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Project household energy spending with retail energy price indices, not CPI - #2727

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@MaxGhenis MaxGhenis commented Oct 28, 2026 •

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Built on #2717 (October 2026 EFO), which merged on 29 Oct; GitHub retargeted this PR to main.

Datasets that declare an energy_price_basis used to project household electricity and gas spending with headline OBR CPI. This PR replaces that with household energy price indices, gov.economic_assumptions.energy_prices, which it builds from ONS retail energy prices and the OBR's utilities forecast, holding VAT on electricity at the inputs' 5% basis. Part of #2526: its first remaining item, an energy-specific index, which this PR takes from ONS CPI energy prices rather than the Ofgem cap.

Why hold VAT at 5%

domestic_energy_vat divides the energy inputs by one plus gov.simulation.vat.energy_input_price_basis_rate (5%) and applies the statutory rate in force. An index that included the zero rate on domestic electricity would count the cut twice: once in lower spending and again in the tax. The published prices and the OBR forecast both include it (EFO para 3.10). So the index divides out the VAT rate each month's price includes, and its change in the forecast.

embedded_electricity_vat.yaml records the rates the published prices include:

From To Rate
Great Britain 1 Oct 2026 30 Jun 2027 0 (SI 2026/987, Budget 2026 extension)
Northern Ireland 1 Apr 2027 30 Jun 2027 0 (Budget para 6.210)

Otherwise the rate is 5%. A reform to gov.hmrc.vat never moves the index.

The other Budget 2026 measures that touch bills stay in: carbon price support abolition and CfD levy funding. The EFO gives them no inflation effect (para 3.10 covers fuel duty and the VAT cut). It says they "are intended to offset the increase in electricity bills" from BICS for consumers outside energy-intensive industry (para 3.19).

Method

Sources

  • ONS MM23 (21 Oct 2026), monthly to Sep 2026: D7DT electricity, D7DU gas, and DK9U electricity, gas and solid fuels (04.5.1 + 04.5.2 + 04.5.4). Weights: CJXA, CJXB and A9F4.
  • OBR Oct 2026 EFO Table 1.19: CPI utilities inflation, year on year, quarterly from 2026Q4 to 2032Q1.
  • DESNZ Energy Trends ET 5.2 and ET 4.1: domestic consumption by quarter, giving 2015–2025 mean seasonal shares.

Quarterly levels

  • To the last quarter ONS publishes in full, the mean of ONS_m / (1 + s·((1 + r_m)/1.05 − 1)). That quarter is last_full_quarter in the ons node metadata (2026Q3), which the importer writes.
    • r_m is the UK electricity VAT on the 15th: the mean of the GB and NI rates, weighting NI by its 2.69% share.
    • s is electricity's share of the series' CPI weight: 1 for electricity, 0 for gas, CJXA/A9F4 for the combined series.
  • After that, L(q) = L(q−4)·(1 + g_OBR)·u(q−4)/u(q).
    • u is the same VAT factor for electricity's share of utilities, CJXA/(CJXA + CJXB), as the quarter's mean.
    • After 2032Q1 the last OBR rate (1.93%) holds.

Annual levels (calendar_year Jan–Dec, fiscal_year Apr–Mar, 2015–2041, each at 1 Jan)

  • Each averages the quarterly levels, with seasonal consumption shares as weights.
  • The combined series weights electricity's and gas's shares by their CPI weights.

Projection

  • uprate_energy reads the declared basis's kind at the basis year: calendar 2024 is the Jan–Dec 2024 level; fiscal 2024 is Apr 2024–Mar 2025.
  • At the target it reads the fiscal-year index, because model year Y is FY Y–(Y+1).
  • The variables' uprating names the same fiscal-year indices, so Core's carry-forward of direct inputs agrees with dataset projection.
  • no_economic_assumptions sets a held_flat input that holds the annual indices at the previous year's level.

Importer: policyengine_uk/utils/import_energy_prices.py writes ons.yaml, obr.yaml and consumption_shares.yaml. It reproduces them byte for byte from cut-down real source fixtures; the SHA-256s of the full files are in the fixture README.

Impact

Projection ratio from a calendar-2024 basis to model year Y (fiscal year Y–(Y+1)), against the old CPI ratio:

Model year Electricity Gas Electricity, gas & solid fuels Old: OBR CPI
2025 1.0202 0.9661 1.0052 1.0337
2026 1.0803 1.0350 1.0683 1.0658
2027 1.0780 0.9966 1.0534 1.1023
2028 1.0004 0.9351 0.9812 1.1254
2029 1.0418 0.9757 1.0225 1.1491
2030 1.0587 0.9917 1.0392 1.1722
2031 1.0791 1.0108 1.0592 1.1956
2032 1.0999 1.0303 1.0796 1.2195

What changes and what doesn't

  • Enhanced FRS: it declares no energy_price_basis, so its energy amounts stay flat through 2032 as before. After 2032, Core's carry-forward of its amounts grows them at the energy indices' rate (1.93% a year to 2041, then flat), not CPI.
  • Household calculator: Core now carries energy amounts a user supplies past their last period at the energy indices' rate.
  • Declared datasets: their projected energy spending moves by the table above.

Invariants (tested)

  1. Every index is positive and defined for every quarter 2015Q1–2042Q1 and every year 2015–2041. The build is deterministic.
  2. In outturn, a quarter is the mean of its ONS months, each over its VAT factor. It equals ONS through 2026Q3, where the published rate is 5%, and a Hypothesis property covers published VAT changes.
  3. In forecast, re-applying the published VAT to an index's growth recovers the OBR's rate (round trip against obr.yaml). Without a VAT change, growth equals the OBR rate. A hand-computed 2027Q1 check confirms the adjustment, and gas 2028Q3 equals −7.0888%.
  4. Higher OBR growth in one quarter raises that quarter and the same quarter of each later year, and nothing else (Hypothesis).
  5. Annual levels are the share-weighted means of their quarters. Calendar and fiscal years take the right months (Hypothesis over months).
  6. Statutory VAT changes (GB, NI, reduced rate) never move the indices (Hypothesis). End to end, VAT reforms leave dataset and direct projections of spending unchanged while domestic_energy_vat moves.
  7. held_flat holds annual levels exactly (Hypothesis). no_economic_assumptions holds direct amounts flat, alone and combined with a reform in either order.
  8. Core uprating of a direct input equals the dataset projection for 2026–2032, for each fuel.
  9. The importer reproduces the committed YAML byte for byte from the fixtures. A gap, a year without its CPI weight, a missing series, mixed releases, a missing Utilities column or the wrong table each stop it before it writes.
  10. The generator reads every input at the month or quarter it applies to. A reform that states one value for whole years, for a span of quarters across a year end, or from a date with no end, sets every month or quarter it covers and leaves the rest alone (Hypothesis, for the OBR forecast and the ONS prices). The outturn ends at last_full_quarter whatever a reform states, and a month or quarter with no value stops generation. Year-keyed reforms build through the public API.

Limits

  • Utilities proxy. The OBR forecasts utilities, not electricity and gas apart, so after September 2026 both grow at the utilities rate. Each index is its fuel's own price only to the ONS outturn. The combined series has solid fuels in its outturn, not its forecast.
  • Prices only. Projection holds each household's consumption fixed.
  • Fixed shares. Seasonal shares are 2015–2025 means. NI's consumption share stays at 2024's; it matters only from October 2026 to March 2027, when GB and NI rates differ.
  • Ofgem Q2 2026 price basis. The Enhanced FRS amounts use Ofgem Q2 2026 unit rates but carry no basis label. Labelling them needs a basis kind this PR does not add.

Review

  • Sol r1: CHANGES.
    • Major: a year-keyed reform such as {"…obr.utilities": {"2027": 0.5}} crashed the generator, which read only stated dates. ONS reforms crashed too. Fixed: the generator reads effective values, and the outturn boundary is node metadata a reform cannot move. Four new tests failed before the fix and pass after.
    • Nit: the docstring said "before the Budget measures". Fixed.
    • r1 found the VAT back-out, the year-on-year adjustment and the April–March mapping correct.
  • Sol r2 (first run at 32b6691): the first attempt died on a Codex transport error before its verdict, and we cancelled the retry to fix the bug it had found:
    • Bug: Parameter.update(start=…) with no stop removes the stated values after its start, and the generator's stated-date check then rejected the ONS series as ending there, although every month has an effective value. Fixed: the stated-date checks on the ONS series are gone; a month with no effective value still stops generation, and a test guards that the committed file states every month. A new Hypothesis property covers open-ended ONS changes, and the forecast property gains an open-ended shape. The starts it reported fail on the old generator and build on the new one.
  • Merged Update the economic assumptions to the October 2026 EFO #2717's new head (50665fb, in 98947b1). Both sides had added entries to two lists, GENERATION_STEPS and the generated-prefix test, and the merge keeps both.
  • Active voice (edc2ce7): the README section, docstrings, comments, YAML descriptions and changelog entry now name who acts; the importer writes the new YAML wording.
  • Sol r2 rerun (edc2ce7, ~/reviews/ab26-baseline/energy-price-index/review_r2b.md): CHANGES, one minor finding. It found the reform fixes, the merge and the active-voice edits sound, and its own recalculation matched the impact table and all 489 baseline levels.
    • Minor: the importer checked monthly prices for gaps but not the annual CPI weights, so a blank weight (CJXA for 2026) rendered, and generation gave the year 2025's weight (FY2026 electricity 207.293, not 207.392). Fixed (3ddc4b1): the importer requires each series' weight for every year with prices, with a test for each weight series in 2020 and 2026. The old importer renders the blanked file; the new one stops. The committed inputs have every weight.
  • Sol r3 (delta at 3ddc4b1, review_r3.md): APPROVE, no findings. It rejected all 36 missing-weight combinations, and the pre-fix parser accepted them.

Tests run locally

On the merged branch at edc2ce7, all 4,145 tests passed across the 45 test files that touch parameters, uprating, scenarios, VAT and energy, plus code_health (-n 4), as did the 37 energy and VAT YAML policy tests. At 3ddc4b1 the 16 importer tests passed, and Sol r3 ran 69 importer and index tests. ruff is clean.

Docs

  • The economic assumptions README has a new section, Household energy prices, plus a refresh step 8.
  • docs/engineering/skills/dataset-sources.md and docs/book/assumptions/growthfactors.md describe the energy indices.

axiom: n/a: data/microsim-only change

🤖 Generated with Claude Code

MaxGhenis and others added 6 commits October 28, 2026 16:01
Adds gov.economic_assumptions.energy_prices: ONS CPI electricity (D7DT), gas
(D7DU) and electricity, gas and solid fuels (DK9U) to the latest month, then
the OBR October 2026 utilities inflation forecast (Table 1.19), with the
electricity VAT cut and its Budget 2026 extension divided out so every level
holds VAT at the energy input basis rate. Consumption-weighted calendar and
fiscal year indices feed uprate_energy and the energy variables' uprating.
no_economic_assumptions holds them flat from its first input year.

WIP: tests and docs follow.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
- test_energy_price_indices.py: coverage, the outturn VAT division, the OBR
  round trip, quarterly and annual alignment, held_flat, statutory VAT
  invariance (Hypothesis), Core uprating against dataset projection.
- test_import_energy_prices.py and cut-down real ONS, OBR and DESNZ fixtures:
  the importer reproduces the committed YAML byte for byte.
- Energy projection, reset and ISA tests control the energy indices rather
  than CPI; process-time reform tests expect the energy_prices tree.
- Check ONS gaps before the forecast in quarterly_levels.
- README section on household energy prices and refresh step; dataset
  sources and growth factor docs.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
…dates

A reform keyed by year, such as {"...energy_prices.obr.utilities": {"2027":
0.5}}, leaves one stated value for the year, and the generator read only
stated values, so it found no rate for 2027Q2 (Sol review r1). Reforms to
the ONS monthly prices failed the same way.

- The generator reads each input's effective value at the month or quarter it
  applies to.
- The outturn ends at ons.metadata.last_full_quarter, which the importer
  writes and a reform cannot move. Before, it ended where the stated months
  ran out, and a reform's re-inserted value would have moved it.
- Source gaps: a test that ons.yaml states every month to that quarter, and
  errors for removed values and for prices that end before it.
- Tests: a Hypothesis property over year- and quarter-span forecast reforms,
  a public-API regression and year-keyed ONS reforms.
- The docstring no longer says "before the Budget measures".

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Parameter.update with a start and no stop removes every stated value
after its start. The generator checked that each ONS series' stated
values reached the end of last_full_quarter, so such a change raised
"ONS electricity prices end in 2025-01" although every month still had
an effective price. Drop the stated-date checks on the ONS series:
ons_price already stops generation at any month with no effective
value, and a test keeps the committed file stating every month.

Add a Hypothesis property for open-ended ONS changes, an open-ended
shape to the forecast property, and gap tests at 2015-01 and 2026-09.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Both sides added entries to two lists. GENERATION_STEPS keeps
add_energy_price_indices after create_economic_assumption_indices,
before the Pension Credit and Housing Benefit projections, which do not
read it. The generated-parameter test adds the energy index prefixes to
the base's generated_prefixes.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Name who acts in the README section, docstrings, comments, YAML
descriptions and the changelog entry. The importer writes the new
headers and descriptions, so the generated YAML still matches it byte
for byte. List the energy step in process_parameter_tree's docstring.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Base automatically changed from obr-october-2026-efo-2711 to main October 29, 2026 00:05
The importer checked the monthly prices for gaps but not the annual CPI
weights. A blank weight (say CJXA for 2026) rendered, and generation
then gave that year the year before's weight: FY2026 electricity came
out at 207.293 instead of 207.392. Require a weight for every year from
2015 to the last year with prices, for each series, and test a missing
weight in each series in 2020 and 2026. The committed inputs have every
weight, so nothing they produce changes.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
@MaxGhenis
MaxGhenis marked this pull request as ready for review October 29, 2026 00:46
@MaxGhenis

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Hand-off to the UK hub (from the energy price index session)

  • Head: 3ddc4b1fb5179050168e0637828f76c5b5714ec6. It includes Update the economic assumptions to the October 2026 EFO #2717's final head (50665fb), merged in at 98947b1. Update the economic assumptions to the October 2026 EFO #2717 merged at 00:05Z on 29 Oct, and GitHub retargeted this PR to main, where it is MERGEABLE.
  • Independent review: GPT-6.1 Sol, three rounds. The verdicts are in ~/reviews/ab26-baseline/energy-price-index/:
    • r1 (review_r1.md): CHANGES. Fixed in 32b6691.
    • r2 rerun (review_r2b.md): CHANGES, one minor finding. Fixed in 3ddc4b1. An earlier r2 attempt died on a transport error but had found a bug first, fixed in f843cf1.
    • r3 at 3ddc4b1 (review_r3.md): APPROVE, no findings.
  • Passed locally:
    • 4,145 tests across the 45 parameter, uprating, scenario, VAT and energy test files, plus code_health, on the merged branch (-n 4).
    • The 37 energy and VAT YAML policy tests.
    • The importer and index tests at the head. ruff is clean.
    • The impact table in the body is unchanged since r1, and r2 recomputed it independently.
  • Pending: CI on main (first run here: 10 passed, 9 pending at hand-off) and a review approval.
  • Hold: the Budget coordinator ruled on 28 Oct that nothing changing published Budget numbers merges this week. The Enhanced FRS declares no energy_price_basis, so its energy amounts stay flat through 2032 as before. But Core now carries directly supplied energy amounts past their last period at the energy indices' rate instead of CPI, and that could move household examples that project energy spending across years. Land after Budget week unless the coordinator clears it sooner.
  • Depends on: nothing open (Update the economic assumptions to the October 2026 EFO #2717 merged).
  • Decision: none queued.
  • Follow-ups: the rest of Energy spending projection: add an energy-specific price index and a Microcosm release that writes energy_price_basis #2526. In particular, the Enhanced FRS needs to declare its energy_price_basis before its energy amounts use these indices; the PR body's Limits section covers the Ofgem Q2 2026 basis.

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Aggregate impact on certified data: pass

Base 2c7bf5a775 against head 74f0137b20, both on enhanced_frs_2024_25.h5 (policyengine-uk-data 1.58.1, sha256 056e80fd8e91), fiscal years 2025-26 to 2031-32. Each year is a full microsimulation run on each side.

Checks: 0 broken by this change, 1 failing on both sides, 0 fixed. Moves flagged for review: 0 (thresholds in report_spec.yaml; a flag does not fail the job).

Workflow run and full report

Notes

  • In the years a figure from fewer than 10 records is suppressed (spending.disabled_students_allowance), every total containing it, and the decile incomes, are rebuilt from their other components, so no published total includes it. Those totals are marked †. A change is withheld where the two sides leave out different figures and can't be lined up.

Moves flagged for review

None.

Spending by benefit and service

Measure 2025-26 2026-27 2027-28 2028-29 2029-30 2030-31 2031-32
Disabled Students' Allowance suppressed suppressed suppressed suppressed suppressed suppressed suppressed

Caseloads

Measure 2025-26 2026-27 2027-28 2028-29 2029-30 2030-31 2031-32
Disabled Students' Allowance suppressed suppressed suppressed suppressed suppressed suppressed suppressed

Standard reform costings (change in gov_balance)

Measure 2025-26 2026-27 2027-28 2028-29 2029-30 2030-31 2031-32
Raise additional rate by 3pp 0 0 0 0 0 suppressed suppressed

Standard reforms: change in each reform's target

Measure 2025-26 2026-27 2027-28 2028-29 2029-30 2030-31 2031-32
Raise additional rate by 3pp: change in income_tax 0 0 0 0 0 suppressed suppressed

Household net income by decile

No household's net income changes in any year.

No change in any year: receipts by tax head; government balance, each component counted once; model totals; household income totals; population; poverty rates; people in poverty; inequality; mean household net income in each side's own deciles.

Checks failing on both base and head (1)
  • VAT excluding private school fees is never negative (sign:vat): 2025-26: 76 units below zero, a weighted £-53,888,684 in total; 2026-27: 76 units below zero, a weighted £-55,774,885 in total; 2027-28: 76 units below zero, a weighted £-57,687,092 in total
Counted-once check

Each of 91 components was raised by £1 per unit in 2026-27, and every head of its totals was read household by household: its own head must rise by exactly £1, no other tax head may move, no other benefit may rise, and the model's own total must move by what its heads moved. A head that breaks a rule is measured again twice: with every other head held at its baseline value, and with every other head held at its value after the first £1 while the component rises again. It fails where either still shows the response. 0 failed; 0 were skipped.

  • widowed_parents_allowance: pension_credit responds only through other heads in fewer than 10 households (other heads that moved there: carers_allowance; gov_spending; not a failure)
  • widowed_parents_allowance: pension_credit responds only through other heads in fewer than 10 households (other heads that moved there: carers_allowance; household_benefits; not a failure)
Provenance
Side Commit Runtime Environment hash Partition hash Time
base main 2c7bf5a775 uk 2.164.1 (files 6e0aa193e191), core 3.33.12, py 3.13.18 aarch64 baf287432de7 1eac2ca06b91 1925.45s
head #2727 merged into main 74f0137b20 uk 2.164.1 (files aea115c71efe), core 3.33.12, py 3.13.18 aarch64 baf287432de7 1eac2ca06b91 1929.93s

Dataset: hf://policyengine/policyengine-uk-data-private/enhanced_frs_2024_25.h5@2526edbbb687a3b54dbb11272e5389e4b62d2ac2, sha256 056e80fd8e9151d78f432a25cde863340baee81304c6216a37fb575ce8563784 (verified on both sides), policyengine-uk-data 1.58.1.

Receipts by tax head: head levels
Measure (head) 2025-26 2026-27 2027-28 2028-29 2029-30 2030-31 2031-32
Final charge on cash interest in non-cash ISAs £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Lifetime ISA withdrawal charge £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Income tax £294.46bn £315.23bn £334.00bn £349.45bn £365.10bn £383.16bn £397.71bn
National Insurance (employee and self-employed) £51.70bn £54.14bn £56.13bn £57.73bn £59.76bn £61.64bn £63.51bn
National Insurance (employer) £148.71bn £155.37bn £160.88bn £165.09bn £172.06bn £177.36bn £182.57bn
Employer NI change borne by capital £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Employer NI change borne by consumers £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Capital gains tax £12.60bn £13.15bn £13.60bn £14.11bn £14.67bn £15.24bn £15.80bn
Student loan repayments £7.82bn £8.13bn £8.39bn £8.58bn £8.79bn £9.04bn £9.29bn
VAT excluding private school fees £249.37bn £256.88bn £266.66bn £272.70bn £278.97bn £285.24bn £291.59bn
Change in VAT from its baseline £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
VAT on private school fees £1.95bn £2.01bn £2.09bn £2.14bn £2.21bn £2.27bn £2.31bn
Change in private school VAT from its baseline £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Fuel duties £24.71bn £24.59bn £26.54bn £26.58bn £26.26bn £25.53bn £24.40bn
Alcohol duties £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Tobacco duties £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Vehicle excise duties £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Betting and gaming duties £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
TV licence fee £4.26bn £4.40bn £4.41bn £4.42bn £4.43bn £4.44bn £4.45bn
Council tax £49.21bn £52.16bn £54.89bn £57.95bn £61.16bn £64.47bn £67.91bn
High value council tax surcharge £0.00bn £0.00bn £0.00bn £0.48bn £0.49bn £0.50bn £0.51bn
Northern Ireland domestic rates £0.55bn £0.58bn £0.60bn £0.63bn £0.66bn £0.69bn £0.72bn
Business rates £34.68bn £36.20bn £38.00bn £39.46bn £42.27bn £43.25bn £44.29bn
Stamp duty land tax on the household's own purchases £6.88bn £7.32bn £7.66bn £8.06bn £8.47bn £8.91bn £9.35bn
Stamp duty land tax paid by companies £4.72bn £4.57bn £5.29bn £6.03bn £6.37bn £6.92bn £7.45bn
Land transaction tax (Wales) £0.07bn £0.08bn £0.08bn £0.09bn £0.10bn £0.10bn £0.11bn
Land and buildings transaction tax (Scotland) £0.31bn £0.32bn £0.33bn £0.35bn £0.36bn £0.38bn £0.40bn
Unspecified tax change borne by capital £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Unspecified tax change borne by consumers £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Wealth tax £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Wealth tax excluding the main residence £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Land value tax £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Carbon tax £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Spending by benefit and service: head levels
Measure (head) 2025-26 2026-27 2027-28 2028-29 2029-30 2030-31 2031-32
Lifetime ISA bonus £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
State Pension £121.68bn £125.92bn £126.73bn £129.50bn £132.99bn £136.66bn £140.43bn
Pension Credit £6.66bn £7.03bn £7.30bn £7.51bn £7.65bn £7.84bn £8.03bn
Winter Fuel Payment £1.86bn £1.85bn £1.79bn £1.77bn £1.78bn £1.78bn £1.78bn
Pension Age Winter Heating Payment (Scotland) £0.19bn £0.20bn £0.20bn £0.21bn £0.21bn £0.22bn £0.22bn
Universal Credit £75.48bn £80.52bn £83.04bn £85.11bn £86.31bn £87.90bn £88.58bn
Housing Benefit £8.56bn £8.89bn £9.24bn £9.48bn £9.72bn £9.99bn £10.27bn
Council Tax Reduction £2.07bn £2.20bn £2.31bn £2.45bn £2.58bn £2.72bn £2.86bn
Employment and Support Allowance (income-related) £0.79bn £0.82bn £0.84bn £0.86bn £0.88bn £0.90bn £0.92bn
Employment and Support Allowance (contribution-based) £5.20bn £5.37bn £5.56bn £5.69bn £5.82bn £5.95bn £6.09bn
Jobseeker's Allowance (income-based) £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Jobseeker's Allowance (contribution-based) £0.29bn £0.30bn £0.31bn £0.31bn £0.32bn £0.33bn £0.34bn
Income Support £0.11bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Working Tax Credit £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Child Tax Credit £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Incapacity Benefit £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Personal Independence Payment £26.95bn £28.03bn £29.05bn £30.09bn £30.75bn £31.51bn £32.21bn
Disability Living Allowance £7.49bn £7.79bn £8.07bn £8.36bn £8.55bn £8.76bn £8.95bn
Attendance Allowance £8.68bn £9.03bn £9.36bn £9.69bn £9.90bn £10.15bn £10.38bn
Carer's Allowance £4.48bn £4.66bn £4.83bn £5.00bn £5.11bn £5.23bn £5.35bn
Carer Support Payment (Scotland) £0.31bn £0.32bn £0.33bn £0.34bn £0.35bn £0.36bn £0.37bn
Carer's Allowance Supplement (Scotland) £0.00bn £0.04bn £0.04bn £0.05bn £0.05bn £0.05bn £0.05bn
Severe Disablement Allowance £0.03bn £0.03bn £0.03bn £0.03bn £0.03bn £0.03bn £0.03bn
Industrial Injuries Disablement Benefit £0.50bn £0.52bn £0.54bn £0.55bn £0.56bn £0.58bn £0.59bn
Armed Forces Compensation Scheme £0.61bn £0.63bn £0.65bn £0.66bn £0.68bn £0.69bn £0.71bn
War Widow's or Widower's Pension £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Child Benefit £16.19bn £16.82bn £17.39bn £18.00bn £18.39bn £18.84bn £19.25bn
Scottish Child Payment £0.49bn £0.52bn £0.53bn £0.56bn £0.57bn £0.57bn £0.57bn
Two Child Limit Payment (Scotland, counterfactual) £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Healthy Start vouchers £0.05bn £0.05bn £0.05bn £0.05bn £0.05bn £0.05bn £0.05bn
Maternity Allowance £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Statutory Maternity Pay £3.30bn £3.41bn £3.54bn £3.62bn £3.70bn £3.78bn £3.87bn
Statutory Paternity Pay £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Statutory Sick Pay £1.12bn £1.16bn £1.20bn £1.23bn £1.26bn £1.29bn £1.32bn
Sure Start Maternity Grant £0.01bn £0.01bn £0.01bn £0.01bn £0.01bn £0.01bn £0.01bn
Bereavement Support Payment £0.67bn £0.69bn £0.71bn £0.73bn £0.75bn £0.76bn £0.78bn
Widowed Parent's Allowance £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Tax-Free Childcare £0.55bn £0.56bn £0.58bn £0.59bn £0.59bn £0.59bn £0.57bn
Extended childcare entitlement £2.99bn £3.50bn £3.62bn £3.75bn £3.83bn £3.92bn £4.01bn
Universal childcare entitlement £2.06bn £2.22bn £2.29bn £2.38bn £2.44bn £2.51bn £2.56bn
Targeted childcare entitlement £0.50bn £0.51bn £0.52bn £0.54bn £0.55bn £0.57bn £0.56bn
Childcare Offer for Wales £0.26bn £0.28bn £0.28bn £0.29bn £0.30bn £0.31bn £0.32bn
Care to Learn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Childcare Grant £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Parents' Learning Allowance £0.20bn £0.20bn £0.20bn £0.20bn £0.20bn £0.20bn £0.20bn
Adult Dependants' Grant £0.06bn £0.06bn £0.04bn £0.04bn £0.04bn £0.04bn £0.04bn
Travel Grant £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Disabled Students' Allowance suppressed suppressed suppressed suppressed suppressed suppressed suppressed
16 to 19 Bursary Fund £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
NHS spending £203.89bn £204.30bn £204.56bn £204.91bn £205.34bn £205.85bn £206.35bn
State education spending £0.02bn £0.02bn £0.02bn £0.02bn £0.02bn £0.02bn £0.02bn
Transport subsidy spending £25.05bn £25.10bn £25.14bn £25.18bn £25.23bn £25.30bn £25.36bn
Cost-of-living support payment £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Energy Bills Rebate £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Energy Price Guarantee subsidy £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Basic income £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Disability basic income £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Other public spending budget change £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Caseloads: head levels
Measure (head) 2025-26 2026-27 2027-28 2028-29 2029-30 2030-31 2031-32
Lifetime ISA bonus 0k 0k 0k 0k 0k 0k 0k
State Pension 11,264k 11,145k 10,819k 10,700k 10,723k 10,750k 10,776k
Pension Credit 1,486k 1,480k 1,474k 1,455k 1,453k 1,455k 1,464k
Winter Fuel Payment 7,844k 7,783k 7,473k 7,375k 7,391k 7,409k 7,427k
Pension Age Winter Heating Payment (Scotland) 803k 802k 800k 797k 799k 801k 802k
Universal Credit 6,357k 6,349k 6,350k 6,318k 6,307k 6,299k 6,253k
Housing Benefit 1,249k 1,245k 1,246k 1,229k 1,229k 1,229k 1,232k
Council Tax Reduction 3,176k 3,195k 3,200k 3,215k 3,224k 3,235k 3,242k
Employment and Support Allowance (income-related) 71k 71k 71k 71k 71k 71k 71k
Employment and Support Allowance (contribution-based) 719k 720k 721k 722k 724k 726k 728k
Jobseeker's Allowance (income-based) 0k 0k 0k 0k 0k 0k 0k
Jobseeker's Allowance (contribution-based) 67k 67k 67k 67k 67k 68k 68k
Income Support 25k 0k 0k 0k 0k 0k 0k
Working Tax Credit 0k 0k 0k 0k 0k 0k 0k
Child Tax Credit 0k 0k 0k 0k 0k 0k 0k
Incapacity Benefit 0k 0k 0k 0k 0k 0k 0k
Personal Independence Payment 3,567k 3,575k 3,579k 3,585k 3,593k 3,602k 3,611k
Disability Living Allowance 1,291k 1,294k 1,296k 1,298k 1,300k 1,304k 1,307k
Attendance Allowance 1,695k 1,698k 1,700k 1,703k 1,707k 1,711k 1,715k
Carer's Allowance 1,034k 1,037k 1,038k 1,040k 1,042k 1,044k 1,046k
Carer Support Payment (Scotland) 71k 71k 71k 72k 72k 72k 72k
Carer's Allowance Supplement (Scotland) 0k 71k 71k 72k 72k 72k 72k
Severe Disablement Allowance 4k 4k 4k 4k 4k 4k 4k
Industrial Injuries Disablement Benefit 137k 137k 137k 138k 138k 138k 139k
Armed Forces Compensation Scheme 93k 93k 94k 94k 94k 94k 94k
War Widow's or Widower's Pension 0k 0k 0k 0k 0k 0k 0k
Child Benefit 8,123k 8,120k 8,120k 8,130k 8,145k 8,161k 8,178k
Scottish Child Payment 351k 352k 352k 355k 353k 351k 340k
Two Child Limit Payment (Scotland, counterfactual) 0k 0k 0k 0k 0k 0k 0k
Healthy Start vouchers 200k 200k 200k 201k 201k 201k 202k
Maternity Allowance 0k 0k 0k 0k 0k 0k 0k
Statutory Maternity Pay 333k 333k 334k 334k 335k 336k 337k
Statutory Paternity Pay 0k 0k 0k 0k 0k 0k 0k
Statutory Sick Pay 181k 182k 182k 182k 182k 183k 183k
Sure Start Maternity Grant 26k 26k 26k 26k 26k 26k 26k
Bereavement Support Payment 98k 98k 98k 98k 98k 99k 99k
Widowed Parent's Allowance 0k 0k 0k 0k 0k 0k 0k
Tax-Free Childcare 1,014k 1,025k 1,021k 1,022k 1,008k 1,005k 991k
Extended childcare entitlement 795k 800k 804k 806k 809k 814k 814k
Universal childcare entitlement 1,071k 1,072k 1,074k 1,076k 1,079k 1,089k 1,090k
Targeted childcare entitlement 165k 156k 154k 154k 155k 155k 150k
Childcare Offer for Wales 39k 39k 39k 39k 39k 39k 39k
Care to Learn 0k 0k 0k 0k 0k 0k 0k
Childcare Grant 0k 0k 0k 0k 0k 0k 0k
Parents' Learning Allowance 98k 98k 98k 99k 99k 99k 99k
Adult Dependants' Grant 18k 18k 12k 12k 12k 12k 12k
Travel Grant 0k 0k 0k 0k 0k 0k 0k
Disabled Students' Allowance suppressed suppressed suppressed suppressed suppressed suppressed suppressed
16 to 19 Bursary Fund 0k 0k 0k 0k 0k 0k 0k
Cost-of-living support payment 0k 0k 0k 0k 0k 0k 0k
Energy Bills Rebate 0k 0k 0k 0k 0k 0k 0k
Energy Price Guarantee subsidy 0k 0k 0k 0k 0k 0k 0k
Basic income 0k 0k 0k 0k 0k 0k 0k
Disability basic income 0k 0k 0k 0k 0k 0k 0k
Government balance, each component counted once: head levels
Measure (head) 2025-26 2026-27 2027-28 2028-29 2029-30 2030-31 2031-32
Government receipts, each component once £892.00bn £935.14bn £979.55bn £1,013.85bn £1,052.14bn £1,089.13bn £1,122.37bn
Government spending £529.37bn † £543.55bn † £550.93bn † £559.76bn † £567.52bn † £576.28bn † £584.02bn †
Government balance, each receipt once £362.63bn † £391.59bn † £428.62bn † £454.08bn † £484.61bn † £512.85bn † £538.35bn †
Benefits in household_benefits but not in gov_spending £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn £0.00bn
Model totals: head levels
Measure (head) 2025-26 2026-27 2027-28 2028-29 2029-30 2030-31 2031-32
gov_tax £892.00bn £935.14bn £979.55bn £1,013.85bn £1,052.14bn £1,089.13bn £1,122.37bn
household_tax £491.97bn £520.87bn £549.93bn £573.92bn £598.90bn £624.26bn £645.90bn
pre_budget_change_household_tax £484.15bn £512.74bn £541.54bn £564.86bn £589.61bn £614.72bn £636.09bn
gov_spending £529.37bn † £543.55bn † £550.93bn † £559.76bn † £567.52bn † £576.28bn † £584.02bn †
household_benefits £529.37bn † £543.55bn † £550.93bn † £559.76bn † £567.52bn † £576.28bn † £584.02bn †
gov_balance £362.63bn † £391.59bn † £428.62bn † £454.08bn † £484.61bn † £512.85bn † £538.35bn †
Household income totals: head levels
Measure (head) 2025-26 2026-27 2027-28 2028-29 2029-30 2030-31 2031-32
Household market income £1,637.96bn £1,702.77bn £1,757.35bn £1,806.41bn £1,855.97bn £1,912.43bn £1,970.44bn
Household net income £1,636.68bn † £1,685.25bn † £1,716.89bn † £1,749.83bn † £1,781.12bn † £1,819.78bn † £1,862.63bn †
Household net income (HBAI definition) £1,449.57bn £1,497.73bn £1,532.81bn £1,567.21bn £1,600.01bn £1,638.04bn £1,679.21bn
Population: head levels
Measure (head) 2025-26 2026-27 2027-28 2028-29 2029-30 2030-31 2031-32
People 69,245k 69,383k 69,473k 69,592k 69,738k 69,912k 70,080k
Benefit units 35,110k 35,181k 35,226k 35,286k 35,360k 35,449k 35,534k
Households 31,046k 31,108k 31,149k 31,201k 31,267k 31,345k 31,420k
Poverty rates: head levels
Measure (head) 2025-26 2026-27 2027-28 2028-29 2029-30 2030-31 2031-32
Absolute poverty, before housing costs: everyone 16.3% 15.6% 16.4% 16.3% 16.5% 16.5% 16.6%
Absolute poverty, before housing costs: children 24.7% 22.3% 23.3% 22.9% 23.1% 23.2% 23.4%
Absolute poverty, before housing costs: working-age adults 14.1% 13.9% 14.7% 14.7% 14.8% 14.8% 14.9%
Absolute poverty, before housing costs: pensioners 13.7% 13.5% 14.0% 13.9% 14.0% 13.9% 13.9%
Absolute poverty, after housing costs: everyone 21.6% 21.1% 22.0% 22.5% 22.7% 23.0% 23.3%
Absolute poverty, after housing costs: children 33.3% 31.3% 32.2% 32.4% 32.5% 33.0% 33.9%
Absolute poverty, after housing costs: working-age adults 19.9% 19.9% 20.8% 21.5% 21.8% 22.0% 22.2%
Absolute poverty, after housing costs: pensioners 12.7% 12.6% 13.1% 13.2% 13.3% 13.4% 13.5%
Relative poverty, before housing costs: everyone 17.0% 16.3% 16.4% 16.3% 16.3% 16.3% 16.7%
Relative poverty, before housing costs: children 25.9% 23.4% 23.3% 22.9% 22.8% 22.9% 23.7%
Relative poverty, before housing costs: working-age adults 14.5% 14.3% 14.6% 14.7% 14.7% 14.7% 15.0%
Relative poverty, before housing costs: pensioners 14.5% 14.7% 13.9% 13.9% 13.8% 13.9% 14.0%
Relative poverty, after housing costs: everyone 21.4% 21.0% 21.2% 21.3% 21.3% 21.5% 21.7%
Relative poverty, after housing costs: children 33.1% 31.1% 31.1% 31.0% 31.1% 31.2% 31.7%
Relative poverty, after housing costs: working-age adults 19.9% 19.8% 20.2% 20.4% 20.5% 20.6% 20.8%
Relative poverty, after housing costs: pensioners 12.5% 12.4% 12.2% 11.7% 11.7% 11.8% 12.0%
People in poverty: head levels
Measure (head) 2025-26 2026-27 2027-28 2028-29 2029-30 2030-31 2031-32
Absolute poverty, before housing costs: everyone 11,278k 10,837k 11,403k 11,358k 11,478k 11,506k 11,643k
Absolute poverty, before housing costs: children 3,688k 3,332k 3,496k 3,437k 3,477k 3,499k 3,545k
Absolute poverty, before housing costs: working-age adults 5,965k 5,921k 6,308k 6,354k 6,417k 6,426k 6,517k
Absolute poverty, before housing costs: pensioners 1,624k 1,584k 1,599k 1,568k 1,583k 1,580k 1,581k
Absolute poverty, after housing costs: everyone 14,944k 14,662k 15,296k 15,679k 15,862k 16,047k 16,331k
Absolute poverty, after housing costs: children 4,975k 4,689k 4,832k 4,863k 4,898k 4,986k 5,125k
Absolute poverty, after housing costs: working-age adults 8,463k 8,491k 8,965k 9,325k 9,464k 9,549k 9,669k
Absolute poverty, after housing costs: pensioners 1,506k 1,482k 1,500k 1,491k 1,500k 1,513k 1,537k
Relative poverty, before housing costs: everyone 11,750k 11,332k 11,389k 11,348k 11,358k 11,410k 11,702k
Relative poverty, before housing costs: children 3,872k 3,504k 3,496k 3,434k 3,431k 3,451k 3,577k
Relative poverty, before housing costs: working-age adults 6,159k 6,103k 6,301k 6,349k 6,363k 6,388k 6,540k
Relative poverty, before housing costs: pensioners 1,720k 1,724k 1,592k 1,565k 1,563k 1,571k 1,585k
Relative poverty, after housing costs: everyone 14,849k 14,583k 14,728k 14,809k 14,885k 15,005k 15,219k
Relative poverty, after housing costs: children 4,942k 4,664k 4,660k 4,663k 4,681k 4,702k 4,798k
Relative poverty, after housing costs: working-age adults 8,426k 8,460k 8,679k 8,821k 8,877k 8,964k 9,056k
Relative poverty, after housing costs: pensioners 1,482k 1,459k 1,389k 1,325k 1,327k 1,340k 1,366k
Inequality: head levels
Measure (head) 2025-26 2026-27 2027-28 2028-29 2029-30 2030-31 2031-32
Gini coefficient, equivalised HBAI income before housing costs 0.3080 0.3057 0.3063 0.3062 0.3068 0.3073 0.3089
Mean household net income in each side's own deciles: head levels
Measure (head) 2025-26 2026-27 2027-28 2028-29 2029-30 2030-31 2031-32
Decile 1: mean household_net_income per household £17,681 † £17,895 † £17,904 † £18,146 † £18,308 † £18,581 † £18,739 †
Decile 2: mean household_net_income per household £27,939 † £28,874 † £28,683 † £29,083 † £29,354 † £29,679 † £30,165 †
Decile 3: mean household_net_income per household £34,320 † £35,455 † £36,108 † £36,626 † £37,218 † £37,722 † £38,220 †
Decile 4: mean household_net_income per household £38,933 † £40,603 † £41,873 † £42,783 † £43,423 † £43,928 † £44,548 †
Decile 5: mean household_net_income per household £43,240 † £45,443 † £45,787 † £46,995 † £47,729 † £48,921 † £50,229 †
Decile 6: mean household_net_income per household £47,900 † £49,126 † £50,887 † £51,727 † £52,600 † £54,202 † £55,195 †
Decile 7: mean household_net_income per household £55,684 † £56,509 † £57,443 † £57,966 † £59,083 † £59,211 † £60,667 †
Decile 8: mean household_net_income per household £68,789 † £70,704 † £71,779 † £73,356 † £73,945 † £75,356 † £77,241 †
Decile 9: mean household_net_income per household £78,890 † £80,992 † £82,907 † £84,246 † £85,584 † £87,169 † £89,597 †
Decile 10: mean household_net_income per household £117,005 † £120,262 † £122,221 † £124,681 † £126,775 † £129,108 † £131,486 †
Standard reform costings (change in gov_balance): head levels
Measure (head) 2025-26 2026-27 2027-28 2028-29 2029-30 2030-31 2031-32
Raise basic rate by 1pp £6.41bn £6.66bn £6.64bn £6.88bn £7.04bn £7.26bn £7.48bn
Raise higher rate by 1pp £3.61bn £3.87bn £4.00bn £4.23bn £4.43bn £4.70bn £4.83bn
Raise personal allowance by ~800GBP/year £-3.80bn £-3.92bn £-3.98bn £-4.10bn £-4.17bn £-4.21bn £-1.96bn
Raise child benefit by 25GBP/week per additional child £-1.99bn £-1.75bn £-1.55bn £-1.39bn £-1.30bn £-1.17bn £-1.06bn
Reduce Universal Credit taper rate to 20% £-20.37bn £-20.88bn £-21.32bn £-21.52bn £-21.86bn £-22.25bn £-22.42bn
Raise Class 1 main employee NICs rate to 10% £10.89bn £11.30bn £11.73bn £12.03bn £12.30bn £12.61bn £13.00bn
Raise VAT standard rate by 2pp £24.89bn £25.71bn £26.63bn £27.24bn £27.87bn £28.50bn £29.14bn
Raise additional rate by 3pp £2.90bn £3.15bn £3.22bn £3.42bn £3.61bn suppressed suppressed
Raise the Universal Credit standard allowance by 10% £-3.06bn £-3.18bn £-3.25bn £-3.34bn £-3.44bn £-3.48bn £-3.50bn
Raise the State Pension by 10% £-7.78bn £-8.01bn £-7.99bn £-8.14bn £-8.42bn £-8.55bn £-8.89bn
Standard reforms: change in each reform's target: head levels
Measure (head) 2025-26 2026-27 2027-28 2028-29 2029-30 2030-31 2031-32
Raise basic rate by 1pp: change in income_tax £6.55bn £6.86bn £6.80bn £7.01bn £7.21bn £7.44bn £7.66bn
Raise higher rate by 1pp: change in income_tax £3.61bn £3.92bn £4.01bn £4.23bn £4.45bn £4.72bn £4.84bn
Raise personal allowance by ~800GBP/year: change in income_tax £-3.93bn £-4.07bn £-4.16bn £-4.25bn £-4.32bn £-4.38bn £-1.75bn
Raise child benefit by 25GBP/week per additional child: change in child_benefit £2.33bn £2.14bn £1.94bn £1.76bn £1.65bn £1.52bn £1.40bn
Reduce Universal Credit taper rate to 20%: change in universal_credit £20.34bn £20.87bn £21.30bn £21.52bn £21.81bn £22.20bn £22.41bn
Raise Class 1 main employee NICs rate to 10%: change in national_insurance £11.15bn £11.63bn £12.00bn £12.29bn £12.61bn £12.94bn £13.31bn
Raise VAT standard rate by 2pp: change in vat £24.69bn £25.51bn £26.42bn £27.03bn £27.65bn £28.28bn £28.91bn
Raise additional rate by 3pp: change in income_tax £2.90bn £3.15bn £3.22bn £3.42bn £3.62bn suppressed suppressed
Raise the Universal Credit standard allowance by 10%: change in universal_credit £3.06bn £3.18bn £3.28bn £3.38bn £3.44bn £3.50bn £3.53bn
Raise the State Pension by 10%: change in state_pension £10.68bn £11.17bn £11.28bn £11.60bn £12.04bn £12.47bn £12.97bn

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