_col = next(
-            (c for c in df.columns if "total" in c.lower() and "respon" in c.lower()),
-            None,
-        )
-
-        today = date.today().isoformat()
-
-        for _, row in df.iterrows():
-            try:
-                urn = int(row["urn"])
-            except (ValueError, TypeError):
-                continue
-
-            total = None
-            if resp_col and pd.notna(row.get(resp_col)):
-                try:
-                    total = int(row[resp_col])
-                except (ValueError, TypeError):
-                    pass
-
-            yield {
-                "urn": urn,
-                "survey_date": today,
-                "total_responses": total,
-                "q_happy_pct": _positive_pct(row, "Q1"),
-                "q_safe_pct": _positive_pct(row, "Q2"),
-                "q_behaviour_pct": _positive_pct(row, "Q3"),
-                "q_bullying_pct": _positive_pct(row, "Q4"),
-                "q_communication_pct": _positive_pct(row, "Q5"),
-                "q_progress_pct": _positive_pct(row, "Q7"),
-                "q_teaching_pct": _positive_pct(row, "Q8"),
-                "q_information_pct": _positive_pct(row, "Q9"),
-                "q_curriculum_pct": _positive_pct(row, "Q10"),
-                "q_future_pct": _positive_pct(row, "Q11"),
-                "q_leadership_pct": _positive_pct(row, "Q12"),
-                "q_wellbeing_pct": _positive_pct(row, "Q13"),
-                "q_recommend_pct": _positive_pct(row, "Q14"),
-            }
-
-
-class TapUKParentView(Tap):
-    """Singer tap for UK Ofsted Parent View."""
-
-    name = "tap-uk-parent-view"
-    config_jsonschema = th.PropertiesList(
-        th.Property("download_url", th.StringType, description="Direct URL to Parent View data file"),
-    ).to_dict()
-
-    def discover_streams(self):
-        return [ParentViewStream(self)]
-
-
-if __name__ == "__main__":
-    TapUKParentView.cli()

pipeline/transform/models/marts/_marts_schema.yml

@@ -105,12 +105,6 @@ models:
       - name: year
         tests: [not_null]
 
-  - name: fact_parent_view
-    description: Parent View survey responses
-    columns:
-      - name: urn
-        tests: [not_null]
-
   - name: fact_ks2_national_averages
     description: Official DfE KS2 national headline averages — one row per academic year
     columns:

pipeline/transform/models/marts/fact_parent_view.sql

@@ -1,20 +0,0 @@
--- Mart: Parent View survey responses — one row per URN (latest survey)
-
-select
-    urn,
-    survey_date,
-    total_responses,
-    q_happy_pct,
-    q_safe_pct,
-    q_behaviour_pct,
-    q_bullying_pct,
-    q_communication_pct,
-    q_progress_pct,
-    q_teaching_pct,
-    q_information_pct,
-    q_curriculum_pct,
-    q_future_pct,
-    q_leadership_pct,
-    q_wellbeing_pct,
-    q_recommend_pct
-from {{ ref('stg_parent_view') }}

pipeline/transform/models/staging/_stg_sources.yml

@@ -53,9 +53,6 @@ sources:
 
       # Phonics: no school-level data on EES (only national/LA level)
 
-      - name: parent_view
-        description: Ofsted Parent View survey responses
-
       - name: fbit_finance
         description: Financial benchmarking data from FBIT API
 

pipeline/transform/models/staging/stg_parent_view.sql

@@ -1,30 +0,0 @@
--- Staging model: Ofsted Parent View survey responses
--- The tap computes positive percentages (Strongly agree + Agree) per question.
-
-with source as (
-    select * from {{ source('raw', 'parent_view') }}
-),
-
-renamed as (
-    select
-        cast(urn as integer)                       as urn,
-        cast(survey_date as date)                  as survey_date,
-        cast(total_responses as integer)           as total_responses,
-        cast(q_happy_pct as numeric)               as q_happy_pct,
-        cast(q_safe_pct as numeric)                as q_safe_pct,
-        cast(q_behaviour_pct as numeric)           as q_behaviour_pct,
-        cast(q_bullying_pct as numeric)            as q_bullying_pct,
-        cast(q_communication_pct as numeric)       as q_communication_pct,
-        cast(q_progress_pct as numeric)            as q_progress_pct,
-        cast(q_teaching_pct as numeric)            as q_teaching_pct,
-        cast(q_information_pct as numeric)         as q_information_pct,
-        cast(q_curriculum_pct as numeric)           as q_curriculum_pct,
-        cast(q_future_pct as numeric)              as q_future_pct,
-        cast(q_leadership_pct as numeric)          as q_leadership_pct,
-        cast(q_wellbeing_pct as numeric)           as q_wellbeing_pct,
-        cast(q_recommend_pct as numeric)           as q_recommend_pct
-    from source
-    where urn is not null
-)
-
-select * from renamed

scripts/sql/drop_fact_parent_view.sql

@@ -0,0 +1,5 @@
+-- Retire the Ofsted Parent View feature (schema v6).
+-- The marts schema is dbt-owned; deleting the dbt model stops the table being
+-- rebuilt but does not drop the existing relation, so apply this directly
+-- against the staging and production marts databases.
+DROP TABLE IF EXISTS marts.fact_parent_view CASCADE;