From 9690bfd335ad27a1fff2c5467dcc2e087266c419 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Thu, 22 Oct 2026 13:29:14 +0100
Subject: [PATCH 1/5] Add the Good Growth Foundation introduction deck for 23
 October 2026

Eight slides introducing PolicyEngine UK: what PolicyEngine is and how it
works (from the 9 October introduction deck), what the UK model covers (read
from policyengine-uk 2.146.6), the Microcosm UK pipeline told for the whole
UK, the Resolution Foundation's targeted energy discount with Great Britain's
regions and income deciles (from the Scottish Government deck), and the
organisations that use our work.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 lib/slideshows.ts                             |   2 +
 public/logos/orgs/10-downing-street.png       | Bin 0 -> 12400 bytes
 .../logos/orgs/centre-for-policy-studies.png  | Bin 0 -> 8036 bytes
 .../logos/orgs/new-economics-foundation.png   | Bin 0 -> 27349 bytes
 public/logos/orgs/nuffield-foundation.svg     |   1 +
 public/logos/orgs/tax-policy-associates.jpg   | Bin 0 -> 4365 bytes
 public/logos/orgs/wpi-economics.svg           |  37 +
 .../good-growth-foundation-2026/README.md     |  44 +
 .../good-growth-foundation-2026/config.ts     |  31 +
 .../good-growth-foundation-2026/content.ts    | 279 +++++++
 .../slides/deck.module.css                    | 758 ++++++++++++++++++
 .../slides/figures.tsx                        | 109 +++
 .../slides/index.tsx                          | 359 +++++++++
 13 files changed, 1620 insertions(+)
 create mode 100644 public/logos/orgs/10-downing-street.png
 create mode 100644 public/logos/orgs/centre-for-policy-studies.png
 create mode 100644 public/logos/orgs/new-economics-foundation.png
 create mode 100644 public/logos/orgs/nuffield-foundation.svg
 create mode 100644 public/logos/orgs/tax-policy-associates.jpg
 create mode 100644 public/logos/orgs/wpi-economics.svg
 create mode 100644 slideshows/good-growth-foundation-2026/README.md
 create mode 100644 slideshows/good-growth-foundation-2026/config.ts
 create mode 100644 slideshows/good-growth-foundation-2026/content.ts
 create mode 100644 slideshows/good-growth-foundation-2026/slides/deck.module.css
 create mode 100644 slideshows/good-growth-foundation-2026/slides/figures.tsx
 create mode 100644 slideshows/good-growth-foundation-2026/slides/index.tsx

diff --git a/lib/slideshows.ts b/lib/slideshows.ts
index 9c1873aa..9aa39683 100644
--- a/lib/slideshows.ts
+++ b/lib/slideshows.ts
@@ -28,8 +28,10 @@ import { overhang2026BackupConfig } from "@/slideshows/overhang-2026-backup/conf
 import { overhang2026LightningConfig } from "@/slideshows/overhang-2026-lightning/config";
 import { blsTaxsim2026Config } from "@/slideshows/bls-taxsim-2026/config";
 import { scottishGovernment2026Config } from "@/slideshows/scottish-government-2026/config";
+import { goodGrowthFoundation2026Config } from "@/slideshows/good-growth-foundation-2026/config";
 
 export const slideshows: SlideshowConfig[] = [
+  goodGrowthFoundation2026Config,
   scottishGovernment2026Config,
   blsTaxsim2026Config,
   overhang2026Config,
diff --git a/public/logos/orgs/10-downing-street.png b/public/logos/orgs/10-downing-street.png
new file mode 100644
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diff --git a/public/logos/orgs/nuffield-foundation.svg b/public/logos/orgs/nuffield-foundation.svg
new file mode 100644
index 00000000..23157511
--- /dev/null
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+      <path class="cls-2" d="m157.44,31.13c.19-.28.36-.53.52-.78,1.52-2.34,3.04-4.68,4.55-7.03.15-.23.3-.33.57-.31.29.03.59,0,.92,0v.34c0,4.41,0,8.81,0,13.22,0,.27-.06.36-.35.36-.67-.02-.67,0-.67-.67v-11.61s-.04-.02-.07-.03c-.06.07-.12.14-.18.22-1.57,2.4-3.14,4.8-4.71,7.21-.09.14-.18.27-.27.41-.21.32-.45.33-.66.01-.53-.8-1.06-1.61-1.59-2.41-1.16-1.76-2.32-3.52-3.48-5.28-.04-.06-.09-.11-.2-.16v.32c0,3.87,0,7.75,0,11.62,0,.29-.07.38-.36.37-.78-.03-.66.1-.66-.67,0-4.27,0-8.55,0-12.82,0-.42,0-.38.42-.43.62-.08.96.16,1.3.68,1.53,2.4,3.1,4.76,4.66,7.13.06.09.13.18.22.31Z"/>
+      <path class="cls-1" d="m35.15,36.94h-1.26v-13.92h.33c1.72,0,3.44,0,5.15,0,2.78,0,4.97,2.33,4.86,5.11-.09,2.25-1.7,4.18-3.86,4.61-.32.06-.66.09-.99.09-1.3.01-2.6.01-3.89,0-.25,0-.34.06-.34.33.02,1.14,0,2.29,0,3.43v.34Zm0-12.62v.28c0,2.22,0,4.44,0,6.66,0,.27.09.33.34.33,1.27-.01,2.54,0,3.81-.01.35,0,.71-.05,1.04-.15,1.84-.51,2.95-2.35,2.57-4.24-.31-1.56-1.7-2.85-3.2-2.89-1.47-.04-2.94-.01-4.41-.01-.04,0-.07.01-.14.02Z"/>
+      <path class="cls-2" d="m103.94,29.51c.11-1.85.69-3.5,2.02-4.84,1.02-1.02,2.27-1.57,3.69-1.78,1.2-.18,2.4-.13,3.56.21,2.08.61,3.51,1.96,4.24,3.99.83,2.32.7,4.61-.51,6.78-1.04,1.85-2.67,2.88-4.76,3.19-1.46.22-2.89.11-4.25-.49-2.09-.92-3.29-2.57-3.78-4.75-.17-.75-.19-1.54-.28-2.31.02,0,.05,0,.07-.01Zm13.05.27c-.05-.33-.08-.89-.2-1.42-.42-1.85-1.42-3.27-3.19-4.07-1.21-.54-2.48-.64-3.78-.44-1.61.24-2.93.98-3.82,2.36-1.2,1.87-1.35,3.89-.7,5.97.56,1.78,1.7,3.04,3.47,3.68.89.32,1.81.41,2.76.33,1.34-.11,2.54-.57,3.52-1.51,1.33-1.27,1.86-2.88,1.92-4.9Z"/>
+      <path class="cls-2" d="m121.61,25.49c0,.13-.02.26-.02.39,0,3.54,0,7.08,0,10.62q0,.43-.42.43-.6,0-.6-.6v-13.26c.29-.1.47-.02.64.2,2.97,3.67,5.95,7.33,8.93,10.99.06.08.13.15.27.21v-11.43h1.02c0,.13,0,.25,0,.37,0,4.37,0,8.74,0,13.11,0,.13-.03.34-.12.38-.18.1-.32-.03-.45-.19-2.96-3.63-5.92-7.26-8.88-10.89-.1-.12-.19-.23-.29-.35-.02,0-.05.01-.07.02Z"/>
+      <path class="cls-2" d="m148.26,29.95c-.07,2.06-.67,3.89-2.15,5.37-1.04,1.03-2.31,1.58-3.76,1.77-1.51.2-2.97.06-4.35-.59-1.74-.82-2.86-2.2-3.42-4.02-.7-2.27-.55-4.49.67-6.56,1.04-1.77,2.64-2.72,4.66-3.02,1.44-.21,2.86-.12,4.21.43,2.16.88,3.39,2.55,3.89,4.78.14.6.17,1.22.24,1.83Zm-13.08.18c.04.32.08.86.2,1.39.39,1.71,1.26,3.09,2.83,3.97,1.09.61,2.27.79,3.5.7,2.05-.15,3.66-1.05,4.65-2.87,1.13-2.05,1.16-4.19.22-6.32-.66-1.49-1.81-2.48-3.37-2.96-.86-.27-1.75-.34-2.65-.26-1.35.12-2.56.56-3.55,1.52-1.3,1.26-1.77,2.85-1.82,4.83Z"/>
+      <path class="cls-2" d="m78.25,23.03h9.56v.94c-.12,0-.24,0-.37,0-2.6,0-5.19,0-7.79,0q-.4,0-.4.41c0,1.56,0,3.13,0,4.69,0,.39,0,.39.4.39,2.41,0,4.83,0,7.24,0q.54,0,.54.55c0,.1,0,.21,0,.34-.14,0-.26.02-.38.02-2.46,0-4.92,0-7.39,0q-.42,0-.42.43c0,1.59,0,3.19,0,4.78,0,.29.09.37.37.37,2.68-.01,5.36,0,8.05,0,.12,0,.24,0,.4,0,0,.29.01.54,0,.8,0,.06-.1.14-.17.17-.07.03-.17,0-.26,0-2.99,0-5.97,0-8.96,0q-.43,0-.43-.41c0-4.37,0-8.74,0-13.11v-.38Z"/>
+      <path class="cls-2" d="m184.66,34.14c.29-.14.57-.29.91-.46.01.03.02.07.04.11.84,1.38,2.15,2.04,3.68,2.32,1.25.23,2.49.11,3.68-.35.94-.37,1.61-1,1.8-2.05.17-.94-.17-1.8-.96-2.34-.72-.49-1.54-.7-2.37-.89-1.21-.27-2.42-.52-3.62-.81-.69-.17-1.33-.47-1.88-.94-.57-.5-.85-1.13-.89-1.88-.11-1.85.95-2.9,2.21-3.45,1.22-.53,2.5-.62,3.81-.57,1.74.06,3.19.69,4.21,2.15.03.05.06.09.12.18-.27.16-.54.32-.81.48-.22-.25-.41-.51-.64-.73-.65-.64-1.47-.94-2.36-1.05-1.1-.15-2.21-.13-3.28.21-.59.19-1.12.46-1.57.9-.83.82-1.11,2.66.54,3.45.85.41,1.77.57,2.68.78,1.14.25,2.28.51,3.41.82.63.17,1.19.51,1.65,1,.65.68.85,1.51.81,2.42-.08,1.74-1.09,2.77-2.65,3.27-2.05.66-4.11.64-6.1-.27-.96-.44-1.73-1.1-2.28-2.01-.03-.06-.07-.12-.1-.17-.01-.02-.02-.05-.03-.11Z"/>
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+      <path class="cls-2" d="m182.74,24.93c-.24.21-.46.4-.7.61-1.45-1.38-3.18-1.92-5.14-1.73-1.58.15-2.95.76-3.98,2-1.97,2.37-1.83,6.37.26,8.58,1.94,2.05,6.16,2.57,8.88-.01.22.2.44.4.7.64-.24.2-.45.4-.68.58-1.5,1.15-3.21,1.6-5.07,1.46-2.54-.2-4.53-1.3-5.71-3.64-.63-1.26-.82-2.6-.73-4,.11-1.7.68-3.21,1.85-4.47,1.03-1.11,2.33-1.73,3.81-1.97,1.74-.29,3.42-.07,4.98.79.56.31,1.07.68,1.53,1.16Z"/>
+      <path class="cls-1" d="m47.4,23.03h1.19v13.9h-1.19v-13.9Z"/>
+      <path class="cls-2" d="m167.14,23.01c.31,0,.58,0,.85,0,.06,0,.13.09.15.15.03.08.01.17.01.26,0,4.36,0,8.71,0,13.07q0,.42-.42.42-.6,0-.6-.58v-12.9c0-.12,0-.25,0-.43Z"/>
+    </g>
+  </g>
+</svg>
\ No newline at end of file
diff --git a/slideshows/good-growth-foundation-2026/README.md b/slideshows/good-growth-foundation-2026/README.md
new file mode 100644
index 00000000..905ec703
--- /dev/null
+++ b/slideshows/good-growth-foundation-2026/README.md
@@ -0,0 +1,44 @@
+# PolicyEngine UK: an introduction, 23 October 2026
+
+8 slides at `/slides/good-growth-foundation-2026`: an introduction to
+PolicyEngine UK for the Good Growth Foundation, for a 20 to 30 minute slot.
+
+1. Title
+2. What PolicyEngine is
+3. How it works
+4. What the UK model covers
+5. From surveys to a population that represents the UK (the data)
+6. A targeted energy bill discount (an analysis example)
+7. Who uses PolicyEngine UK
+8. Thank you
+
+Slides 2, 3 and 7 come from the 9 October introduction deck
+(`introduction-2026`, policyengine-slides #77). Slides 5 and 6 come from the
+Scottish Government deck of the same day (`scottish-government-2026`), told
+for the whole UK: the pipeline drops the Scotland-only stage, and the decile
+chart covers Great Britain.
+
+- `config.ts` controls the slide order and meeting metadata.
+- `content.ts` holds the sources, model coverage, pipeline stages, energy
+  figures and the community list, with a comment on where each comes from.
+- `slides/index.tsx` contains the slides; `slides/figures.tsx` draws the
+  pipeline and the two energy charts in HTML.
+
+Figures and sources:
+
+- Model coverage is read from the policyengine-uk 2.146.6 parameter tree;
+  732 of its 795 parameter files carry a reference, and its YAML tests hold
+  over 4,000 cases.
+- The pipeline cites Microcosm at the commit the Scottish Government deck
+  used (main on 8 October 2026). Its national target file has held over
+  1,000 rows in every build since the 4 October release.
+- The energy figures are the Resolution Foundation's flat option in 2026-27
+  from uk-energy-reforms 14bf3b0 (Microcosm UK 2024-25 national release,
+  policyengine-uk 2.102.3), and match the dashboard's data file. The slide
+  shows the Great Britain total, the eleven regions (each with an effective
+  sample of 273 to 734 households) and national income deciles; it leaves
+  poverty changes out.
+
+Logos in `public/logos/orgs/` come from the introduction deck. The House of
+Lords card shows initials, since the crowned portcullis is a restricted mark,
+and the community grid leaves out the Good Growth Foundation itself.
diff --git a/slideshows/good-growth-foundation-2026/config.ts b/slideshows/good-growth-foundation-2026/config.ts
new file mode 100644
index 00000000..9ae73e83
--- /dev/null
+++ b/slideshows/good-growth-foundation-2026/config.ts
@@ -0,0 +1,31 @@
+import type { SlideshowConfig } from "@/lib/types";
+import {
+  ClosingSlide,
+  CoverageSlide,
+  EnergyDiscountSlide,
+  HowSlide,
+  PipelineSlide,
+  TitleSlide,
+  UsersSlide,
+  WhatSlide,
+} from "./slides";
+
+export const goodGrowthFoundation2026Config: SlideshowConfig = {
+  id: "good-growth-foundation-2026",
+  title: "PolicyEngine UK: an introduction",
+  description:
+    "An introduction to PolicyEngine UK for the Good Growth Foundation: what PolicyEngine is, the UK model and its data, and a targeted energy bill discount as an example of the analysis.",
+  date: "2026-10-23",
+  location: "Good Growth Foundation",
+  footerText: "Good Growth Foundation · 23 October 2026",
+  slides: [
+    TitleSlide,
+    WhatSlide,
+    HowSlide,
+    CoverageSlide,
+    PipelineSlide,
+    EnergyDiscountSlide,
+    UsersSlide,
+    ClosingSlide,
+  ],
+};
diff --git a/slideshows/good-growth-foundation-2026/content.ts b/slideshows/good-growth-foundation-2026/content.ts
new file mode 100644
index 00000000..58c15bd0
--- /dev/null
+++ b/slideshows/good-growth-foundation-2026/content.ts
@@ -0,0 +1,279 @@
+// Content for the Good Growth Foundation introduction, 23 October 2026.
+// The intro, how-it-works and community slides come from the 9 October
+// introduction deck (policyengine-slides #77); the pipeline and energy slides
+// from the Scottish Government deck of the same day, told for the whole UK.
+
+// Microcosm links are pinned to the commit the Scottish Government deck used
+// (main on 8 October 2026), the closest to the 4 October national release.
+// The model links are pinned to policyengine-uk 2.146.6 (main on 22 October).
+const microcosmCommit = "75167a688ea83316654f1d794542124b4277bda9";
+const modelCommit = "849975f27ba8fec45e78f5f48332c80a55de7cc2";
+const energyCommit = "14bf3b0afc121b092bbd7545c9fb4963e8ab5c72";
+const microcosm = `https://github.com/PolicyEngine/microcosm/blob/${microcosmCommit}`;
+const ukBuild = `${microcosm}/packages/microcosm-build/src/microcosm/build/uk`;
+
+export type Source = { label: string; href: string };
+
+export const sources = {
+  home: { label: "policyengine.org", href: "https://www.policyengine.org/uk" },
+  model: {
+    label: "PolicyEngine UK code",
+    href: "https://github.com/PolicyEngine/policyengine-uk",
+  },
+  data: {
+    label: "Microcosm data pipeline",
+    href: "https://github.com/PolicyEngine/microcosm",
+  },
+  parameters: {
+    label: "policyengine-uk 2.146.6 parameters",
+    href: `https://github.com/PolicyEngine/policyengine-uk/tree/${modelCommit}/policyengine_uk/parameters/gov`,
+  },
+  tests: {
+    label: "Model tests",
+    href: `https://github.com/PolicyEngine/policyengine-uk/tree/${modelCommit}/policyengine_uk/tests`,
+  },
+  pipeline: {
+    label: "UK build graph",
+    href: `${microcosm}/docs/uk-full-build-graph.md`,
+  },
+  inputs: { label: "UK source manifest", href: `${ukBuild}/spec/sources.yaml` },
+  geography: {
+    label: "Geography assignment",
+    href: `${microcosm}/docs/geography-assignment.md`,
+  },
+  nationalTargets: {
+    label: "National targets",
+    href: `${ukBuild}/target_references.json`,
+  },
+  energyDashboard: {
+    label: "Targeted energy bill discount dashboard",
+    href: "https://www.policyengine.org/uk/targeted-energy-discount",
+  },
+  energyAnalysis: {
+    label: "uk-energy-reforms analysis",
+    href: `https://github.com/PolicyEngine/uk-energy-reforms/tree/${energyCommit}/analyses/rf-billing-me-softly`,
+  },
+  energyProposal: {
+    label: "Resolution Foundation, Billing me softly",
+    href: "https://www.resolutionfoundation.org/publications/billing-me-softly/",
+  },
+  no10Post: {
+    label: "PolicyEngine at No 10",
+    href: "https://www.policyengine.org/uk/research/policyengine-10-downing-street",
+  },
+  hansard: {
+    label: "Hansard, 24 February 2026",
+    href: "https://hansard.parliament.uk/Lords/2026-02-24/debates/A381F7D6-0A3C-48FD-8D9E-67751E25877A/NationalInsuranceContributions(EmployerPensionsContributions)Bill",
+  },
+  tpa: {
+    label: "Tax Policy Associates, September 2026",
+    href: "https://taxpolicy.org.uk/2026/09/10/universities-uk-national-insurance-proposal/",
+  },
+  cps: {
+    label: "Centre for Policy Studies, July 2023",
+    href: "https://cps.org.uk/research/family-friendly-taxation/",
+  },
+  nef: {
+    label: "New Economics Foundation, July 2026",
+    href: "https://neweconomics.org/2026/07/insecure-low-quality-work-a-major-driver-of-uks-neets-and-inactivity-crisis",
+  },
+  nuffield: {
+    label: "Nuffield Foundation project",
+    href: "https://www.nuffieldfoundation.org/project/enhancing-localising-and-democratising-tax-benefit-policy-analysis",
+  },
+  research: {
+    label: "UK research",
+    href: "https://www.policyengine.org/uk/research",
+  },
+} satisfies Record<string, Source>;
+
+export const steps = [
+  {
+    title: "The rules",
+    text: "Tax and benefit law written as open code: income tax, National Insurance, Universal Credit, Child Benefit, Council Tax Reduction, VAT and more.",
+  },
+  {
+    title: "The households",
+    text: "A representative picture of UK households built from the Family Resources Survey, HMRC tax records and other surveys, matched to official statistics.",
+  },
+  {
+    title: "The results",
+    text: "Change a rule and see who gains and loses: for one family, for the whole country, by income group and by region.",
+  },
+];
+
+// What policyengine-uk 2.146.6 covers, read from its parameter tree
+// (policyengine_uk/parameters/gov). 732 of the 795 parameter files there carry
+// a legislative or guidance reference; the YAML tests hold over 4,000 cases.
+// Inheritance tax has no parameters or variables.
+export const coverage = [
+  {
+    title: "Taxes on income",
+    items: [
+      "Income tax, with Scotland's own rates",
+      "National Insurance",
+      "Capital gains tax",
+      "Student loan repayments",
+    ],
+  },
+  {
+    title: "Taxes on spending and property",
+    items: [
+      "VAT, fuel, alcohol and tobacco duties",
+      "Council tax, and domestic rates in Northern Ireland",
+      "Stamp duty, and its Scottish and Welsh equivalents",
+      "Business rates",
+    ],
+  },
+  {
+    title: "Benefits",
+    items: [
+      "Universal Credit and Pension Credit",
+      "Child Benefit and the State Pension",
+      "Disability and carer benefits",
+      "Scottish Child Payment and the benefit cap",
+    ],
+  },
+  {
+    title: "Childcare and students",
+    items: [
+      "Tax-Free Childcare",
+      "Funded childcare hours in England and Scotland",
+      "Student maintenance support",
+    ],
+  },
+];
+
+// The Microcosm UK build, told for the whole UK: what each stage adds and
+// which sources feed it (sources.yaml and the national target references at
+// the pinned commit; the target file held 1,230 rows on 4 October, 1,231 on
+// 8 October and 1,322 on 22 October, so the slide says "over 1,000").
+export const pipelineStages = [
+  {
+    title: "Survey households",
+    adds: "People, families, earnings and benefits",
+    // A non-breaking hyphen keeps "2024-25" on one line.
+    sources: ["Family Resources Survey 2024\u201125 (DWP)"],
+  },
+  {
+    title: "Add tax records",
+    adds: "High and detailed incomes",
+    sources: ["Survey of Personal Incomes (HMRC)"],
+  },
+  {
+    title: "Fill the gaps",
+    adds: "Wealth, spending, travel and capital gains",
+    sources: [
+      "Wealth and Assets Survey",
+      "Living Costs and Food Survey",
+      "National Travel Survey",
+      "HMRC capital gains statistics",
+    ],
+  },
+  {
+    title: "Place in local areas",
+    adds: "Local-area build, in validation: a small area, council and constituency for each household",
+    sources: ["Census small areas (ONS, NRS and NISRA)"],
+  },
+  {
+    title: "Match official totals",
+    adds: "Reweight households to over 1,000 UK statistics",
+    sources: ["ONS, HMRC, DWP, OBR and other official statistics"],
+  },
+];
+
+// Targeted energy bill discount (uk-energy-reforms main 14bf3b0): the RF flat
+// option in 2026-27 on the Microcosm UK 2024-25 national release,
+// policyengine-uk 2.102.3. Figures match the dashboard's data file
+// (dashboard/public/data/targeted_energy_discount_results.json). Regions are
+// Great Britain's eleven; each rests on an effective sample of 273 to 734
+// households. Poverty changes are left off the slide.
+export const energyHeadline = {
+  households: "28.6m",
+  recipients: "11.95m",
+  share: "42%",
+  cost: "£2.09bn",
+};
+
+export const energyRegions = [
+  { region: "North East", passported: 0.391, eligible: 0.547 },
+  { region: "West Midlands", passported: 0.31, eligible: 0.482 },
+  { region: "Wales", passported: 0.294, eligible: 0.467 },
+  { region: "Yorkshire and the Humber", passported: 0.288, eligible: 0.458 },
+  { region: "North West", passported: 0.293, eligible: 0.452 },
+  { region: "Scotland", passported: 0.241, eligible: 0.438 },
+  { region: "East Midlands", passported: 0.249, eligible: 0.435 },
+  { region: "South West", passported: 0.227, eligible: 0.401 },
+  { region: "East of England", passported: 0.211, eligible: 0.364 },
+  { region: "South East", passported: 0.203, eligible: 0.356 },
+  { region: "London", passported: 0.297, eligible: 0.353 },
+];
+
+// Great Britain, from the same run: deciles rank people by household income
+// after housing costs, adjusted for household size. Average gains include
+// households that receive nothing.
+export const energyDeciles = [
+  { decile: 1, averageGain: 153, shareReceiving: 0.87 },
+  { decile: 2, averageGain: 147, shareReceiving: 0.84 },
+  { decile: 3, averageGain: 120, shareReceiving: 0.68 },
+  { decile: 4, averageGain: 108, shareReceiving: 0.62 },
+  { decile: 5, averageGain: 78, shareReceiving: 0.44 },
+  { decile: 6, averageGain: 53, shareReceiving: 0.3 },
+  { decile: 7, averageGain: 39, shareReceiving: 0.22 },
+  { decile: 8, averageGain: 15, shareReceiving: 0.08 },
+  { decile: 9, averageGain: 9, shareReceiving: 0.05 },
+  { decile: 10, averageGain: 6, shareReceiving: 0.03 },
+];
+
+export type User = {
+  name: string;
+  initials: string;
+  logo?: string;
+  source?: Source;
+};
+
+// From the introduction deck's community slide, without the Good Growth
+// Foundation itself. The House of Lords card keeps its initials: the crowned
+// portcullis is a restricted mark.
+export const users: User[] = [
+  {
+    name: "No 10 data science team",
+    logo: "/logos/orgs/10-downing-street.png",
+    initials: "10",
+    source: sources.no10Post,
+  },
+  {
+    name: "House of Lords",
+    initials: "HL",
+    source: sources.hansard,
+  },
+  {
+    name: "Tax Policy Associates",
+    logo: "/logos/orgs/tax-policy-associates.jpg",
+    initials: "TPA",
+    source: sources.tpa,
+  },
+  {
+    name: "Centre for Policy Studies",
+    logo: "/logos/orgs/centre-for-policy-studies.png",
+    initials: "CPS",
+    source: sources.cps,
+  },
+  {
+    name: "New Economics Foundation",
+    logo: "/logos/orgs/new-economics-foundation.png",
+    initials: "NEF",
+    source: sources.nef,
+  },
+  {
+    name: "WPI Economics",
+    logo: "/logos/orgs/wpi-economics.svg",
+    initials: "WPI",
+  },
+  {
+    name: "Nuffield Foundation",
+    logo: "/logos/orgs/nuffield-foundation.svg",
+    initials: "NF",
+    source: sources.nuffield,
+  },
+];
diff --git a/slideshows/good-growth-foundation-2026/slides/deck.module.css b/slideshows/good-growth-foundation-2026/slides/deck.module.css
new file mode 100644
index 00000000..9d16d178
--- /dev/null
+++ b/slideshows/good-growth-foundation-2026/slides/deck.module.css
@@ -0,0 +1,758 @@
+/* Leave space for the viewer's controls beside the meeting date. */
+.deck :global(.gradient-footer) {
+  padding-right: 15rem;
+}
+
+.takeaway {
+  margin-top: 1.75rem;
+  border-left: 4px solid var(--pe-teal);
+  padding-left: 1.25rem;
+  color: var(--pe-dark);
+  font-size: 1.5rem;
+  line-height: 1.4;
+}
+
+/* Figure slides: centre the body below the title, clear of the sources line. */
+.centerBody {
+  display: flex;
+  min-height: 0;
+  flex: 1;
+  flex-direction: column;
+  justify-content: center;
+  padding-bottom: 1.5rem;
+}
+
+/* Data pipeline: sources feed each stage from above. */
+.pipeline {
+  border: 1px solid var(--color-gray-200);
+  border-radius: 0.75rem;
+  background: white;
+  padding: 1.75rem;
+  box-shadow: 0 1px 2px rgb(0 0 0 / 0.05);
+}
+
+.pipelineHeader {
+  display: flex;
+  justify-content: space-between;
+  margin-bottom: 1.25rem;
+  font-size: 0.9rem;
+  font-weight: 700;
+  letter-spacing: 0.16em;
+  text-transform: uppercase;
+}
+
+.pipelineGrid {
+  display: grid;
+  grid-template-columns: repeat(5, minmax(0, 1fr));
+  column-gap: 1.75rem;
+}
+
+.sourceBox {
+  display: flex;
+  flex-direction: column;
+  justify-content: center;
+  gap: 0.35rem;
+  border: 1px solid var(--color-gray-200);
+  border-radius: 0.5rem;
+  background: var(--bg-secondary);
+  padding: 0.85rem 1rem;
+  color: var(--color-gray-700);
+  font-size: 1.05rem;
+  line-height: 1.3;
+  text-align: center;
+}
+
+.feed {
+  position: relative;
+  height: 2.25rem;
+}
+
+.feed::before {
+  content: "";
+  position: absolute;
+  top: 0;
+  bottom: 7px;
+  left: 50%;
+  width: 2px;
+  background: var(--color-gray-300);
+  transform: translateX(-50%);
+}
+
+.feed::after {
+  content: "";
+  position: absolute;
+  bottom: 0;
+  left: 50%;
+  border-top: 8px solid var(--color-gray-400);
+  border-right: 6px solid transparent;
+  border-left: 6px solid transparent;
+  transform: translateX(-50%);
+}
+
+.stageBox {
+  position: relative;
+  min-height: 10rem;
+  border: 2px solid var(--pe-teal-dark);
+  border-radius: 0.6rem;
+  background: var(--pe-light);
+  padding: 1.1rem 1rem;
+  text-align: center;
+}
+
+.stageBox:not(.stageBoxLast)::after {
+  content: "";
+  position: absolute;
+  top: 50%;
+  left: 100%;
+  width: calc(1.75rem + 2px);
+  height: 2px;
+  background: var(--color-gray-300);
+}
+
+.stageBoxLast {
+  border-color: var(--pe-amber);
+  background: color-mix(in srgb, var(--pe-amber) 10%, white);
+}
+
+.stageNumber {
+  display: inline-flex;
+  width: 2rem;
+  height: 2rem;
+  align-items: center;
+  justify-content: center;
+  border-radius: 9999px;
+  background: var(--pe-teal-dark);
+  color: white;
+  font-size: 0.95rem;
+  font-weight: 700;
+}
+
+.stageBoxLast .stageNumber {
+  background: var(--pe-amber);
+}
+
+.stageBox h2 {
+  margin-top: 0.6rem;
+  color: var(--pe-dark);
+  font-size: 1.4rem;
+  font-weight: 800;
+  line-height: 1.2;
+}
+
+.stageBox p {
+  margin-top: 0.45rem;
+  color: var(--color-gray-600);
+  font-size: 1.05rem;
+  line-height: 1.35;
+}
+
+.pipelineFooter {
+  margin-top: 1.5rem;
+  border: 1px solid var(--color-gray-300);
+  border-radius: 0.5rem;
+  background: var(--bg-secondary);
+  padding: 0.9rem 1.5rem;
+  color: var(--color-gray-500);
+  font-size: 1.2rem;
+  text-align: center;
+}
+
+.pipelineFooter strong {
+  color: var(--pe-dark);
+}
+
+.finePrint {
+  margin-top: 1.25rem;
+  color: var(--color-gray-500);
+  font-size: 0.95rem;
+}
+
+/* Energy discount charts, drawn in HTML. Colours follow the dashboard. */
+.energyStats {
+  display: flex;
+  align-items: baseline;
+  justify-content: space-between;
+  gap: 2rem;
+  margin-bottom: 1.75rem;
+  color: var(--color-gray-600);
+  font-size: 1.3rem;
+}
+
+.energyStats strong {
+  color: var(--pe-dark);
+}
+
+.energyGrid {
+  display: grid;
+  grid-template-columns: 1.15fr 1fr;
+  align-items: start;
+  gap: 3.5rem;
+}
+
+.chart figcaption h2 {
+  color: var(--pe-dark);
+  font-size: 1.35rem;
+  font-weight: 700;
+}
+
+.legend {
+  display: flex;
+  flex-wrap: wrap;
+  gap: 0.25rem 1.25rem;
+  margin-top: 0.4rem;
+  color: var(--color-gray-600);
+  font-size: 0.95rem;
+}
+
+.legend i {
+  display: inline-block;
+  width: 0.8rem;
+  height: 0.8rem;
+  margin-right: 0.4rem;
+  border-radius: 2px;
+  vertical-align: -0.05rem;
+}
+
+.swatchPassported,
+.barPassported {
+  background: var(--color-teal-700);
+}
+
+.swatchIncome,
+.barIncome {
+  background: var(--color-teal-400);
+}
+
+.chartNote {
+  margin-top: 0.4rem;
+  color: var(--color-gray-500);
+  font-size: 0.95rem;
+}
+
+.regionRows {
+  display: grid;
+  gap: 0.3rem;
+  margin-top: 1rem;
+}
+
+.regionRow {
+  display: grid;
+  grid-template-columns: 14rem 1fr;
+  align-items: center;
+  gap: 0.75rem;
+  border-radius: 0.3rem;
+  padding: 0.1rem 0.4rem;
+  font-size: 1.02rem;
+}
+
+.regionLabel {
+  overflow: hidden;
+  color: var(--color-gray-700);
+  text-align: right;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+}
+
+.regionTrack {
+  display: flex;
+  height: 1.35rem;
+  align-items: center;
+  gap: 2px;
+}
+
+.regionTrack > span:not(.regionValue) {
+  height: 100%;
+}
+
+.barIncome {
+  border-radius: 0 4px 4px 0;
+}
+
+.regionValue {
+  margin-left: 0.5rem;
+  color: var(--color-gray-700);
+  font-size: 0.95rem;
+  font-variant-numeric: tabular-nums;
+  font-weight: 600;
+}
+
+.decilePlot {
+  display: grid;
+  grid-template-columns: repeat(10, minmax(0, 1fr));
+  align-items: end;
+  gap: 0.6rem;
+  height: 17rem;
+  margin-top: 1rem;
+  border-bottom: 1px solid var(--color-gray-300);
+}
+
+.decileColumn {
+  display: flex;
+  height: 100%;
+  flex-direction: column;
+  align-items: center;
+  justify-content: flex-end;
+}
+
+.decileValue {
+  margin-bottom: 0.3rem;
+  color: var(--color-gray-700);
+  font-size: 0.95rem;
+  font-variant-numeric: tabular-nums;
+  font-weight: 600;
+}
+
+.decileBar {
+  width: 72%;
+  border-radius: 4px 4px 0 0;
+  background: var(--pe-teal);
+}
+
+.decileAxis {
+  display: grid;
+  grid-template-columns: repeat(10, minmax(0, 1fr));
+  gap: 0.6rem;
+  margin-top: 0.35rem;
+  color: var(--color-gray-600);
+  font-size: 0.95rem;
+  text-align: center;
+}
+
+.axisCaption {
+  margin-top: 0.3rem;
+  color: var(--color-gray-500);
+  font-size: 0.95rem;
+  text-align: center;
+}
+
+/* Global `a { color: inherit }` outranks Tailwind's layered colour utilities,
+   so the link takes its colour from here. */
+.dashboardLink {
+  flex-shrink: 0;
+  color: var(--pe-teal);
+  font-size: 1.15rem;
+  font-weight: 600;
+}
+
+/* Compact figures for laptop screens, up to a 1440 x 900 display. */
+@media (max-height: 1000px) {
+
+  .pipeline {
+    padding: 1rem 1.25rem;
+  }
+
+  .pipelineHeader {
+    margin-bottom: 0.6rem;
+    font-size: 0.75rem;
+  }
+
+  .pipelineGrid {
+    column-gap: 1.25rem;
+  }
+
+  .stageBox:not(.stageBoxLast)::after {
+    width: calc(1.25rem + 2px);
+  }
+
+  .sourceBox {
+    gap: 0.2rem;
+    padding: 0.55rem 0.6rem;
+    font-size: 0.85rem;
+  }
+
+  .feed {
+    height: 1.3rem;
+  }
+
+  .stageBox {
+    min-height: 6.5rem;
+    padding: 0.65rem 0.6rem;
+  }
+
+  .stageNumber {
+    width: 1.6rem;
+    height: 1.6rem;
+    font-size: 0.8rem;
+  }
+
+  .stageBox h2 {
+    margin-top: 0.4rem;
+    font-size: 1.1rem;
+  }
+
+  .stageBox p {
+    margin-top: 0.3rem;
+    font-size: 0.88rem;
+  }
+
+  .pipelineFooter {
+    margin-top: 0.75rem;
+    padding: 0.5rem 1rem;
+    font-size: 1rem;
+  }
+
+  .energyStats {
+    font-size: 1.15rem;
+  }
+
+  .energyStats {
+    margin-bottom: 1rem;
+  }
+
+  .chart figcaption h2 {
+    font-size: 1.15rem;
+  }
+
+  .legend,
+  .chartNote,
+  .decileValue,
+  .decileAxis,
+  .axisCaption,
+  .regionValue {
+    font-size: 0.85rem;
+  }
+
+  .regionRows {
+    gap: 0.1rem;
+    margin-top: 0.5rem;
+  }
+
+  .regionRow {
+    font-size: 0.88rem;
+  }
+
+  .regionTrack {
+    height: 1rem;
+  }
+
+  .decilePlot {
+    height: 11rem;
+    margin-top: 0.75rem;
+  }
+
+  .dashboardLink {
+    font-size: 1rem;
+  }
+}
+
+@media (max-height: 760px) {
+
+  .pipeline {
+    padding: 0.85rem 1rem;
+  }
+
+  .pipelineHeader {
+    margin-bottom: 0.5rem;
+    font-size: 0.7rem;
+  }
+
+  .sourceBox {
+    padding: 0.45rem 0.5rem;
+    font-size: 0.8rem;
+  }
+
+  .feed {
+    height: 1.1rem;
+  }
+
+  .stageBox {
+    min-height: 6rem;
+    padding: 0.55rem;
+  }
+
+  .stageBox h2 {
+    margin-top: 0.3rem;
+    font-size: 1rem;
+  }
+
+  .stageBox p {
+    font-size: 0.82rem;
+  }
+
+  .pipelineFooter {
+    margin-top: 0.6rem;
+    padding: 0.4rem 1rem;
+    font-size: 0.9rem;
+  }
+
+  .energyStats {
+    font-size: 1rem;
+  }
+
+  .energyStats {
+    margin-bottom: 0.6rem;
+  }
+
+  .chart figcaption h2 {
+    font-size: 1.1rem;
+  }
+
+  .legend,
+  .chartNote,
+  .decileValue,
+  .decileAxis,
+  .axisCaption,
+  .regionValue {
+    font-size: 0.8rem;
+  }
+
+  .regionRows {
+    gap: 0.12rem;
+    margin-top: 0.5rem;
+  }
+
+  .regionRow {
+    grid-template-columns: 11.5rem 1fr;
+    font-size: 0.82rem;
+  }
+
+  .regionTrack {
+    height: 0.95rem;
+  }
+
+  .decilePlot {
+    height: 10.5rem;
+    margin-top: 0.6rem;
+  }
+
+  .dashboardLink {
+    font-size: 0.9rem;
+  }
+}
+
+/* Title slide: keep the logo, speakers and date clear of each other on laptops. */
+@media (max-height: 760px) {
+  .titleCover {
+    padding-top: 6rem !important;
+  }
+
+  .titleCover > :global(*) {
+    margin-bottom: 1.25rem !important;
+  }
+
+  .titleCover > :global(:first-child) {
+    display: none;
+  }
+
+  .titleCover h1 {
+    font-size: 2.25rem;
+  }
+
+  .titleCover :global(.w-28) {
+    width: 5rem;
+    height: 5rem;
+  }
+}
+
+/* Keep the shared slide template legible on a laptop during the meeting. */
+@media (max-height: 850px) {
+  .deck > :global(.absolute.inset-0) {
+    padding-top: 3rem;
+  }
+
+  .deck :global(.mb-10) {
+    margin-bottom: 1.5rem;
+  }
+
+  .deck h1 {
+    font-size: 2.625rem;
+  }
+
+  .deck :global(.mt-12) {
+    margin-top: 2rem;
+  }
+
+  .deck :global(.mt-10),
+  .deck :global(.mt-9) {
+    margin-top: 1.5rem;
+  }
+
+  .deck :global(.mt-8),
+  .deck :global(.mt-7) {
+    margin-top: 1.25rem;
+  }
+
+  .deck :global(.mt-6) {
+    margin-top: 0.5rem;
+  }
+
+  .deck th,
+  .deck td {
+    padding-top: 0.625rem;
+    padding-bottom: 0.625rem;
+  }
+
+  .deck :global(.space-y-6) > :not(:last-child) {
+    margin-bottom: 1rem;
+  }
+
+  .deck :global(.space-y-4) > :not(:last-child) {
+    margin-bottom: 0.5rem;
+  }
+
+  .deck :global(.pb-5) {
+    padding-bottom: 1rem;
+  }
+
+  .deck :global(.pb-3) {
+    padding-bottom: 0.5rem;
+  }
+
+  .deck :global(.space-y-5) > :not(:last-child) {
+    margin-bottom: 0.75rem;
+  }
+
+  .deck :global(.space-y-3) > :not(:last-child) {
+    margin-bottom: 0.5rem;
+  }
+}
+
+/* Safari on a laptop leaves less than 760px for the slide. */
+@media (max-height: 760px) {
+  .deck > :global(.absolute.inset-0) {
+    padding-top: 2rem;
+  }
+
+  .deck :global(.mb-10) {
+    margin-bottom: 1rem;
+  }
+
+  .deck h1 {
+    font-size: 2.25rem;
+  }
+
+  .deck :global(.text-xl) {
+    font-size: 1.05rem;
+    line-height: 1.45rem;
+  }
+
+  .deck :global(.text-2xl) {
+    font-size: 1.25rem;
+    line-height: 1.7rem;
+  }
+
+  .deck :global(.text-lg) {
+    font-size: 0.95rem;
+    line-height: 1.35rem;
+  }
+
+  .deck :global(.text-base) {
+    font-size: 0.85rem;
+    line-height: 1.2rem;
+  }
+
+  .deck th,
+  .deck td {
+    padding-top: 0.35rem;
+    padding-bottom: 0.35rem;
+  }
+
+  .deck :global(.pb-4) {
+    padding-bottom: 0.5rem;
+  }
+
+  .deck :global(.space-y-5) > :not(:last-child) {
+    margin-bottom: 0.5rem;
+  }
+
+  .deck :global(.pt-5) {
+    padding-top: 0.75rem;
+  }
+
+  .deck :global(.mt-6) {
+    margin-top: 0.75rem;
+  }
+
+  .deck :global(.p-4) {
+    padding: 0.6rem 0.75rem;
+  }
+}
+
+/* Global `a { color: inherit }` outranks Tailwind's colour utilities, so the
+   open-code banner on slide 2 takes its text colour from here. */
+.codeBanner {
+  color: var(--pe-dark);
+}
+
+/* Model coverage: one short list per family of rules. */
+.coverageList {
+  margin-top: 0.75rem;
+  display: grid;
+  gap: 0.55rem;
+  color: var(--color-gray-700);
+  font-size: 1.15rem;
+  line-height: 1.35;
+}
+
+.coverageList li {
+  position: relative;
+  padding-left: 1rem;
+}
+
+.coverageList li::before {
+  content: "";
+  position: absolute;
+  top: 0.6em;
+  left: 0;
+  width: 0.4rem;
+  height: 0.4rem;
+  border-radius: 9999px;
+  background: var(--pe-teal);
+}
+
+/* Community grid: logos share one height; initials stand in for a mark we
+   cannot use. */
+.communityLogo {
+  height: 64px;
+}
+
+.communityInitials {
+  display: flex;
+  width: 4rem;
+  align-items: center;
+  justify-content: center;
+  border-radius: 0.5rem;
+  background: color-mix(in srgb, var(--pe-teal) 10%, white);
+  color: var(--pe-teal);
+  font-size: 1rem;
+  font-weight: 700;
+}
+
+@media (max-height: 1000px) {
+  .coverageList {
+    gap: 0.4rem;
+    font-size: 1rem;
+  }
+
+  .takeaway {
+    margin-top: 1.25rem;
+    font-size: 1.25rem;
+  }
+}
+
+@media (max-height: 760px) {
+  .coverageList {
+    margin-top: 0.5rem;
+    gap: 0.3rem;
+    font-size: 0.9rem;
+  }
+
+  .takeaway {
+    margin-top: 0.9rem;
+    font-size: 1.05rem;
+  }
+
+  .finePrint {
+    margin-top: 0.6rem;
+    font-size: 0.85rem;
+  }
+
+  .communityLogo {
+    height: 44px;
+  }
+
+  .communityInitials {
+    width: 3rem;
+    font-size: 0.85rem;
+  }
+}
diff --git a/slideshows/good-growth-foundation-2026/slides/figures.tsx b/slideshows/good-growth-foundation-2026/slides/figures.tsx
new file mode 100644
index 00000000..c4d35114
--- /dev/null
+++ b/slideshows/good-growth-foundation-2026/slides/figures.tsx
@@ -0,0 +1,109 @@
+import { energyDeciles, energyRegions, pipelineStages } from "../content";
+import styles from "./deck.module.css";
+
+// The pipeline layout follows the Scottish Government deck's PipelineGraph,
+// with the sources that feed each stage drawn above it.
+export function PipelineGraph() {
+  const last = pipelineStages.length - 1;
+  return (
+    <div className={styles.pipeline}>
+      <div className={styles.pipelineHeader}>
+        <span className="text-pe-teal">Microcosm UK: one set of households, built up step by step</span>
+        <span className="text-pe-amber">Weighted to UK totals</span>
+      </div>
+      <div className={styles.pipelineGrid}>
+        {pipelineStages.map((stage) => (
+          <div key={`${stage.title}-sources`} className={styles.sourceBox}>
+            {stage.sources.map((source) => (
+              <p key={source}>{source}</p>
+            ))}
+          </div>
+        ))}
+        {pipelineStages.map((stage) => (
+          <div key={`${stage.title}-feed`} className={styles.feed} aria-hidden="true" />
+        ))}
+        {pipelineStages.map((stage, index) => (
+          <div
+            key={stage.title}
+            className={`${styles.stageBox} ${index === last ? styles.stageBoxLast : ""}`}
+          >
+            <span className={styles.stageNumber}>{index + 1}</span>
+            <h2>{stage.title}</h2>
+            <p>{stage.adds}</p>
+          </div>
+        ))}
+      </div>
+      <div className={styles.pipelineFooter}>
+        <strong>One weighted set of households</strong>{" "}
+        carried through every stage, then into PolicyEngine&apos;s tax-benefit model
+      </div>
+    </div>
+  );
+}
+
+const share = (value: number) => `${Math.round(value * 100)}%`;
+
+export function RegionEligibilityChart() {
+  return (
+    <figure className={styles.chart}>
+      <figcaption>
+        <h2>Households eligible, by region</h2>
+        <div className={styles.legend}>
+          <span><i className={styles.swatchPassported} />On a means-tested benefit</span>
+          <span><i className={styles.swatchIncome} />Income test alone</span>
+        </div>
+      </figcaption>
+      <div className={styles.regionRows}>
+        {energyRegions.map((r) => {
+          const incomeOnly = r.eligible - r.passported;
+          return (
+            <div
+              key={r.region}
+              className={styles.regionRow}
+              title={`${r.region}: ${share(r.eligible)} eligible (${share(r.passported)} on a benefit, ${share(incomeOnly)} income test alone)`}
+            >
+              <span className={styles.regionLabel}>{r.region}</span>
+              <span className={styles.regionTrack}>
+                <span className={styles.barPassported} style={{ width: `${r.passported * 100}%` }} />
+                <span className={styles.barIncome} style={{ width: `${incomeOnly * 100}%` }} />
+                <span className={styles.regionValue}>{share(r.eligible)}</span>
+              </span>
+            </div>
+          );
+        })}
+      </div>
+    </figure>
+  );
+}
+
+export function DecileChart() {
+  const max = Math.max(...energyDeciles.map((d) => d.averageGain));
+  return (
+    <figure className={styles.chart}>
+      <figcaption>
+        <h2>Average gain per household, by income decile</h2>
+        <p className={styles.chartNote}>Includes households that get nothing.</p>
+      </figcaption>
+      <div className={styles.decilePlot}>
+        {energyDeciles.map((d) => (
+          <div
+            key={d.decile}
+            className={styles.decileColumn}
+            title={`Decile ${d.decile}: £${d.averageGain} on average; ${share(d.shareReceiving)} of households receive the discount`}
+          >
+            <span className={styles.decileValue}>£{d.averageGain}</span>
+            <span className={styles.decileBar} style={{ height: `${(d.averageGain / max) * 100}%` }} />
+          </div>
+        ))}
+      </div>
+      <div className={styles.decileAxis}>
+        {energyDeciles.map((d) => (
+          <span key={d.decile}>{d.decile}</span>
+        ))}
+      </div>
+      <p className={styles.axisCaption}>
+        Income decile of people in Great Britain, after housing costs (1 = lowest)
+      </p>
+    </figure>
+  );
+}
diff --git a/slideshows/good-growth-foundation-2026/slides/index.tsx b/slideshows/good-growth-foundation-2026/slides/index.tsx
new file mode 100644
index 00000000..070f8cdf
--- /dev/null
+++ b/slideshows/good-growth-foundation-2026/slides/index.tsx
@@ -0,0 +1,359 @@
+import type { ReactNode } from "react";
+import {
+  IconAdjustments,
+  IconBrandGithub,
+  IconBrandLinkedin,
+  IconHome,
+  IconMail,
+  IconMap2,
+  IconWorld,
+} from "@tabler/icons-react";
+import Image from "@/components/core/BasePathImage";
+import Slide from "@/components/core/Slide";
+import CoverSlide from "@/components/layout/CoverSlide";
+import SlideHeader from "@/components/layout/SlideHeader";
+import SlideTitle from "@/components/layout/SlideTitle";
+import { speakers } from "@/lib/speakers";
+import {
+  coverage,
+  energyHeadline,
+  sources,
+  steps,
+  users,
+  type Source,
+} from "../content";
+import styles from "./deck.module.css";
+import { DecileChart, PipelineGraph, RegionEligibilityChart } from "./figures";
+
+const sections = {
+  model: "The model",
+  data: "The data",
+  analysis: "An analysis example",
+};
+
+function ExternalLink({
+  children,
+  href,
+  className = "",
+}: {
+  children: ReactNode;
+  href: string;
+  className?: string;
+}) {
+  return (
+    <a
+      href={href}
+      target="_blank"
+      rel="noopener noreferrer"
+      onClick={(event) => event.stopPropagation()}
+      className={`pointer-events-auto hover:underline ${className}`}
+    >
+      {children}
+    </a>
+  );
+}
+
+function SourceLine({ items }: { items: Source[] }) {
+  return (
+    <div className="absolute bottom-24 left-16 right-16 flex flex-wrap gap-x-5 gap-y-1 text-sm text-gray-500">
+      <span>Sources</span>
+      {items.map((item) => (
+        <ExternalLink key={item.href} href={item.href}>
+          {item.label}
+        </ExternalLink>
+      ))}
+    </div>
+  );
+}
+
+function Frame({
+  section,
+  title,
+  subtitle,
+  children,
+  references = [],
+  center = false,
+}: {
+  section?: string;
+  title: string;
+  subtitle?: string;
+  children: ReactNode;
+  references?: Source[];
+  /** Centre the body in the space below the title (for figure slides). */
+  center?: boolean;
+}) {
+  return (
+    <Slide className={styles.deck}>
+      <div className="flex h-full flex-col">
+        <SlideHeader>
+          {section && (
+            <p className="mb-2 text-base font-semibold uppercase tracking-wide text-pe-teal">
+              {section}
+            </p>
+          )}
+          <SlideTitle>{title}</SlideTitle>
+          {subtitle && (
+            <p className="mt-3 text-xl leading-relaxed text-gray-600">
+              {subtitle}
+            </p>
+          )}
+        </SlideHeader>
+        {center ? <div className={styles.centerBody}>{children}</div> : children}
+      </div>
+      {references.length > 0 && <SourceLine items={references} />}
+    </Slide>
+  );
+}
+
+export function TitleSlide() {
+  return (
+    <CoverSlide
+      title="PolicyEngine UK: an introduction"
+      subtitle="Presentation for the Good Growth Foundation"
+      contentClassName={`pt-28 ${styles.titleCover}`}
+      event=""
+      date="23 October 2026"
+      speakers={[
+        { ...speakers["max-ghenis"], title: "CEO, PolicyEngine" },
+        {
+          ...speakers["maria-juaristi"],
+          name: "María Juaristi",
+          title: "Research Associate, PolicyEngine",
+        },
+        { ...speakers["vahid-ahmadi"], title: "Research Associate, PolicyEngine" },
+      ]}
+    />
+  );
+}
+
+const whatCards = [
+  {
+    Icon: IconAdjustments,
+    title: "Pick a policy",
+    text: "A tax rate, a benefit amount or a new allowance.",
+  },
+  {
+    Icon: IconHome,
+    title: "One household",
+    text: "How much a family gains or loses.",
+  },
+  {
+    Icon: IconMap2,
+    title: "The whole country",
+    text: "The cost to government, and who gains and loses.",
+  },
+];
+
+export function WhatSlide() {
+  return (
+    <Frame
+      title="What PolicyEngine is"
+      subtitle="Free, open-source tax and benefit analysis for the UK and the US"
+      references={[sources.home]}
+    >
+      <p className="text-2xl leading-relaxed text-gray-700">
+        A model of the UK tax and benefit system that anyone can use, free, in
+        a web browser.
+      </p>
+      <div className="mt-8 grid grid-cols-3 gap-6">
+        {whatCards.map(({ Icon, title, text }) => (
+          <div
+            key={title}
+            className="border border-gray-200 border-l-4 border-l-pe-teal bg-white p-6"
+          >
+            <span className="flex h-14 w-14 items-center justify-center rounded-full bg-pe-teal text-white">
+              <Icon size={30} stroke={1.8} aria-hidden="true" />
+            </span>
+            <h2 className="mt-4 text-2xl font-semibold text-pe-dark">{title}</h2>
+            <p className="mt-2 text-lg leading-snug text-gray-600">{text}</p>
+          </div>
+        ))}
+      </div>
+      <ExternalLink
+        href={sources.model.href}
+        className={`${styles.codeBanner} mt-8 flex items-center gap-4 rounded-xl bg-pe-teal/10 px-6 py-4 text-xl hover:no-underline`}
+      >
+        <IconBrandGithub size={28} stroke={1.8} aria-hidden="true" className="text-pe-teal" />
+        All the code is public, so anyone can see how each number is calculated.
+      </ExternalLink>
+    </Frame>
+  );
+}
+
+export function HowSlide() {
+  return (
+    <Frame
+      title="How it works"
+      references={[sources.model, sources.data]}
+    >
+      <div className="grid grid-cols-3 gap-8">
+        {steps.map((step, index) => (
+          <div key={step.title} className="border-l-4 border-pe-teal bg-gray-50 p-6">
+            <p className="text-5xl font-bold text-pe-teal">{index + 1}</p>
+            <h2 className="mt-4 text-2xl font-semibold text-pe-dark">
+              {step.title}
+            </h2>
+            <p className="mt-3 text-xl leading-relaxed text-gray-700">
+              {step.text}
+            </p>
+          </div>
+        ))}
+      </div>
+    </Frame>
+  );
+}
+
+export function CoverageSlide() {
+  return (
+    <Frame
+      section={sections.model}
+      title="What the UK model covers"
+      subtitle="The rules in policyengine-uk, for every nation of the UK"
+      references={[sources.parameters, sources.tests]}
+    >
+      <div className="grid grid-cols-4 gap-6">
+        {coverage.map((group) => (
+          <div key={group.title} className="border-l-4 border-pe-teal bg-gray-50 p-5">
+            <h2 className="text-xl font-semibold text-pe-dark">{group.title}</h2>
+            <ul className={styles.coverageList}>
+              {group.items.map((item) => (
+                <li key={item}>{item}</li>
+              ))}
+            </ul>
+          </div>
+        ))}
+      </div>
+      <p className={styles.takeaway}>
+        732 of the model&apos;s 795 parameter files cite the law or guidance
+        they come from, and more than 4,000 automated tests check the
+        calculations.
+      </p>
+      <p className={styles.finePrint}>
+        It can also model behavioural responses, such as changes in work and in
+        when capital gains are realised. It does not model inheritance tax.
+      </p>
+    </Frame>
+  );
+}
+
+export function PipelineSlide() {
+  return (
+    <Frame
+      section={sections.data}
+      title="From surveys to a population that represents the UK"
+      center
+      references={[sources.pipeline, sources.inputs, sources.geography, sources.nationalTargets]}
+    >
+      <PipelineGraph />
+    </Frame>
+  );
+}
+
+export function EnergyDiscountSlide() {
+  const h = energyHeadline;
+  return (
+    <Frame
+      section={sections.analysis}
+      title="A targeted energy bill discount"
+      center
+      subtitle="The Resolution Foundation's £2bn option for early 2027, modelled as £175 per eligible household in Great Britain: those on a means-tested benefit, or where no one has taxable income of £24,000 or more"
+      references={[sources.energyDashboard, sources.energyAnalysis, sources.energyProposal]}
+    >
+      <div className={styles.energyStats}>
+        <p>
+          <strong>{h.recipients}</strong> of {h.households} households ({h.share})
+          would be eligible. If all took it up, it would cost{" "}
+          <strong>{h.cost}</strong> in 2026-27.
+        </p>
+        <p className={styles.dashboardLink}>
+          <ExternalLink href={sources.energyDashboard.href}>
+            Explore other designs in the dashboard ↗
+          </ExternalLink>
+        </p>
+      </div>
+      <div className={styles.energyGrid}>
+        <RegionEligibilityChart />
+        <DecileChart />
+      </div>
+    </Frame>
+  );
+}
+
+export function UsersSlide() {
+  return (
+    <Frame
+      title="Who uses PolicyEngine UK"
+      subtitle="Organisations that use, cite and support our work"
+      references={[sources.hansard, sources.tpa, sources.cps, sources.nef, sources.nuffield]}
+    >
+      <div className="grid grid-cols-4 gap-x-10 gap-y-12 pt-4">
+        {users.map((user) => {
+          const logo = user.logo ? (
+            <Image
+              src={user.logo}
+              alt={`${user.name} logo`}
+              width={240}
+              height={104}
+              className={`${styles.communityLogo} w-auto max-w-full object-contain`}
+            />
+          ) : (
+            <span className={`${styles.communityLogo} ${styles.communityInitials}`}>
+              {user.initials}
+            </span>
+          );
+          const body = (
+            <div className="flex flex-col items-center text-center">
+              {logo}
+              <p className="mt-3 text-base font-medium leading-snug text-pe-dark">
+                {user.name}
+              </p>
+            </div>
+          );
+          return user.source ? (
+            <ExternalLink key={user.name} href={user.source.href} className="block hover:no-underline">
+              {body}
+            </ExternalLink>
+          ) : (
+            <div key={user.name}>{body}</div>
+          );
+        })}
+      </div>
+    </Frame>
+  );
+}
+
+const contacts = [
+  { label: "policyengine.org/uk", url: sources.home.href, Icon: IconWorld },
+  { label: "hello@policyengine.org", url: "mailto:hello@policyengine.org", Icon: IconMail },
+  { label: "github.com/PolicyEngine", url: "https://github.com/PolicyEngine", Icon: IconBrandGithub },
+  {
+    label: "linkedin.com/company/thepolicyengine",
+    url: "https://www.linkedin.com/company/thepolicyengine",
+    Icon: IconBrandLinkedin,
+  },
+];
+
+export function ClosingSlide() {
+  return (
+    <Slide isEnd>
+      <h1 className="font-display text-6xl font-bold mb-12 text-center">Thank you</h1>
+      <div className="grid w-full max-w-5xl grid-cols-2 gap-5">
+        {contacts.map(({ label, url, Icon }) => (
+          <a
+            key={url}
+            href={url}
+            target="_blank"
+            rel="noreferrer"
+            onClick={(event) => event.stopPropagation()}
+            className="flex items-center gap-4 rounded-2xl border border-white/15 bg-white/10 px-5 py-4 transition-colors hover:bg-white/20"
+          >
+            <span className="flex h-12 w-12 shrink-0 items-center justify-center rounded-full bg-white text-pe-teal">
+              <Icon size={24} stroke={1.8} aria-hidden="true" />
+            </span>
+            <span className="text-lg font-medium">{label}</span>
+          </a>
+        ))}
+      </div>
+    </Slide>
+  );
+}

From 28bb1f3ede40b194110369cf6f3235409214ad54 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Fri, 23 Oct 2026 10:36:26 +0100
Subject: [PATCH 2/5] Add microsimulation, calibration target and research
 slides to the GGF deck

- How microsimulation works: a six-step walkthrough after the UK event 2025
  deck, with illustrative households and figures.
- What the weights are calibrated to: the UK calibration targets in the
  Microcosm UK build, the level each binds at and its publisher, with the
  local-area build's targets marked as in validation.
- Recent UK research: the eight newest items on policyengine.org/uk/research.
- Who uses PolicyEngine UK: adds NIESR and the House of Lords logo.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 public/logos/orgs/house-of-lords.svg          |  17 +
 public/logos/orgs/niesr.png                   | Bin 0 -> 52273 bytes
 .../energy-autumn-budget.jpg                  | Bin 0 -> 47635 bytes
 .../free-childcare-reform.jpg                 | Bin 0 -> 49634 bytes
 .../marriage-calculator-uk.jpg                | Bin 0 -> 157664 bytes
 .../middle-east-war-living-standards.jpg      | Bin 0 -> 110716 bytes
 .../policyengine-joss-paper-cover.webp        | Bin 0 -> 28342 bytes
 .../targeted-energy-discount.jpg              | Bin 0 -> 121756 bytes
 .../uk-ai-study.jpg                           | Bin 0 -> 57464 bytes
 .../uk-triple-lock.jpg                        | Bin 0 -> 40877 bytes
 .../good-growth-foundation-2026/README.md     |  44 ++-
 .../good-growth-foundation-2026/config.ts     |   9 +-
 .../good-growth-foundation-2026/content.ts    | 136 +++++++-
 .../slides/deck.module.css                    | 316 ++++++++++++++++++
 .../slides/figures.tsx                        |  52 ++-
 .../slides/index.tsx                          |  72 +++-
 .../slides/microsim.tsx                       | 139 ++++++++
 17 files changed, 764 insertions(+), 21 deletions(-)
 create mode 100644 public/logos/orgs/house-of-lords.svg
 create mode 100644 public/logos/orgs/niesr.png
 create mode 100644 public/screenshots/good-growth-foundation-2026/energy-autumn-budget.jpg
 create mode 100644 public/screenshots/good-growth-foundation-2026/free-childcare-reform.jpg
 create mode 100644 public/screenshots/good-growth-foundation-2026/marriage-calculator-uk.jpg
 create mode 100644 public/screenshots/good-growth-foundation-2026/middle-east-war-living-standards.jpg
 create mode 100644 public/screenshots/good-growth-foundation-2026/policyengine-joss-paper-cover.webp
 create mode 100644 public/screenshots/good-growth-foundation-2026/targeted-energy-discount.jpg
 create mode 100644 public/screenshots/good-growth-foundation-2026/uk-ai-study.jpg
 create mode 100644 public/screenshots/good-growth-foundation-2026/uk-triple-lock.jpg
 create mode 100644 slideshows/good-growth-foundation-2026/slides/microsim.tsx

diff --git a/public/logos/orgs/house-of-lords.svg b/public/logos/orgs/house-of-lords.svg
new file mode 100644
index 00000000..0703f71e
--- /dev/null
+++ b/public/logos/orgs/house-of-lords.svg
@@ -0,0 +1,17 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="755px" height="200px" viewBox="0 0 754 200" version="1.1">
+<g id="surface1">
+<path style=" stroke:none;fill-rule:nonzero;fill:rgb(70.980392%,3.529412%,21.960784%);fill-opacity:1;" d="M 163.976562 93.160156 C 163.703125 94.523438 162.566406 95.496094 161.058594 95.496094 C 159.542969 95.496094 158.414062 94.523438 158.140625 93.160156 C 156.25 94.101562 155.09375 96.011719 155.09375 98.488281 C 155.09375 100.953125 156.25 102.863281 158.140625 103.804688 C 158.414062 102.441406 159.542969 101.464844 161.058594 101.464844 C 162.566406 101.464844 163.703125 102.441406 163.976562 103.804688 C 165.871094 102.863281 167.023438 100.953125 167.023438 98.488281 C 167.023438 96.003906 165.871094 94.101562 163.976562 93.160156 M 14.847656 93.160156 C 14.566406 94.523438 13.4375 95.496094 11.929688 95.496094 C 10.421875 95.496094 9.285156 94.523438 9.011719 93.160156 C 7.117188 94.101562 5.964844 96.011719 5.964844 98.488281 C 5.964844 100.953125 7.117188 102.863281 9.011719 103.804688 C 9.285156 102.441406 10.421875 101.464844 11.929688 101.464844 C 13.4375 101.464844 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diff --git a/slideshows/good-growth-foundation-2026/README.md b/slideshows/good-growth-foundation-2026/README.md
index 905ec703..2cf1d11b 100644
--- a/slideshows/good-growth-foundation-2026/README.md
+++ b/slideshows/good-growth-foundation-2026/README.md
@@ -1,44 +1,56 @@
 # PolicyEngine UK: an introduction, 23 October 2026
 
-8 slides at `/slides/good-growth-foundation-2026`: an introduction to
+11 slides at `/slides/good-growth-foundation-2026`: an introduction to
 PolicyEngine UK for the Good Growth Foundation, for a 20 to 30 minute slot.
 
 1. Title
 2. What PolicyEngine is
 3. How it works
-4. What the UK model covers
-5. From surveys to a population that represents the UK (the data)
-6. A targeted energy bill discount (an analysis example)
-7. Who uses PolicyEngine UK
-8. Thank you
+4. How microsimulation works (six build steps)
+5. What the UK model covers
+6. From surveys to a population that represents the UK (the data)
+7. What the weights are calibrated to (UK calibration targets)
+8. A targeted energy bill discount (an analysis example)
+9. Recent UK research
+10. Who uses PolicyEngine UK
+11. Thank you
 
-Slides 2, 3 and 7 come from the 9 October introduction deck
-(`introduction-2026`, policyengine-slides #77). Slides 5 and 6 come from the
+Slides 2, 3 and 10 come from the 9 October introduction deck
+(`introduction-2026`, policyengine-slides #77). Slides 6 and 8 come from the
 Scottish Government deck of the same day (`scottish-government-2026`), told
 for the whole UK: the pipeline drops the Scotland-only stage, and the decile
-chart covers Great Britain.
+chart covers Great Britain. Slide 4 follows the microsimulation walkthrough in
+the UK event 2025 deck (`model-scope`, slide 2), with illustrative households
+and figures rather than survey records.
 
 - `config.ts` controls the slide order and meeting metadata.
 - `content.ts` holds the sources, model coverage, pipeline stages, energy
   figures and the community list, with a comment on where each comes from.
 - `slides/index.tsx` contains the slides; `slides/figures.tsx` draws the
-  pipeline and the two energy charts in HTML.
+  pipeline, the target table and the two energy charts in HTML;
+  `slides/microsim.tsx` is the walkthrough, which reveals one step per build.
 
 Figures and sources:
 
 - Model coverage is read from the policyengine-uk 2.146.6 parameter tree;
   732 of its 795 parameter files carry a reference, and its YAML tests hold
   over 4,000 cases.
-- The pipeline cites Microcosm at the commit the Scottish Government deck
-  used (main on 8 October 2026). Its national target file has held over
-  1,000 rows in every build since the 4 October release.
+- The pipeline and target table cite Microcosm at the commit the Scottish
+  Government deck used (main on 8 October 2026). The table groups the 31
+  families of the national target references (1,231 rows) and the six of the
+  local ones (20,885 rows, for the local-area build still in validation).
+  The national file has held over 1,000 rows in every build since the
+  4 October release.
 - The energy figures are the Resolution Foundation's flat option in 2026-27
   from uk-energy-reforms 14bf3b0 (Microcosm UK 2024-25 national release,
   policyengine-uk 2.102.3), and match the dashboard's data file. The slide
   shows the Great Britain total, the eleven regions (each with an effective
   sample of 273 to 734 households) and national income deciles; it leaves
   poverty changes out.
+- Recent research shows the eight newest UK items on
+  policyengine.org/uk/research on 23 October 2026, newest first, with covers
+  from policyengine-app-v2 (`website/public/assets/posts`).
 
-Logos in `public/logos/orgs/` come from the introduction deck. The House of
-Lords card shows initials, since the crowned portcullis is a restricted mark,
-and the community grid leaves out the Good Growth Foundation itself.
+Logos in `public/logos/orgs/` come from the introduction deck, except NIESR's,
+which comes from policyengine-app-v2. The community grid leaves out the Good
+Growth Foundation itself.
diff --git a/slideshows/good-growth-foundation-2026/config.ts b/slideshows/good-growth-foundation-2026/config.ts
index 9ae73e83..e4a9b84f 100644
--- a/slideshows/good-growth-foundation-2026/config.ts
+++ b/slideshows/good-growth-foundation-2026/config.ts
@@ -4,17 +4,21 @@ import {
   CoverageSlide,
   EnergyDiscountSlide,
   HowSlide,
+  MicrosimSlide,
   PipelineSlide,
+  PublicationsSlide,
+  TargetsSlide,
   TitleSlide,
   UsersSlide,
   WhatSlide,
 } from "./slides";
+import { MICROSIM_STEPS } from "./slides/microsim";
 
 export const goodGrowthFoundation2026Config: SlideshowConfig = {
   id: "good-growth-foundation-2026",
   title: "PolicyEngine UK: an introduction",
   description:
-    "An introduction to PolicyEngine UK for the Good Growth Foundation: what PolicyEngine is, the UK model and its data, and a targeted energy bill discount as an example of the analysis.",
+    "PolicyEngine UK for the Good Growth Foundation: how microsimulation works, the model, its data and calibration targets, an energy discount example and recent UK research.",
   date: "2026-10-23",
   location: "Good Growth Foundation",
   footerText: "Good Growth Foundation · 23 October 2026",
@@ -22,9 +26,12 @@ export const goodGrowthFoundation2026Config: SlideshowConfig = {
     TitleSlide,
     WhatSlide,
     HowSlide,
+    { component: MicrosimSlide, builds: MICROSIM_STEPS },
     CoverageSlide,
     PipelineSlide,
+    TargetsSlide,
     EnergyDiscountSlide,
+    PublicationsSlide,
     UsersSlide,
     ClosingSlide,
   ],
diff --git a/slideshows/good-growth-foundation-2026/content.ts b/slideshows/good-growth-foundation-2026/content.ts
index 58c15bd0..62371bd0 100644
--- a/slideshows/good-growth-foundation-2026/content.ts
+++ b/slideshows/good-growth-foundation-2026/content.ts
@@ -85,6 +85,14 @@ export const sources = {
     label: "UK research",
     href: "https://www.policyengine.org/uk/research",
   },
+  niesr: {
+    label: "NIESR membership",
+    href: "https://niesr.ac.uk/membership/individual-membership",
+  },
+  localTargets: {
+    label: "Local targets",
+    href: `${ukBuild}/local_target_references.json`,
+  },
 } satisfies Record<string, Source>;
 
 export const steps = [
@@ -182,6 +190,123 @@ export const pipelineStages = [
   },
 ];
 
+// UK calibration targets at the pinned Microcosm commit, grouped from the
+// 31 target families in the national target references (1,231 rows) and the
+// six in the local ones (20,885 rows). "12 regions" means England's nine
+// regions plus Wales, Scotland and Northern Ireland; Universal Credit,
+// State Pension and most DWP rows are for Great Britain, with Northern
+// Ireland's from the Department for Communities.
+export type TargetGroup = {
+  targets: string;
+  level: string;
+  source: string;
+  rows: number;
+};
+
+export const nationalTargets: TargetGroup[] = [
+  { targets: "Population by age", level: "UK and its 12 regions", source: "ONS", rows: 149 },
+  { targets: "Households, by type", level: "UK", source: "ONS", rows: 10 },
+  { targets: "Taxpayers, income and income tax, by income band", level: "UK and its 12 regions", source: "HMRC personal income statistics", rows: 562 },
+  { targets: "Capital gains and gains taxpayers", level: "UK and its 12 regions", source: "HMRC", rows: 105 },
+  { targets: "Salary sacrifice and Tax-Free Childcare", level: "UK", source: "HMRC", rows: 10 },
+  { targets: "Tax receipts and benefit spending", level: "UK", source: "OBR", rows: 23 },
+  { targets: "Universal Credit households, by family and element", level: "Great Britain, Scotland", source: "DWP", rows: 118 },
+  { targets: "State Pension, Pension Credit and workplace pensions", level: "Great Britain and the 12 regions", source: "DWP, Department for Communities (NI)", rows: 74 },
+  { targets: "Other benefits, the benefit cap and two-child limit", level: "Great Britain", source: "DWP", rows: 43 },
+  { targets: "Council tax dwellings, by band", level: "English regions, Wales, Scotland", source: "MHCLG, Welsh and Scottish Governments", rows: 100 },
+  { targets: "Student loans and funded childcare", level: "England", source: "Student Loans Company, DfE", rows: 18 },
+  { targets: "Bus and rail support", level: "Nations and English regions", source: "DfT, ORR and devolved governments", rows: 10 },
+  { targets: "Land values, savings interest, energy spending and other totals", level: "UK, Scotland", source: "ONS, ISC, Scottish Government", rows: 9 },
+];
+
+export const localTargets: TargetGroup = {
+  targets: "Population, households, incomes, Universal Credit, council tax, tenure and rents",
+  level: "650 constituencies and 361 local authorities",
+  source: "ONS, HMRC, DWP, MHCLG and devolved governments",
+  rows: 20885,
+};
+
+export type Card = {
+  title: string;
+  date: string;
+  text: string;
+  href: string;
+  image: string;
+  alt: string;
+};
+
+const shot = (file: string) => `/screenshots/good-growth-foundation-2026/${file}`;
+
+// The eight newest UK items on policyengine.org/uk/research on 23 October
+// 2026, newest first; covers come from policyengine-app-v2's
+// website/public/assets/posts.
+export const publications: Card[] = [
+  {
+    title: "The Burnham plan vs the triple lock",
+    date: "16 October 2026",
+    text: "Budget impact to 2039-40, forecast paths and which households have less income.",
+    href: "https://www.policyengine.org/uk/triple-lock",
+    image: shot("uk-triple-lock.jpg"),
+    alt: "Cover image for the Burnham plan and triple lock analysis",
+  },
+  {
+    title: "Energy bills and the Autumn Budget 2026",
+    date: "14 October 2026",
+    text: "What households will pay for energy, and what support options would cost and reach.",
+    href: "https://www.policyengine.org/uk/energy-autumn-budget",
+    image: shot("energy-autumn-budget.jpg"),
+    alt: "Cover image for the energy bills and Autumn Budget 2026 dashboard",
+  },
+  {
+    title: "Our microsimulation package, published in JOSS",
+    date: "12 October 2026",
+    text: "The peer-reviewed paper on policyengine, the Python package behind PolicyEngine.",
+    href: "https://www.policyengine.org/uk/research/policyengine-joss-paper",
+    image: shot("policyengine-joss-paper-cover.webp"),
+    alt: "Cover image for the Journal of Open Source Software paper post",
+  },
+  {
+    title: "Targeted energy bill discount",
+    date: "5 October 2026",
+    text: "Cost, reach and distributional effects of the Resolution Foundation's proposal.",
+    href: "https://www.policyengine.org/uk/targeted-energy-discount",
+    image: shot("targeted-energy-discount.jpg"),
+    alt: "Cover image for the targeted energy bill discount dashboard",
+  },
+  {
+    title: "The Middle East war and UK living standards",
+    date: "25 September 2026",
+    text: "Energy, fuel and food price rises in 2027-28, with ten policy responses compared.",
+    href: "https://www.policyengine.org/uk/middle-east-war-living-standards",
+    image: shot("middle-east-war-living-standards.jpg"),
+    alt: "Cover image for the Middle East war and living standards dashboard",
+  },
+  {
+    title: "Marriage calculator",
+    date: "11 September 2026",
+    text: "A couple's taxes and benefits living together, against living apart.",
+    href: "https://www.policyengine.org/uk/marriage",
+    image: shot("marriage-calculator-uk.jpg"),
+    alt: "Cover image for the UK marriage calculator",
+  },
+  {
+    title: "Free childcare hours and a 75% subsidy",
+    date: "3 September 2026",
+    text: "15 free hours from nine months, with a subsidy replacing Tax-Free Childcare.",
+    href: "https://www.policyengine.org/uk/free-childcare-reform",
+    image: shot("free-childcare-reform.jpg"),
+    alt: "Cover image for the free childcare reform dashboard",
+  },
+  {
+    title: "Who bears the AI shock?",
+    date: "4 August 2026",
+    text: "AI employment, wage and capital shocks traced through the tax-benefit system.",
+    href: "https://www.policyengine.org/uk/research/uk-ai-study",
+    image: shot("uk-ai-study.jpg"),
+    alt: "Cover image for the UK AI incidence study",
+  },
+];
+
 // Targeted energy bill discount (uk-energy-reforms main 14bf3b0): the RF flat
 // option in 2026-27 on the Microcosm UK 2024-25 national release,
 // policyengine-uk 2.102.3. Figures match the dashboard's data file
@@ -233,8 +358,8 @@ export type User = {
 };
 
 // From the introduction deck's community slide, without the Good Growth
-// Foundation itself. The House of Lords card keeps its initials: the crowned
-// portcullis is a restricted mark.
+// Foundation itself, plus NIESR. Logos come from the introduction deck's
+// branch (House of Lords included) and policyengine-app-v2 (NIESR).
 export const users: User[] = [
   {
     name: "No 10 data science team",
@@ -244,6 +369,7 @@ export const users: User[] = [
   },
   {
     name: "House of Lords",
+    logo: "/logos/orgs/house-of-lords.svg",
     initials: "HL",
     source: sources.hansard,
   },
@@ -276,4 +402,10 @@ export const users: User[] = [
     initials: "NF",
     source: sources.nuffield,
   },
+  {
+    name: "National Institute of Economic and Social Research",
+    logo: "/logos/orgs/niesr.png",
+    initials: "NIESR",
+    source: sources.niesr,
+  },
 ];
diff --git a/slideshows/good-growth-foundation-2026/slides/deck.module.css b/slideshows/good-growth-foundation-2026/slides/deck.module.css
index 9d16d178..6ba30ff1 100644
--- a/slideshows/good-growth-foundation-2026/slides/deck.module.css
+++ b/slideshows/good-growth-foundation-2026/slides/deck.module.css
@@ -756,3 +756,319 @@
     font-size: 0.85rem;
   }
 }
+
+/* Microsimulation walkthrough: one table that fills in over six steps. Cells
+   not yet revealed keep their space, so the table never jumps. */
+.microsim {
+  margin-top: 0.5rem;
+}
+
+.msGroups,
+.msRow {
+  display: grid;
+  grid-template-columns: repeat(8, minmax(0, 1fr));
+  column-gap: 0.4rem;
+}
+
+.msGroups {
+  margin-bottom: 0.6rem;
+}
+
+.msGroup {
+  border-radius: 0.4rem;
+  background: color-mix(in srgb, var(--pe-teal) 75%, white);
+  padding: 0.35rem 0.5rem;
+  color: white;
+  font-size: 1.05rem;
+  font-weight: 700;
+  text-align: center;
+}
+
+.msTable {
+  display: grid;
+  row-gap: 0.3rem;
+}
+
+.msHead {
+  display: flex;
+  min-height: 3.6rem;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  border-radius: 0.3rem;
+  padding: 0.35rem 0.4rem;
+  color: white;
+  font-size: 1rem;
+  font-weight: 600;
+  line-height: 1.2;
+  text-align: center;
+}
+
+.msHead em {
+  font-size: 0.8rem;
+  font-weight: 400;
+  opacity: 0.85;
+}
+
+.msHead_household,
+.msHead_weight {
+  background: var(--pe-dark);
+}
+
+.msHead_baseline {
+  background: var(--color-gray-600);
+}
+
+.msHead_reform {
+  background: var(--color-teal-700);
+}
+
+.msCell {
+  border-radius: 0.3rem;
+  padding: 0.45rem 0.4rem;
+  color: var(--color-gray-700);
+  font-size: 1.1rem;
+  font-variant-numeric: tabular-nums;
+  text-align: center;
+}
+
+.msCell_baseline {
+  background: var(--color-gray-100);
+}
+
+.msCell_reform {
+  background: color-mix(in srgb, var(--pe-teal) 10%, white);
+}
+
+.msChange {
+  color: var(--pe-dark);
+  font-weight: 700;
+}
+
+.msEllipsis {
+  padding-top: 0;
+  padding-bottom: 0;
+  background: transparent;
+  color: var(--color-gray-400);
+}
+
+.msTotal .msCell {
+  border-top: 2px solid var(--color-gray-300);
+  color: var(--pe-dark);
+  font-weight: 700;
+}
+
+.msHidden {
+  visibility: hidden;
+}
+
+.msGroup:not(.msHidden),
+.msHead:not(.msHidden),
+.msCell:not(.msHidden) {
+  animation: msReveal 300ms ease-out;
+}
+
+@keyframes msReveal {
+  from {
+    opacity: 0;
+    transform: translateY(4px);
+  }
+
+  to {
+    opacity: 1;
+    transform: none;
+  }
+}
+
+.msCaption {
+  display: flex;
+  align-items: center;
+  gap: 0.9rem;
+  margin-top: 1.5rem;
+  border-left: 4px solid var(--pe-teal);
+  padding-left: 1rem;
+  color: var(--pe-dark);
+  font-size: 1.4rem;
+  line-height: 1.35;
+}
+
+.msCaption span {
+  display: inline-flex;
+  width: 2.1rem;
+  height: 2.1rem;
+  flex-shrink: 0;
+  align-items: center;
+  justify-content: center;
+  border-radius: 9999px;
+  background: var(--pe-teal);
+  color: white;
+  font-size: 1rem;
+  font-weight: 700;
+}
+
+.msNote {
+  margin-top: 0.9rem;
+  color: var(--color-gray-500);
+  font-size: 0.95rem;
+}
+
+/* Calibration targets table. */
+.targetTable {
+  overflow: hidden;
+  border: 1px solid var(--color-gray-200);
+  border-radius: 0.5rem;
+}
+
+.targetRow {
+  display: grid;
+  grid-template-columns: 2.7fr 1.6fr 2fr 0.5fr;
+  align-items: baseline;
+  gap: 1rem;
+  border-top: 1px solid var(--color-gray-100);
+  padding: 0.4rem 1.25rem;
+  color: var(--color-gray-700);
+  font-size: 1.02rem;
+  line-height: 1.3;
+}
+
+.targetHead {
+  border-top: 0;
+  background: var(--bg-secondary);
+  color: var(--pe-dark);
+  font-size: 0.78rem;
+  font-weight: 700;
+  letter-spacing: 0.12em;
+  text-transform: uppercase;
+}
+
+.targetTotal {
+  border-top: 2px solid var(--color-gray-200);
+  background: var(--pe-light);
+  color: var(--pe-dark);
+  font-weight: 700;
+}
+
+.targetLocal {
+  border-top: 2px solid var(--color-gray-200);
+  background: color-mix(in srgb, var(--pe-amber) 8%, white);
+}
+
+.targetBadge {
+  display: inline-block;
+  margin-left: 0.5rem;
+  border-radius: 9999px;
+  background: color-mix(in srgb, var(--pe-amber) 20%, white);
+  padding: 0.05rem 0.55rem;
+  color: var(--pe-dark);
+  font-size: 0.75rem;
+  font-weight: 700;
+  letter-spacing: 0.04em;
+  text-transform: uppercase;
+}
+
+/* Recent research: a 4 x 2 grid of cards with even covers. */
+.compactCover {
+  aspect-ratio: 16 / 9;
+  height: auto;
+  max-height: 15vh;
+}
+
+@media (max-height: 1000px) {
+  .msGroup {
+    padding: 0.25rem 0.4rem;
+    font-size: 0.92rem;
+  }
+
+  .msHead {
+    min-height: 3rem;
+    font-size: 0.88rem;
+  }
+
+  .msHead em {
+    font-size: 0.72rem;
+  }
+
+  .msCell {
+    padding: 0.32rem 0.35rem;
+    font-size: 0.98rem;
+  }
+
+  .msCaption {
+    margin-top: 1rem;
+    font-size: 1.2rem;
+  }
+
+  .msNote {
+    margin-top: 0.6rem;
+    font-size: 0.88rem;
+  }
+
+  .targetRow {
+    padding: 0.22rem 1.1rem;
+    font-size: 0.9rem;
+  }
+
+  .targetHead {
+    font-size: 0.7rem;
+  }
+
+  .targetBadge {
+    font-size: 0.66rem;
+  }
+
+  .compactCover {
+    max-height: 12vh;
+  }
+}
+
+@media (max-height: 760px) {
+  .msGroups {
+    margin-bottom: 0.4rem;
+  }
+
+  .msHead {
+    min-height: 2.6rem;
+    font-size: 0.8rem;
+  }
+
+  .msCell {
+    padding: 0.25rem 0.3rem;
+    font-size: 0.9rem;
+  }
+
+  .msCaption {
+    margin-top: 0.7rem;
+    font-size: 1.05rem;
+  }
+
+  .msCaption span {
+    width: 1.7rem;
+    height: 1.7rem;
+    font-size: 0.85rem;
+  }
+
+  .msNote {
+    font-size: 0.8rem;
+  }
+
+  .targetRow {
+    gap: 0.75rem;
+    padding: 0.15rem 1rem;
+    font-size: 0.8rem;
+  }
+
+  .targetHead {
+    font-size: 0.64rem;
+  }
+
+  .compactCover {
+    max-height: 9vh;
+  }
+
+  .compactText {
+    display: -webkit-box;
+    -webkit-line-clamp: 2;
+    -webkit-box-orient: vertical;
+    overflow: hidden;
+  }
+}
diff --git a/slideshows/good-growth-foundation-2026/slides/figures.tsx b/slideshows/good-growth-foundation-2026/slides/figures.tsx
index c4d35114..c6c2dd4b 100644
--- a/slideshows/good-growth-foundation-2026/slides/figures.tsx
+++ b/slideshows/good-growth-foundation-2026/slides/figures.tsx
@@ -1,4 +1,10 @@
-import { energyDeciles, energyRegions, pipelineStages } from "../content";
+import {
+  energyDeciles,
+  energyRegions,
+  localTargets,
+  nationalTargets,
+  pipelineStages,
+} from "../content";
 import styles from "./deck.module.css";
 
 // The pipeline layout follows the Scottish Government deck's PipelineGraph,
@@ -107,3 +113,47 @@ export function DecileChart() {
     </figure>
   );
 }
+
+const count = (n: number) => n.toLocaleString("en-GB");
+
+// UK calibration targets: the national release's groups, a total, then the
+// local-area build's rows, which are still being validated.
+export function TargetTable() {
+  const national = nationalTargets.reduce((sum, row) => sum + row.rows, 0);
+  return (
+    <div className={styles.targetTable}>
+      <div className={`${styles.targetRow} ${styles.targetHead}`}>
+        <div>Targets</div>
+        <div>Binds at</div>
+        <div>Source</div>
+        <div className="text-right">Rows</div>
+      </div>
+      {nationalTargets.map((row) => (
+        <div key={row.targets} className={styles.targetRow}>
+          <div className="font-semibold text-pe-dark">{row.targets}</div>
+          <div>{row.level}</div>
+          <div className="text-gray-600">{row.source}</div>
+          <div className="text-right tabular-nums">{count(row.rows)}</div>
+        </div>
+      ))}
+      <div className={`${styles.targetRow} ${styles.targetTotal}`}>
+        <div>National release</div>
+        <div />
+        <div />
+        <div className="text-right tabular-nums">{count(national)}</div>
+      </div>
+      <div className={`${styles.targetRow} ${styles.targetLocal}`}>
+        <div>
+          <span className="font-semibold text-pe-dark">Local-area build: </span>
+          {localTargets.targets}
+        </div>
+        <div>
+          {localTargets.level}
+          <span className={styles.targetBadge}>In validation</span>
+        </div>
+        <div className="text-gray-600">{localTargets.source}</div>
+        <div className="text-right tabular-nums">{count(localTargets.rows)}</div>
+      </div>
+    </div>
+  );
+}
diff --git a/slideshows/good-growth-foundation-2026/slides/index.tsx b/slideshows/good-growth-foundation-2026/slides/index.tsx
index 070f8cdf..42f413d9 100644
--- a/slideshows/good-growth-foundation-2026/slides/index.tsx
+++ b/slideshows/good-growth-foundation-2026/slides/index.tsx
@@ -17,13 +17,16 @@ import { speakers } from "@/lib/speakers";
 import {
   coverage,
   energyHeadline,
+  publications,
   sources,
   steps,
   users,
+  type Card,
   type Source,
 } from "../content";
 import styles from "./deck.module.css";
-import { DecileChart, PipelineGraph, RegionEligibilityChart } from "./figures";
+import { DecileChart, PipelineGraph, RegionEligibilityChart, TargetTable } from "./figures";
+import { MicrosimWalkthrough } from "./microsim";
 
 const sections = {
   model: "The model",
@@ -203,6 +206,17 @@ export function HowSlide() {
   );
 }
 
+export function MicrosimSlide() {
+  return (
+    <Frame
+      title="How microsimulation works"
+      subtitle="The same rules applied to every household, then weighted up to the whole country"
+    >
+      <MicrosimWalkthrough />
+    </Frame>
+  );
+}
+
 export function CoverageSlide() {
   return (
     <Frame
@@ -249,6 +263,20 @@ export function PipelineSlide() {
   );
 }
 
+export function TargetsSlide() {
+  return (
+    <Frame
+      section={sections.data}
+      title="What the weights are calibrated to"
+      subtitle="Official statistics in the Microcosm UK build, the level at which each binds, and who publishes it"
+      center
+      references={[sources.nationalTargets, sources.localTargets]}
+    >
+      <TargetTable />
+    </Frame>
+  );
+}
+
 export function EnergyDiscountSlide() {
   const h = energyHeadline;
   return (
@@ -279,6 +307,48 @@ export function EnergyDiscountSlide() {
   );
 }
 
+function CompactTile({ item }: { item: Card }) {
+  return (
+    <ExternalLink
+      href={item.href}
+      className="group flex flex-col overflow-hidden border border-gray-200 bg-white hover:no-underline"
+    >
+      <Image
+        src={item.image}
+        alt={item.alt}
+        width={800}
+        height={450}
+        className={`${styles.compactCover} w-full object-cover`}
+      />
+      <div className={`${styles.compactBody} flex-1 border-l-4 border-pe-teal px-3 py-2`}>
+        <p className="text-xs text-gray-500">{item.date}</p>
+        <h2 className="mt-0.5 text-base font-semibold leading-snug text-pe-dark group-hover:underline">
+          {item.title}
+        </h2>
+        <p className={`${styles.compactText} mt-1 text-sm leading-snug text-gray-600`}>
+          {item.text}
+        </p>
+      </div>
+    </ExternalLink>
+  );
+}
+
+export function PublicationsSlide() {
+  return (
+    <Frame
+      title="Recent UK research"
+      subtitle="The newest analysis and tools on policyengine.org/uk/research"
+      references={[sources.research]}
+    >
+      <div className="grid grid-cols-4 gap-4">
+        {publications.map((item) => (
+          <CompactTile key={item.href} item={item} />
+        ))}
+      </div>
+    </Frame>
+  );
+}
+
 export function UsersSlide() {
   return (
     <Frame
diff --git a/slideshows/good-growth-foundation-2026/slides/microsim.tsx b/slideshows/good-growth-foundation-2026/slides/microsim.tsx
new file mode 100644
index 00000000..a3c9e2b5
--- /dev/null
+++ b/slideshows/good-growth-foundation-2026/slides/microsim.tsx
@@ -0,0 +1,139 @@
+"use client";
+
+import { useSlideshowContextSafe } from "@/components/core/SlideshowContext";
+import styles from "./deck.module.css";
+
+// A walkthrough of microsimulation in six build steps, after the UK event
+// 2025 deck (model-scope, slide 2): one household under current law, the
+// reform, behaviour, more households, weights, then weighted totals. The
+// households and figures are illustrative, not survey records or estimates.
+export const MICROSIM_STEPS = 6;
+
+type Column = {
+  key: string;
+  label: string;
+  note?: string;
+  step: number;
+  kind: "household" | "baseline" | "reform" | "weight";
+};
+
+const columns: Column[] = [
+  { key: "earnings", label: "Earnings", step: 1, kind: "household" },
+  { key: "children", label: "Children", step: 1, kind: "household" },
+  { key: "baseline", label: "Net tax", note: "Current law", step: 1, kind: "baseline" },
+  { key: "static", label: "Net tax", note: "Reform", step: 2, kind: "reform" },
+  { key: "earningsChange", label: "Change in earnings", step: 3, kind: "reform" },
+  { key: "behaviour", label: "Net tax", note: "With behaviour", step: 3, kind: "reform" },
+  { key: "change", label: "Change in net tax", step: 3, kind: "reform" },
+  { key: "weight", label: "Weight", note: "Households like it", step: 5, kind: "weight" },
+];
+
+const households: { step: number; cells: Record<string, string> }[] = [
+  {
+    step: 1,
+    cells: {
+      earnings: "£100,000", children: "0", baseline: "£31,440", static: "£30,690",
+      earningsChange: "−£100", behaviour: "£30,650", change: "−£790", weight: "0.4m",
+    },
+  },
+  {
+    step: 4,
+    cells: {
+      earnings: "£45,000", children: "2", baseline: "£6,740", static: "£6,090",
+      earningsChange: "+£200", behaviour: "£6,150", change: "−£590", weight: "1.1m",
+    },
+  },
+  {
+    step: 4,
+    cells: {
+      earnings: "£20,000", children: "1", baseline: "−£9,330", static: "−£9,400",
+      earningsChange: "£0", behaviour: "−£9,400", change: "−£70", weight: "0.3m",
+    },
+  },
+];
+
+const totals: Record<string, string> = {
+  earnings: "Total", children: "", baseline: "£300bn", static: "£286bn",
+  earningsChange: "+£2bn", behaviour: "£287bn", change: "−£13bn", weight: "29.4m",
+};
+
+const groups = [
+  { label: "Households", step: 4, span: "1 / 3" },
+  { label: "Policies", step: 2, span: "3 / 5" },
+  { label: "Behaviour", step: 3, span: "5 / 8" },
+];
+
+const captions = [
+  "Start with one household and calculate its taxes and benefits under current law.",
+  "Apply the reform: the same household, recalculated under the new rules.",
+  "Add behaviour: if people work a little more or less, their taxes change again.",
+  "Repeat for every household in the data, each with its own circumstances.",
+  "Weight each household by how many similar households it stands for.",
+  "Add up: the weighted totals give the cost, and the rows give who gains and loses.",
+];
+
+export function MicrosimWalkthrough() {
+  const ctx = useSlideshowContextSafe();
+  const step = ctx?.buildStep ?? MICROSIM_STEPS;
+  const shown = (from: number) => (step >= from ? "" : styles.msHidden);
+  return (
+    <div className={styles.microsim}>
+      <div className={styles.msGroups}>
+        {groups.map((g) => (
+          <span key={g.label} className={`${styles.msGroup} ${shown(g.step)}`} style={{ gridColumn: g.span, gridRow: 1 }}>
+            {g.label}
+          </span>
+        ))}
+      </div>
+      <div className={styles.msTable} role="table" aria-label="Illustrative microsimulation">
+        <div className={styles.msRow} role="row">
+          {columns.map((c) => (
+            <div key={c.key} role="columnheader" className={`${styles.msHead} ${styles[`msHead_${c.kind}`]} ${shown(c.step)}`}>
+              <span>{c.label}</span>
+              {c.note && <em>{c.note}</em>}
+            </div>
+          ))}
+        </div>
+        {households.map((h, i) => (
+          <div key={i} className={`${styles.msRow} ${shown(h.step)}`} role="row">
+            {columns.map((c) => (
+              <div
+                key={c.key}
+                role="cell"
+                className={`${styles.msCell} ${styles[`msCell_${c.kind}`]} ${c.key === "change" ? styles.msChange : ""} ${shown(c.step)}`}
+              >
+                {h.cells[c.key]}
+              </div>
+            ))}
+          </div>
+        ))}
+        <div className={`${styles.msRow} ${shown(4)}`} role="row">
+          {columns.map((c) => (
+            <div key={c.key} role="cell" className={`${styles.msCell} ${styles.msEllipsis} ${shown(c.step)}`}>
+              …
+            </div>
+          ))}
+        </div>
+        <div className={`${styles.msRow} ${styles.msTotal} ${shown(6)}`} role="row">
+          {columns.map((c) => (
+            <div
+              key={c.key}
+              role="cell"
+              className={`${styles.msCell} ${c.key === "change" ? styles.msChange : ""} ${shown(c.step)}`}
+            >
+              {totals[c.key]}
+            </div>
+          ))}
+        </div>
+      </div>
+      <p className={styles.msCaption}>
+        <span>{Math.min(step, MICROSIM_STEPS)}</span>
+        {captions[Math.min(step, MICROSIM_STEPS) - 1]}
+      </p>
+      <p className={styles.msNote}>
+        Illustrative households and figures, not survey records or PolicyEngine
+        estimates. Net tax is taxes paid minus benefits received.
+      </p>
+    </div>
+  );
+}

From 9d1b0f00a862ac326a3d68faf2659ae0e46e80f9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Fri, 23 Oct 2026 11:00:01 +0100
Subject: [PATCH 3/5] Show the local-area dataset's targets beside the national
 ones

The local-area dataset is published, so the deck no longer calls it in
validation. The target table now lists constituencies and local authorities
among the levels each target binds at, with one row count for the national
dataset and one for the local-area dataset, which binds every national
target as well as its own. The pipeline's local stage and the How it works
slide say the same.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../good-growth-foundation-2026/README.md     |  7 +--
 .../good-growth-foundation-2026/content.ts    | 48 +++++++++----------
 .../slides/deck.module.css                    | 36 ++++++--------
 .../slides/figures.tsx                        | 37 ++++++--------
 .../slides/index.tsx                          |  3 +-
 5 files changed, 60 insertions(+), 71 deletions(-)

diff --git a/slideshows/good-growth-foundation-2026/README.md b/slideshows/good-growth-foundation-2026/README.md
index 2cf1d11b..22bc26fe 100644
--- a/slideshows/good-growth-foundation-2026/README.md
+++ b/slideshows/good-growth-foundation-2026/README.md
@@ -38,9 +38,10 @@ Figures and sources:
 - The pipeline and target table cite Microcosm at the commit the Scottish
   Government deck used (main on 8 October 2026). The table groups the 31
   families of the national target references (1,231 rows) and the six of the
-  local ones (20,885 rows, for the local-area build still in validation).
-  The national file has held over 1,000 rows in every build since the
-  4 October release.
+  local ones (20,885 rows), with one row count for each dataset: the
+  local-area dataset binds every national target as well as its own. The
+  national file has held over 1,000 rows in every build since the 4 October
+  release.
 - The energy figures are the Resolution Foundation's flat option in 2026-27
   from uk-energy-reforms 14bf3b0 (Microcosm UK 2024-25 national release,
   policyengine-uk 2.102.3), and match the dashboard's data file. The slide
diff --git a/slideshows/good-growth-foundation-2026/content.ts b/slideshows/good-growth-foundation-2026/content.ts
index 62371bd0..88ba9144 100644
--- a/slideshows/good-growth-foundation-2026/content.ts
+++ b/slideshows/good-growth-foundation-2026/content.ts
@@ -106,7 +106,7 @@ export const steps = [
   },
   {
     title: "The results",
-    text: "Change a rule and see who gains and loses: for one family, for the whole country, by income group and by region.",
+    text: "Change a rule and see who gains and loses: for one family, for the whole country, by income group, region and constituency.",
   },
 ];
 
@@ -180,7 +180,7 @@ export const pipelineStages = [
   },
   {
     title: "Place in local areas",
-    adds: "Local-area build, in validation: a small area, council and constituency for each household",
+    adds: "For the local-area dataset: a small area, council and constituency for each household",
     sources: ["Census small areas (ONS, NRS and NISRA)"],
   },
   {
@@ -195,36 +195,36 @@ export const pipelineStages = [
 // six in the local ones (20,885 rows). "12 regions" means England's nine
 // regions plus Wales, Scotland and Northern Ireland; Universal Credit,
 // State Pension and most DWP rows are for Great Britain, with Northern
-// Ireland's from the Department for Communities.
+// Ireland's from the Department for Communities. The local-area dataset binds
+// every national row as well as its own (microcosm full_targets.py: the local
+// line binds the national register), so its column adds the two.
 export type TargetGroup = {
   targets: string;
   level: string;
   source: string;
-  rows: number;
+  national: number;
+  local: number;
 };
 
-export const nationalTargets: TargetGroup[] = [
-  { targets: "Population by age", level: "UK and its 12 regions", source: "ONS", rows: 149 },
-  { targets: "Households, by type", level: "UK", source: "ONS", rows: 10 },
-  { targets: "Taxpayers, income and income tax, by income band", level: "UK and its 12 regions", source: "HMRC personal income statistics", rows: 562 },
-  { targets: "Capital gains and gains taxpayers", level: "UK and its 12 regions", source: "HMRC", rows: 105 },
-  { targets: "Salary sacrifice and Tax-Free Childcare", level: "UK", source: "HMRC", rows: 10 },
-  { targets: "Tax receipts and benefit spending", level: "UK", source: "OBR", rows: 23 },
-  { targets: "Universal Credit households, by family and element", level: "Great Britain, Scotland", source: "DWP", rows: 118 },
-  { targets: "State Pension, Pension Credit and workplace pensions", level: "Great Britain and the 12 regions", source: "DWP, Department for Communities (NI)", rows: 74 },
-  { targets: "Other benefits, the benefit cap and two-child limit", level: "Great Britain", source: "DWP", rows: 43 },
-  { targets: "Council tax dwellings, by band", level: "English regions, Wales, Scotland", source: "MHCLG, Welsh and Scottish Governments", rows: 100 },
-  { targets: "Student loans and funded childcare", level: "England", source: "Student Loans Company, DfE", rows: 18 },
-  { targets: "Bus and rail support", level: "Nations and English regions", source: "DfT, ORR and devolved governments", rows: 10 },
-  { targets: "Land values, savings interest, energy spending and other totals", level: "UK, Scotland", source: "ONS, ISC, Scottish Government", rows: 9 },
+export const targetGroups: TargetGroup[] = [
+  { targets: "Population by age", level: "UK, 12 regions, constituencies, LAs", source: "ONS", national: 149, local: 149 + 8072 },
+  { targets: "Households, by type and number", level: "UK, constituencies, LAs", source: "ONS, Census", national: 10, local: 10 + 1011 },
+  { targets: "Taxpayers, income and tax, by band", level: "UK, 12 regions, constituencies, LAs", source: "HMRC personal income statistics", national: 562, local: 562 + 4031 },
+  { targets: "Capital gains and gains taxpayers", level: "UK, 12 regions", source: "HMRC", national: 105, local: 105 },
+  { targets: "Salary sacrifice and Tax-Free Childcare", level: "UK", source: "HMRC", national: 10, local: 10 },
+  { targets: "Tax receipts and benefit spending", level: "UK", source: "OBR", national: 23, local: 23 },
+  { targets: "Universal Credit households", level: "Great Britain, Scotland, constituencies, LAs", source: "DWP", national: 118, local: 118 + 3508 },
+  { targets: "Pensions and Pension Credit", level: "Great Britain, 12 regions", source: "DWP, DfC (Northern Ireland)", national: 74, local: 74 },
+  { targets: "Other benefits, benefit cap, two-child limit", level: "Great Britain", source: "DWP", national: 43, local: 43 },
+  { targets: "Council tax dwellings, by band", level: "English regions, Wales, Scotland, LAs", source: "MHCLG and devolved governments", national: 100, local: 100 + 2511 },
+  { targets: "Housing tenure and private rents", level: "LAs", source: "ONS", national: 0, local: 1752 },
+  { targets: "Student loans and funded childcare", level: "England", source: "Student Loans Company, DfE", national: 18, local: 18 },
+  { targets: "Bus and rail support", level: "Nations, English regions", source: "DfT, ORR, devolved governments", national: 10, local: 10 },
+  { targets: "Land values, energy spending, other totals", level: "UK, Scotland", source: "ONS, ISC, Scottish Government", national: 9, local: 9 },
 ];
 
-export const localTargets: TargetGroup = {
-  targets: "Population, households, incomes, Universal Credit, council tax, tenure and rents",
-  level: "650 constituencies and 361 local authorities",
-  source: "ONS, HMRC, DWP, MHCLG and devolved governments",
-  rows: 20885,
-};
+/** Rows the local-area dataset binds for constituencies and local authorities. */
+export const localAreaRows = 20885;
 
 export type Card = {
   title: string;
diff --git a/slideshows/good-growth-foundation-2026/slides/deck.module.css b/slideshows/good-growth-foundation-2026/slides/deck.module.css
index 6ba30ff1..7b6445b0 100644
--- a/slideshows/good-growth-foundation-2026/slides/deck.module.css
+++ b/slideshows/good-growth-foundation-2026/slides/deck.module.css
@@ -921,7 +921,7 @@
 
 .targetRow {
   display: grid;
-  grid-template-columns: 2.7fr 1.6fr 2fr 0.5fr;
+  grid-template-columns: 2.3fr 2.3fr 1.8fr 0.9fr 0.9fr;
   align-items: baseline;
   gap: 1rem;
   border-top: 1px solid var(--color-gray-100);
@@ -948,23 +948,7 @@
   font-weight: 700;
 }
 
-.targetLocal {
-  border-top: 2px solid var(--color-gray-200);
-  background: color-mix(in srgb, var(--pe-amber) 8%, white);
-}
 
-.targetBadge {
-  display: inline-block;
-  margin-left: 0.5rem;
-  border-radius: 9999px;
-  background: color-mix(in srgb, var(--pe-amber) 20%, white);
-  padding: 0.05rem 0.55rem;
-  color: var(--pe-dark);
-  font-size: 0.75rem;
-  font-weight: 700;
-  letter-spacing: 0.04em;
-  text-transform: uppercase;
-}
 
 /* Recent research: a 4 x 2 grid of cards with even covers. */
 .compactCover {
@@ -1004,7 +988,7 @@
   }
 
   .targetRow {
-    padding: 0.22rem 1.1rem;
+    padding: 0.2rem 1.1rem;
     font-size: 0.9rem;
   }
 
@@ -1012,9 +996,6 @@
     font-size: 0.7rem;
   }
 
-  .targetBadge {
-    font-size: 0.66rem;
-  }
 
   .compactCover {
     max-height: 12vh;
@@ -1072,3 +1053,16 @@
     overflow: hidden;
   }
 }
+
+.tableNote {
+  margin-top: 0.75rem;
+  color: var(--color-gray-500);
+  font-size: 1rem;
+}
+
+@media (max-height: 760px) {
+  .tableNote {
+    margin-top: 0.4rem;
+    font-size: 0.85rem;
+  }
+}
diff --git a/slideshows/good-growth-foundation-2026/slides/figures.tsx b/slideshows/good-growth-foundation-2026/slides/figures.tsx
index c6c2dd4b..a54d4974 100644
--- a/slideshows/good-growth-foundation-2026/slides/figures.tsx
+++ b/slideshows/good-growth-foundation-2026/slides/figures.tsx
@@ -1,9 +1,8 @@
 import {
   energyDeciles,
   energyRegions,
-  localTargets,
-  nationalTargets,
   pipelineStages,
+  targetGroups,
 } from "../content";
 import styles from "./deck.module.css";
 
@@ -114,45 +113,39 @@ export function DecileChart() {
   );
 }
 
-const count = (n: number) => n.toLocaleString("en-GB");
+const count = (n: number) => (n === 0 ? "–" : n.toLocaleString("en-GB"));
 
-// UK calibration targets: the national release's groups, a total, then the
-// local-area build's rows, which are still being validated.
+// UK calibration targets: what each group binds at and who publishes it, with
+// the rows bound by the national dataset and by the local-area dataset.
 export function TargetTable() {
-  const national = nationalTargets.reduce((sum, row) => sum + row.rows, 0);
+  const national = targetGroups.reduce((sum, row) => sum + row.national, 0);
+  const local = targetGroups.reduce((sum, row) => sum + row.local, 0);
   return (
     <div className={styles.targetTable}>
       <div className={`${styles.targetRow} ${styles.targetHead}`}>
         <div>Targets</div>
         <div>Binds at</div>
         <div>Source</div>
-        <div className="text-right">Rows</div>
+        <div className="text-right">National dataset</div>
+        <div className="text-right">Local-area dataset</div>
       </div>
-      {nationalTargets.map((row) => (
+      {targetGroups.map((row) => (
         <div key={row.targets} className={styles.targetRow}>
           <div className="font-semibold text-pe-dark">{row.targets}</div>
           <div>{row.level}</div>
           <div className="text-gray-600">{row.source}</div>
-          <div className="text-right tabular-nums">{count(row.rows)}</div>
+          <div className={`text-right tabular-nums ${row.national === 0 ? "text-gray-300" : ""}`}>
+            {count(row.national)}
+          </div>
+          <div className="text-right tabular-nums">{count(row.local)}</div>
         </div>
       ))}
       <div className={`${styles.targetRow} ${styles.targetTotal}`}>
-        <div>National release</div>
+        <div>Total</div>
         <div />
         <div />
         <div className="text-right tabular-nums">{count(national)}</div>
-      </div>
-      <div className={`${styles.targetRow} ${styles.targetLocal}`}>
-        <div>
-          <span className="font-semibold text-pe-dark">Local-area build: </span>
-          {localTargets.targets}
-        </div>
-        <div>
-          {localTargets.level}
-          <span className={styles.targetBadge}>In validation</span>
-        </div>
-        <div className="text-gray-600">{localTargets.source}</div>
-        <div className="text-right tabular-nums">{count(localTargets.rows)}</div>
+        <div className="text-right tabular-nums">{count(local)}</div>
       </div>
     </div>
   );
diff --git a/slideshows/good-growth-foundation-2026/slides/index.tsx b/slideshows/good-growth-foundation-2026/slides/index.tsx
index 42f413d9..aa2cd1ab 100644
--- a/slideshows/good-growth-foundation-2026/slides/index.tsx
+++ b/slideshows/good-growth-foundation-2026/slides/index.tsx
@@ -17,6 +17,7 @@ import { speakers } from "@/lib/speakers";
 import {
   coverage,
   energyHeadline,
+  localAreaRows,
   publications,
   sources,
   steps,
@@ -268,7 +269,7 @@ export function TargetsSlide() {
     <Frame
       section={sections.data}
       title="What the weights are calibrated to"
-      subtitle="Official statistics in the Microcosm UK build, the level at which each binds, and who publishes it"
+      subtitle={`The local-area dataset binds every national target plus ${localAreaRows.toLocaleString("en-GB")} for 650 constituencies and 361 local authorities (LAs)`}
       center
       references={[sources.nationalTargets, sources.localTargets]}
     >

From a5bb43c6819b0f6b0a29a1192c8174a098f3cb21 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Fri, 23 Oct 2026 12:37:43 +0100
Subject: [PATCH 4/5] Merge the GGF deck's What PolicyEngine is and How it
 works slides

One slide now carries the rules, the households and the results, with the
open-code banner underneath; the results card takes in the old "pick a
policy, one household, the whole country" cards. The deck has 10 slides.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../good-growth-foundation-2026/README.md     | 28 +++----
 .../good-growth-foundation-2026/config.ts     |  2 -
 .../good-growth-foundation-2026/content.ts    |  2 +-
 .../slides/index.tsx                          | 81 ++++++-------------
 4 files changed, 41 insertions(+), 72 deletions(-)

diff --git a/slideshows/good-growth-foundation-2026/README.md b/slideshows/good-growth-foundation-2026/README.md
index 22bc26fe..ea715de0 100644
--- a/slideshows/good-growth-foundation-2026/README.md
+++ b/slideshows/good-growth-foundation-2026/README.md
@@ -1,25 +1,25 @@
 # PolicyEngine UK: an introduction, 23 October 2026
 
-11 slides at `/slides/good-growth-foundation-2026`: an introduction to
+10 slides at `/slides/good-growth-foundation-2026`: an introduction to
 PolicyEngine UK for the Good Growth Foundation, for a 20 to 30 minute slot.
 
 1. Title
-2. What PolicyEngine is
-3. How it works
-4. How microsimulation works (six build steps)
-5. What the UK model covers
-6. From surveys to a population that represents the UK (the data)
-7. What the weights are calibrated to (UK calibration targets)
-8. A targeted energy bill discount (an analysis example)
-9. Recent UK research
-10. Who uses PolicyEngine UK
-11. Thank you
+2. What PolicyEngine is (the rules, the households and the results)
+3. How microsimulation works (six build steps)
+4. What the UK model covers
+5. From surveys to a population that represents the UK (the data)
+6. What the weights are calibrated to (UK calibration targets)
+7. A targeted energy bill discount (an analysis example)
+8. Recent UK research
+9. Who uses PolicyEngine UK
+10. Thank you
 
-Slides 2, 3 and 10 come from the 9 October introduction deck
-(`introduction-2026`, policyengine-slides #77). Slides 6 and 8 come from the
+Slides 2 and 9 come from the 9 October introduction deck
+(`introduction-2026`, policyengine-slides #77); slide 2 merges its "What
+PolicyEngine is" and "How it works" slides. Slides 5 and 7 come from the
 Scottish Government deck of the same day (`scottish-government-2026`), told
 for the whole UK: the pipeline drops the Scotland-only stage, and the decile
-chart covers Great Britain. Slide 4 follows the microsimulation walkthrough in
+chart covers Great Britain. Slide 3 follows the microsimulation walkthrough in
 the UK event 2025 deck (`model-scope`, slide 2), with illustrative households
 and figures rather than survey records.
 
diff --git a/slideshows/good-growth-foundation-2026/config.ts b/slideshows/good-growth-foundation-2026/config.ts
index e4a9b84f..125b1f5e 100644
--- a/slideshows/good-growth-foundation-2026/config.ts
+++ b/slideshows/good-growth-foundation-2026/config.ts
@@ -3,7 +3,6 @@ import {
   ClosingSlide,
   CoverageSlide,
   EnergyDiscountSlide,
-  HowSlide,
   MicrosimSlide,
   PipelineSlide,
   PublicationsSlide,
@@ -25,7 +24,6 @@ export const goodGrowthFoundation2026Config: SlideshowConfig = {
   slides: [
     TitleSlide,
     WhatSlide,
-    HowSlide,
     { component: MicrosimSlide, builds: MICROSIM_STEPS },
     CoverageSlide,
     PipelineSlide,
diff --git a/slideshows/good-growth-foundation-2026/content.ts b/slideshows/good-growth-foundation-2026/content.ts
index 88ba9144..faf6b414 100644
--- a/slideshows/good-growth-foundation-2026/content.ts
+++ b/slideshows/good-growth-foundation-2026/content.ts
@@ -106,7 +106,7 @@ export const steps = [
   },
   {
     title: "The results",
-    text: "Change a rule and see who gains and loses: for one family, for the whole country, by income group, region and constituency.",
+    text: "Pick a policy and see who gains and loses: how much one family gains or loses, the cost to government, and the effects by income group, region and constituency.",
   },
 ];
 
diff --git a/slideshows/good-growth-foundation-2026/slides/index.tsx b/slideshows/good-growth-foundation-2026/slides/index.tsx
index aa2cd1ab..373611b7 100644
--- a/slideshows/good-growth-foundation-2026/slides/index.tsx
+++ b/slideshows/good-growth-foundation-2026/slides/index.tsx
@@ -1,11 +1,11 @@
 import type { ReactNode } from "react";
 import {
-  IconAdjustments,
   IconBrandGithub,
   IconBrandLinkedin,
+  IconChartBar,
+  IconFileCode,
   IconHome,
   IconMail,
-  IconMap2,
   IconWorld,
 } from "@tabler/icons-react";
 import Image from "@/components/core/BasePathImage";
@@ -130,48 +130,42 @@ export function TitleSlide() {
   );
 }
 
-const whatCards = [
-  {
-    Icon: IconAdjustments,
-    title: "Pick a policy",
-    text: "A tax rate, a benefit amount or a new allowance.",
-  },
-  {
-    Icon: IconHome,
-    title: "One household",
-    text: "How much a family gains or loses.",
-  },
-  {
-    Icon: IconMap2,
-    title: "The whole country",
-    text: "The cost to government, and who gains and loses.",
-  },
-];
+const stepIcons = [IconFileCode, IconHome, IconChartBar];
 
+// The 9 October introduction deck's "What PolicyEngine is" and "How it works"
+// slides, merged: the rules, the households and the results, with the open
+// code underneath.
 export function WhatSlide() {
   return (
     <Frame
       title="What PolicyEngine is"
       subtitle="Free, open-source tax and benefit analysis for the UK and the US"
-      references={[sources.home]}
+      references={[sources.home, sources.model, sources.data]}
     >
       <p className="text-2xl leading-relaxed text-gray-700">
         A model of the UK tax and benefit system that anyone can use, free, in
         a web browser.
       </p>
       <div className="mt-8 grid grid-cols-3 gap-6">
-        {whatCards.map(({ Icon, title, text }) => (
-          <div
-            key={title}
-            className="border border-gray-200 border-l-4 border-l-pe-teal bg-white p-6"
-          >
-            <span className="flex h-14 w-14 items-center justify-center rounded-full bg-pe-teal text-white">
-              <Icon size={30} stroke={1.8} aria-hidden="true" />
-            </span>
-            <h2 className="mt-4 text-2xl font-semibold text-pe-dark">{title}</h2>
-            <p className="mt-2 text-lg leading-snug text-gray-600">{text}</p>
-          </div>
-        ))}
+        {steps.map((step, index) => {
+          const Icon = stepIcons[index];
+          return (
+            <div
+              key={step.title}
+              className="border border-gray-200 border-l-4 border-l-pe-teal bg-white p-6"
+            >
+              <div className="flex items-center gap-4">
+                <span className="flex h-14 w-14 shrink-0 items-center justify-center rounded-full bg-pe-teal text-white">
+                  <Icon size={30} stroke={1.8} aria-hidden="true" />
+                </span>
+                <h2 className="text-2xl font-semibold text-pe-dark">
+                  <span className="text-pe-teal">{index + 1}</span> {step.title}
+                </h2>
+              </div>
+              <p className="mt-4 text-lg leading-snug text-gray-600">{step.text}</p>
+            </div>
+          );
+        })}
       </div>
       <ExternalLink
         href={sources.model.href}
@@ -184,29 +178,6 @@ export function WhatSlide() {
   );
 }
 
-export function HowSlide() {
-  return (
-    <Frame
-      title="How it works"
-      references={[sources.model, sources.data]}
-    >
-      <div className="grid grid-cols-3 gap-8">
-        {steps.map((step, index) => (
-          <div key={step.title} className="border-l-4 border-pe-teal bg-gray-50 p-6">
-            <p className="text-5xl font-bold text-pe-teal">{index + 1}</p>
-            <h2 className="mt-4 text-2xl font-semibold text-pe-dark">
-              {step.title}
-            </h2>
-            <p className="mt-3 text-xl leading-relaxed text-gray-700">
-              {step.text}
-            </p>
-          </div>
-        ))}
-      </div>
-    </Frame>
-  );
-}
-
 export function MicrosimSlide() {
   return (
     <Frame

From d32cff57417053bff65689b08d3b1f257a84f9bf Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Fri, 23 Oct 2026 13:25:47 +0100
Subject: [PATCH 5/5] Invite the GGF audience to the Autumn Budget webinar on
 the last slide

The closing slide now leads with next week's webinar, "Autumn Budget 2026:
PolicyEngine's same-day first look" (Wednesday 28 October, 4:30pm UK time),
with a QR code for the Zoom registration link above the contact links. The
QR code was generated locally with segno and decodes to the link at laptop
and projector sizes.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../qr-autumn-budget-webinar.svg              |   1 +
 .../good-growth-foundation-2026/README.md     |   8 +-
 .../good-growth-foundation-2026/content.ts    |  11 ++
 .../slides/deck.module.css                    | 137 ++++++++++++++++++
 .../slides/index.tsx                          |  35 ++++-
 5 files changed, 185 insertions(+), 7 deletions(-)
 create mode 100644 public/images/good-growth-foundation-2026/qr-autumn-budget-webinar.svg

diff --git a/public/images/good-growth-foundation-2026/qr-autumn-budget-webinar.svg b/public/images/good-growth-foundation-2026/qr-autumn-budget-webinar.svg
new file mode 100644
index 00000000..e951100a
--- /dev/null
+++ b/public/images/good-growth-foundation-2026/qr-autumn-budget-webinar.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" width="450" height="450" viewBox="0 0 450 450" class="segno"><g transform="scale(10)"><path fill="#fff" d="M0 0h45v45h-45z"/><path class="qrline" stroke="#000" d="M4 4.5h7m2 0h1m1 0h1m1 0h1m2 0h3m3 0h1m3 0h2m2 0h7m-37 1h1m5 0h1m1 0h1m1 0h1m3 0h1m1 0h1m3 0h1m1 0h1m2 0h2m3 0h1m5 0h1m-37 1h1m1 0h3m1 0h1m1 0h2m2 0h2m1 0h2m2 0h4m7 0h1m1 0h3m1 0h1m-37 1h1m1 0h3m1 0h1m1 0h5m3 0h2m1 0h3m2 0h2m2 0h1m1 0h1m1 0h3m1 0h1m-37 1h1m1 0h3m1 0h1m3 0h1m1 0h3m2 0h5m1 0h1m1 0h2m3 0h1m1 0h3m1 0h1m-37 1h1m5 0h1m4 0h7m3 0h2m2 0h1m4 0h1m5 0h1m-37 1h7m1 0h1m1 0h1m1 0h1m1 0h1m1 0h1m1 0h1m1 0h1m1 0h1m1 0h1m1 0h1m1 0h1m1 0h7m-29 1h3m2 0h1m4 0h2m2 0h2m3 0h1m-28 1h1m5 0h1m1 0h1m2 0h1m1 0h1m1 0h2m1 0h1m3 0h9m2 0h3m-36 1h5m3 0h2m1 0h4m1 0h1m1 0h2m2 0h2m1 0h1m1 0h2m1 0h6m-36 1h3m3 0h1m2 0h1m1 0h2m1 0h4m2 0h3m1 0h2m1 0h6m2 0h2m-37 1h2m3 0h1m3 0h1m2 0h3m7 0h3m3 0h4m1 0h1m2 0h1m-37 1h1m3 0h1m1 0h2m1 0h1m1 0h1m1 0h3m7 0h2m3 0h1m1 0h1m2 0h1m2 0h1m-36 1h2m1 0h1m2 0h2m2 0h5m2 0h4m1 0h2m2 0h3m1 0h1m1 0h1m1 0h2m-37 1h5m1 0h1m5 0h2m1 0h2m1 0h1m1 0h2m3 0h1m1 0h2m2 0h3m1 0h2m-36 1h1m6 0h3m1 0h2m1 0h1m2 0h2m3 0h2m1 0h1m2 0h1m1 0h1m1 0h2m1 0h1m-35 1h3m1 0h3m2 0h1m1 0h2m3 0h2m2 0h1m3 0h2m1 0h4m1 0h2m-36 1h1m6 0h1m1 0h1m1 0h2m3 0h5m1 0h2m1 0h1m1 0h1m3 0h1m1 0h1m1 0h1m-34 1h2m1 0h3m1 0h2m1 0h3m1 0h6m1 0h1m3 0h1m1 0h3m2 0h1m1 0h1m-37 1h2m2 0h2m1 0h2m2 0h2m1 0h3m3 0h1m1 0h2m2 0h2m1 0h1m3 0h1m2 0h1m-37 1h1m1 0h2m1 0h3m2 0h1m3 0h1m2 0h1m4 0h2m1 0h2m3 0h1m1 0h1m-32 1h2m1 0h2m1 0h4m1 0h6m1 0h2m2 0h1m2 0h2m1 0h1m2 0h1m1 0h1m1 0h1m-35 1h1m2 0h4m2 0h1m3 0h1m1 0h1m2 0h1m4 0h4m2 0h3m1 0h2m-36 1h1m1 0h2m4 0h3m1 0h1m1 0h1m1 0h4m1 0h1m4 0h3m1 0h3m2 0h1m-36 1h3m2 0h3m4 0h1m1 0h1m1 0h1m1 0h1m3 0h2m2 0h2m1 0h1m1 0h1m3 0h1m-37 1h2m3 0h1m3 0h1m1 0h2m1 0h1m3 0h3m1 0h5m1 0h1m1 0h2m2 0h1m-35 1h1m1 0h1m1 0h1m1 0h1m1 0h2m2 0h1m1 0h5m1 0h3m2 0h4m1 0h1m1 0h5m-37 1h1m2 0h3m10 0h1m3 0h1m1 0h3m5 0h1m1 0h5m-37 1h1m1 0h1m1 0h3m2 0h2m1 0h2m1 0h3m4 0h1m2 0h9m1 0h1m-28 1h1m3 0h1m2 0h2m2 0h2m2 0h1m3 0h2m3 0h1m3 0h1m-37 1h7m2 0h2m4 0h1m1 0h5m1 0h2m1 0h1m1 0h1m1 0h1m1 0h1m3 0h1m-37 1h1m5 0h1m2 0h1m2 0h1m3 0h1m2 0h2m2 0h1m3 0h2m3 0h1m-33 1h1m1 0h3m1 0h1m4 0h1m2 0h2m2 0h2m2 0h3m1 0h7m1 0h1m1 0h1m-37 1h1m1 0h3m1 0h1m4 0h1m7 0h1m1 0h1m1 0h3m4 0h1m3 0h1m1 0h1m-37 1h1m1 0h3m1 0h1m5 0h2m7 0h1m4 0h1m2 0h1m5 0h2m-37 1h1m5 0h1m3 0h2m1 0h4m1 0h2m2 0h1m1 0h1m1 0h1m5 0h2m2 0h1m-37 1h7m1 0h3m1 0h1m1 0h1m1 0h1m2 0h2m2 0h2m1 0h1m1 0h1m2 0h1m1 0h1m2 0h1"/></g></svg>
\ No newline at end of file
diff --git a/slideshows/good-growth-foundation-2026/README.md b/slideshows/good-growth-foundation-2026/README.md
index ea715de0..2e3767e7 100644
--- a/slideshows/good-growth-foundation-2026/README.md
+++ b/slideshows/good-growth-foundation-2026/README.md
@@ -12,7 +12,7 @@ PolicyEngine UK for the Good Growth Foundation, for a 20 to 30 minute slot.
 7. A targeted energy bill discount (an analysis example)
 8. Recent UK research
 9. Who uses PolicyEngine UK
-10. Thank you
+10. Thank you, with the Autumn Budget webinar invitation and its registration QR code
 
 Slides 2 and 9 come from the 9 October introduction deck
 (`introduction-2026`, policyengine-slides #77); slide 2 merges its "What
@@ -52,6 +52,12 @@ Figures and sources:
   policyengine.org/uk/research on 23 October 2026, newest first, with covers
   from policyengine-app-v2 (`website/public/assets/posts`).
 
+The closing slide invites the audience to the Autumn Budget 2026 webinar
+(Wednesday 28 October, 4:30pm UK time), as announced on the policyengine.org
+home page. `public/images/good-growth-foundation-2026/qr-autumn-budget-webinar.svg`
+encodes the Zoom registration link; it was generated locally with segno and
+checked by decoding it from slide screenshots at three screen sizes.
+
 Logos in `public/logos/orgs/` come from the introduction deck, except NIESR's,
 which comes from policyengine-app-v2. The community grid leaves out the Good
 Growth Foundation itself.
diff --git a/slideshows/good-growth-foundation-2026/content.ts b/slideshows/good-growth-foundation-2026/content.ts
index faf6b414..a2b7b6eb 100644
--- a/slideshows/good-growth-foundation-2026/content.ts
+++ b/slideshows/good-growth-foundation-2026/content.ts
@@ -350,6 +350,17 @@ export const energyDeciles = [
   { decile: 10, averageGain: 6, shareReceiving: 0.03 },
 ];
 
+// The Autumn Budget webinar, as announced on the policyengine.org home page
+// banner and in the 21 October UK newsletter. The QR code encodes this exact
+// link; it was generated locally with segno (version 5, error correction M).
+export const webinar = {
+  title: "Autumn Budget 2026: PolicyEngine's same-day first look",
+  when: "Wednesday 28 October, 4:30pm UK time",
+  text: "A free online webinar on the Budget's main tax and benefit measures and what they mean for households.",
+  href: "https://us06web.zoom.us/meeting/register/2DLUeZAbRwKkKEK-2JrFrQ#/registration",
+  qr: "/images/good-growth-foundation-2026/qr-autumn-budget-webinar.svg",
+};
+
 export type User = {
   name: string;
   initials: string;
diff --git a/slideshows/good-growth-foundation-2026/slides/deck.module.css b/slideshows/good-growth-foundation-2026/slides/deck.module.css
index 7b6445b0..4a9ad19d 100644
--- a/slideshows/good-growth-foundation-2026/slides/deck.module.css
+++ b/slideshows/good-growth-foundation-2026/slides/deck.module.css
@@ -1066,3 +1066,140 @@
     font-size: 0.85rem;
   }
 }
+
+/* Closing slide: the webinar invitation with its registration QR code, above
+   the contact links. The QR sits on white with its own quiet zone. */
+.closingTitle {
+  margin-bottom: 2rem;
+}
+
+.webinarCard {
+  display: flex;
+  width: 100%;
+  max-width: 64rem;
+  align-items: center;
+  gap: 2rem;
+  border: 1px solid rgb(255 255 255 / 0.25);
+  border-radius: 1.25rem;
+  background: rgb(255 255 255 / 0.1);
+  padding: 1.25rem 1.75rem;
+  text-align: left;
+  transition: background-color 150ms;
+}
+
+.webinarCard:hover {
+  background: rgb(255 255 255 / 0.18);
+  text-decoration: none !important;
+}
+
+.webinarQr {
+  width: 13rem;
+  height: 13rem;
+  flex-shrink: 0;
+  border-radius: 0.75rem;
+  background: white;
+}
+
+.webinarEyebrow {
+  color: rgb(255 255 255 / 0.75);
+  font-size: 0.95rem;
+  font-weight: 700;
+  letter-spacing: 0.14em;
+  text-transform: uppercase;
+}
+
+.webinarTitle {
+  margin-top: 0.4rem;
+  font-size: 2rem;
+  font-weight: 700;
+  line-height: 1.2;
+}
+
+.webinarWhen {
+  margin-top: 0.6rem;
+  font-size: 1.35rem;
+  font-weight: 600;
+}
+
+.webinarText {
+  margin-top: 0.35rem;
+  color: rgb(255 255 255 / 0.85);
+  font-size: 1.15rem;
+  line-height: 1.4;
+}
+
+.webinarCta {
+  display: inline-block;
+  margin-top: 0.9rem;
+  border-radius: 9999px;
+  background: white;
+  padding: 0.3rem 0.9rem;
+  color: var(--pe-dark);
+  font-size: 1rem;
+  font-weight: 700;
+}
+
+.closingContacts {
+  margin-top: 2rem;
+}
+
+@media (max-height: 1000px) {
+  .closingTitle {
+    margin-bottom: 1.25rem;
+    font-size: 3rem;
+  }
+
+  .webinarQr {
+    width: 11rem;
+    height: 11rem;
+  }
+
+  .webinarTitle {
+    font-size: 1.6rem;
+  }
+
+  .webinarWhen {
+    font-size: 1.15rem;
+  }
+
+  .webinarText {
+    font-size: 1rem;
+  }
+
+  .closingContacts {
+    margin-top: 1.25rem;
+  }
+}
+
+@media (max-height: 760px) {
+  .closingTitle {
+    margin-bottom: 0.6rem;
+    font-size: 2.25rem;
+  }
+
+  .webinarCard {
+    padding: 1rem 1.25rem;
+  }
+
+  .webinarQr {
+    width: 9.5rem;
+    height: 9.5rem;
+  }
+
+  .webinarTitle {
+    font-size: 1.35rem;
+  }
+
+  .webinarText {
+    display: none;
+  }
+
+  .webinarCta {
+    margin-top: 0.6rem;
+    font-size: 0.9rem;
+  }
+
+  .closingContacts {
+    margin-top: 0.9rem;
+  }
+}
diff --git a/slideshows/good-growth-foundation-2026/slides/index.tsx b/slideshows/good-growth-foundation-2026/slides/index.tsx
index 373611b7..f7e05391 100644
--- a/slideshows/good-growth-foundation-2026/slides/index.tsx
+++ b/slideshows/good-growth-foundation-2026/slides/index.tsx
@@ -24,6 +24,7 @@ import {
   users,
   type Card,
   type Source,
+  webinar,
 } from "../content";
 import styles from "./deck.module.css";
 import { DecileChart, PipelineGraph, RegionEligibilityChart, TargetTable } from "./figures";
@@ -378,8 +379,30 @@ const contacts = [
 export function ClosingSlide() {
   return (
     <Slide isEnd>
-      <h1 className="font-display text-6xl font-bold mb-12 text-center">Thank you</h1>
-      <div className="grid w-full max-w-5xl grid-cols-2 gap-5">
+      <h1 className={`${styles.closingTitle} font-display text-6xl font-bold text-center`}>Thank you</h1>
+      <a
+        href={webinar.href}
+        target="_blank"
+        rel="noreferrer"
+        onClick={(event) => event.stopPropagation()}
+        className={styles.webinarCard}
+      >
+        <Image
+          src={webinar.qr}
+          alt="QR code: register for the Autumn Budget 2026 webinar"
+          width={450}
+          height={450}
+          className={styles.webinarQr}
+        />
+        <div>
+          <p className={styles.webinarEyebrow}>Next week · join our webinar</p>
+          <h2 className={styles.webinarTitle}>{webinar.title}</h2>
+          <p className={styles.webinarWhen}>{webinar.when}</p>
+          <p className={styles.webinarText}>{webinar.text}</p>
+          <p className={styles.webinarCta}>Scan the code to register, free</p>
+        </div>
+      </a>
+      <div className={`${styles.closingContacts} grid w-full max-w-5xl grid-cols-2 gap-4`}>
         {contacts.map(({ label, url, Icon }) => (
           <a
             key={url}
@@ -387,12 +410,12 @@ export function ClosingSlide() {
             target="_blank"
             rel="noreferrer"
             onClick={(event) => event.stopPropagation()}
-            className="flex items-center gap-4 rounded-2xl border border-white/15 bg-white/10 px-5 py-4 transition-colors hover:bg-white/20"
+            className="flex items-center gap-3 rounded-2xl border border-white/15 bg-white/10 px-4 py-2.5 transition-colors hover:bg-white/20"
           >
-            <span className="flex h-12 w-12 shrink-0 items-center justify-center rounded-full bg-white text-pe-teal">
-              <Icon size={24} stroke={1.8} aria-hidden="true" />
+            <span className="flex h-10 w-10 shrink-0 items-center justify-center rounded-full bg-white text-pe-teal">
+              <Icon size={20} stroke={1.8} aria-hidden="true" />
             </span>
-            <span className="text-lg font-medium">{label}</span>
+            <span className="text-base font-medium">{label}</span>
           </a>
         ))}
       </div>