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Derive economic assumption index horizon from the growth series - #2756

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@MaxGhenis MaxGhenis commented Oct 30, 2026 •

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Fixes #2755

What and why

create_economic_assumption_indices built every cumulative index with range(start_year + 1, 2040), while the growth series run to 2074. A Parameter carries its last value forward rather than raising, so everything grown by an index froze at its 2039 level with no error. That covers the State Pension, the tax thresholds, benefit rates, and the inputs Core grows by variable.uprating after PROJECTION_END_YEAR.

The indices now end at growth_horizon(yoy_growth), the last year any growth series covers. They end in 2074, one year past yoy_growth.yaml, because the lagged series run a year past their source. The indices read each series on 1 January, so a value dated later in a year counts from the year after. Fiscal-year conversion needs no change: af5d07a made it follow each parameter's stated dates.

State Pension path and totals, 2035 to 2050

I ran main (37591f4) and this branch, based on that commit, on the certified dataset, enhanced_frs_2024_25.h5 at 2526edbb, in full Microsimulation runs. The run recorded no SHA for the branch. Weekly rates in pounds; totals in £bn, by model year.

Year New SP, main New SP, fix Basic SP, main Basic SP, fix SP total, main SP total, fix gov_tax, main gov_tax, fix gov_spending, main gov_spending, fix
2035 313.90 313.90 240.53 240.53 159.2 159.2 1,289 1,289 617.8 617.8
2036 325.20 325.20 249.19 249.19 165.1 165.1 1,338 1,338 627.1 627.1
2037 337.56 337.56 258.66 258.66 171.6 171.6 1,391 1,391 636.5 636.5
2038 350.38 350.38 268.49 268.49 178.2 178.2 1,444 1,444 646.3 646.3
2039 363.70 363.70 278.69 278.69 185.2 185.2 1,500 1,500 656.5 656.5
2040 363.70 377.52 278.69 289.28 185.2 192.4 1,501 1,558 656.5 666.5
2041 363.70 391.86 278.69 300.27 185.2 199.8 1,501 1,618 656.5 675.8
2042 363.70 406.75 278.69 311.68 185.2 207.6 1,501 1,681 656.5 686.0
2043 363.70 422.21 278.69 323.53 185.2 215.6 1,501 1,747 656.5 697.2
2044 363.70 438.26 278.69 335.82 183.7 222.1 1,501 1,815 655.0 707.0
2045 363.70 454.91 278.69 348.58 180.2 226.3 1,500 1,886 651.4 714.2
2046 363.70 472.20 278.69 361.83 178.4 232.7 1,500 1,961 649.7 723.9
2047 363.70 490.14 278.69 375.58 178.4 241.7 1,500 2,039 649.7 735.5
2048 363.70 508.76 278.69 389.85 178.4 250.9 1,500 2,119 649.7 748.3
2049 363.70 528.10 278.69 404.66 178.4 260.5 1,500 2,204 649.7 760.4
2050 363.70 548.17 278.69 420.04 178.4 270.4 1,500 2,292 649.7 773.3

All 12 totals I recorded match in every year from 2035 to 2039, so the change starts in 2040. Tax and spending both rise from 2040 because the tax base and the benefit rates both stop freezing. These rows measure the bug; they don't forecast the public finances.

Build time and CI cost

The longer indices take main at 2da212a from 75,993 stored values to 94,445, and every CountryTaxBenefitSystem and Simulation clones them. The table below compares main at 03349c9 with this branch at b5a69da.

CPU, median of 3 interleaved runs on one host main 03349c9, Core 3.33.12 This branch, Core 3.33.12 This branch, Core 3.34.1
Stored parameter entries 73,427 91,232 91,232
Clone of the processed tree 376 ms 444 ms 245 ms
New CountryTaxBenefitSystem 870 ms 969 ms 569 ms
First CountryTaxBenefitSystem in a process 0.71 s 0.89 s 0.68 s
Household Simulation plus household_net_income 4,210 ms 4,146 ms 3,222 ms
Memory per retained system 46.1 MB 50.3 MB 48.0 MB

The rounds shared an 18-CPU host with other jobs, at one-minute load averages from 25 to 41, so every time runs above a quiet host's; the columns ran interleaved, so they compare with each other. Under Core 3.33.12, this branch clones the processed tree 18% slower than main, builds a new system 11% slower and spends 0.18 s more on the first build in a process. Core 3.34.1 takes all three below main. The household row varies most between rounds (3,543 to 4,345 ms for this branch under 3.33.12) and doesn't separate main from this branch on this host; a second probe reads 3,159, 3,191 and 2,773 ms for the three columns. Profiles of three household simulations put the system clone at 14.4% of their time on main, 15.5% on this branch under 3.33.12 and 7.8% under 3.34.1.

CI showed the cost before this update. On this branch's runs at 3fbcd89 and 478fc38, the Python shards took 66.3 to 75.5 minutes, and the 75-minute limit cancelled shards 2/6 and 3/6 both times. Three merge-queue runs on main after #2742 merged (4542fff, ada1bba and cc477bd) took 59.6 to 73.5 minutes per shard, so main alone comes within 1.5 minutes of the limit. On both of this branch's runs, Test / YAML stopped about 7 minutes in, at charge_parameters.yaml, when its runner received a shutdown signal. Both runs predate #2742, and the three merge-queue runs passed the YAML job in 8.2 to 9.6 minutes. The logs record no memory figures, so I infer memory from the 16.1 GiB local peak on main that #2742 reports and this branch's 9% larger retained systems.

Two changes outside this PR address those costs, and both have landed:

  • PolicyEngine/policyengine-core#631 replaces the deep copy of each entry's metadata with a shallow one; 99% of the entries hold an empty dict. Core 3.34.1 ships it, and this PR moves uv.lock to 3.34.1, so CI tests this branch with it. In the table, it brings this branch's clone and build times below main's.
  • #2742 releases each YAML case's simulation and reformed systems. It merged as b7ea67d, which this branch now includes. At b5a69da, one process runs the whole YAML tree with a 1.72 GiB peak.

This PR keeps the repeated annual records on main (54,578 of its 75,993 entries repeat the value before them): _fiscal_year_conversion_years retains them on purpose, and the API metadata exposes them.

What else moves

  • Fiscal 2039-40 bus fares. Three gov.dft.bus.local_bus_fares_index parameters use fiscal_year_blend, which reads the January 2040 index. main had no January 2040 value, so it understated that one fiscal year (London 257.75 against 259.10). Nothing else changes before 2040, and none of the recorded totals moves.
  • Undated growth reforms. A scalar change to a growth series states that series out to 2100, so every index follows it to 2101. A dated change inside the data leaves the horizon at 2074, and one dated past it extends the index that far. The horizon tests pin all three.
  • NI metadata. The API's metadata for five NI thresholds now lists values to 2074. test_live_parameter_metadata_preserves_legacy_scalar_records pins every rate in full and every threshold through 2039, where the legacy extract ends, and fails if a threshold falls after that.
  • Downstream. uk-triple-lock pins economic_assumption_indices: [None, 2039] and the SHA-256 of these files in model_horizon.py, so its next PE-UK bump fails loudly until it re-audits. Its published results end at 2039-40. The API's UK year list reads PROJECTION_END_YEAR and the CGT projection, not the indices, so it doesn't widen.
  • Core 3.34.1. This PR moves uv.lock from policyengine-core 3.33.12 to 3.34.1 and moves no other package; pyproject.toml keeps >=3.33.0. I compared the two releases on this branch. At f6855cf, every leaf parameter holds the same value at 180 instants from 2015 to 2074, and every node and stored entry holds the same metadata. That holds in a first and a second CountryTaxBenefitSystem and in a household simulation's system, across 3,142,884 comparisons. At b5a69da, a grid of 24 synthetic households covers earnings, pensions, children, every tenure, all four nations and benefit claims. It gives the same household_net_income, gov_tax and gov_spending in every year from 2025 to 2050, under current law and under a reform to the personal allowance and the Universal Credit taper, across 3,744 comparisons. Five reforms and the reindex_benefit_cap scenario leave the cached and built parameter trees unchanged under both releases. Code here writes metadata only at the top level of a dict or by replacing the dict, never inside a nested value that 3.34.1's clones now share. 3.34.1 also removes Reform.from_api, Reform.api_id and the policyengine_core.charts.api functions, which nothing here calls and test_no_core_public_api_functions.py keeps that way, and refuses a non-integer count in build_default_simulation, which nothing here calls.

Known limitation

Only 10 of the 47 growth series stated in the source tree reach 2073. The other 37 end between 2029 and 2036 and hold their final rate, as they did to 2039 on main, and the longer horizon compounds that rate for 35 more years. The ones that reach microsim inputs after 2032 include obr.mortgage_interest at 5.53% and obr.per_capita.mixed_income at 4.0%, so an index like mortgage interest reaches 36 times its base by 2074. These series need long-run paths of their own, which this PR leaves out of scope. The README now says so.

Invariants

  1. Horizon: every index ends in the last year any growth series covers.
  2. Compounding: each index is 1 in its first year, then the previous value times one plus that year's growth, rounded to 5 places (the earnings index keeps full precision). A shorter series holds its final rate.
  3. Uprating: a parameter uprated by an index that moves after 2039 moves too, unless its value is zero.
  4. Reforms: the horizon follows a reformed series.

Test plan

  • policyengine_uk/tests/test_economic_assumption_horizon.py checks invariants 1 to 4, on the real tree and on 200 Hypothesis-generated growth trees of mixed lengths.
  • Tests that pinned the 2039 end now read the horizon from the data, which extends the statutory threshold, Pension Credit, September CPI and Scottish carer checks to 2074. The carer reference names one intended exception: a rise landing exactly on a 2.5p tie may go either way, because the index keeps five decimal places. 28.75 x 1.02 does so in 2071, on the held 2% rate. I haven't verified whether the law requires the upper outcome on a tie.
  • Synthetic growth trees in test_pension_credit_uprating.py and test_pension_age_projection_invariants.py end in 2039, so their lagged series reach 2040, and the checks run through 2040. Reforms they apply still reach the dependent forecasts.
  • At f6855cf, under Core 3.34.1, the 10 test files this PR changes pass (568 tests).
  • At b5a69da, under Core 3.34.1, the 21 code-health files pass (3,058 tests), and 37 of the 39 other test files that read or write parameter metadata pass (2,444 tests, 72 skipped). test_parameter_metadata.py holds no live test. test_dated_reform_routes.py reached its local time limit with no failure logged, and CI runs it with the six Python shards.
  • At f6855cf, policyengine-core test runs the whole YAML tree in one process: 5,409 YAML cases and one Python test pass.
  • For policy changes: no new YAML tests; this changes no rule.
  • make format
  • Changelog fragment changelog.d/derive-index-horizons.fixed.md

Reproducer

Reproducer: policyengine_uk/tests/test_economic_assumption_horizon.py::test_the_state_pension_keeps_rising_after_2039

axiom: n/a: microsim-only

🤖 Generated with Claude Code

MaxGhenis and others added 2 commits October 30, 2026 15:48
Every index stopped at 2039 while the growth series run to 2074, so a
parameter or input grown by an index froze at its 2039 level.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The indices read each series on 1 January, so a value dated later in a
year first reaches them the next year. The pension fixtures relied on
every index running to 2039, so their growth series now end there.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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Aggregate impact on certified data: pass

Base 2da212abcf against head 1448d105c8, 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

  • Base and head ran on different runtimes, so some changes may come from dependencies: policyengine-core==3.33.12 -> policyengine-core==3.34.1
  • 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 Class 1 main employee NICs rate to 10% 0 0 0 0 0 suppressed suppressed
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 Class 1 main employee NICs rate to 10%: change in national_insurance 0 0 0 0 0 suppressed suppressed
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 £-55,777,260 in total; 2027-28: 76 units below zero, a weighted £-57,727,917 in total
Counted-once check

Each of 92 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 2da212abcf uk 2.170.0 (files e654eb5f6f55), core 3.33.12, py 3.13.18 aarch64 77aac721ac5e 7cb61324a46b 2031.09s
head #2756 merged into main 1448d105c8 uk 2.170.0 (files d4bed34d92f4), core 3.34.1, py 3.13.18 aarch64 8f2be32513dc 7cb61324a46b 2078.4s

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.

Runtime differences:

  • policyengine-core==3.33.12 -> policyengine-core==3.34.1
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 £335.83bn £351.28bn £366.96bn £385.36bn £400.00bn
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 £256.87bn £266.33bn £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 £2.20bn £2.26bn £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 £24.13bn £26.00bn £26.83bn £26.51bn £25.78bn £24.63bn
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 £7.29bn £7.48bn £7.60bn £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 £82.95bn £84.96bn £86.11bn £87.61bn £88.21bn
Housing Benefit £8.56bn £8.89bn £9.23bn £9.46bn £9.69bn £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 £5.27bn £5.42bn
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 £0.55bn £0.56bn £0.57bn £0.56bn
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 £0.56bn £0.57bn £0.57bn £0.58bn £0.60bn £0.61bn £0.59bn
Extended childcare entitlement £2.99bn £3.50bn £3.59bn £3.71bn £3.78bn £3.86bn £3.93bn
Universal childcare entitlement £2.06bn £2.22bn £2.29bn £2.37bn £2.43bn £2.48bn £2.53bn
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
Household Energy Payment £0.00bn £2.11bn £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 1,472k 1,452k 1,450k 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 6,342k 6,347k 6,336k 6,297k 6,292k 6,271k 6,223k
Housing Benefit 1,249k 1,245k 1,244k 1,227k 1,227k 1,229k 1,232k
Council Tax Reduction 3,176k 3,195k 3,200k 3,214k 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 1,060k 1,062k
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 353k 350k 348k 337k
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 1,043k 1,027k 1,014k 1,009k 1,011k 1,009k 993k
Extended childcare entitlement 795k 800k 796k 797k 798k 798k 792k
Universal childcare entitlement 1,071k 1,072k 1,072k 1,073k 1,076k 1,079k 1,074k
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
Household Energy Payment 0k 21,065k 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 £934.66bn £980.50bn £1,015.93bn £1,054.24bn £1,091.56bn £1,124.90bn
Government spending £529.38bn † £545.66bn † £550.77bn † £559.52bn † £567.20bn † £575.96bn † £583.61bn †
Government balance, each receipt once £362.62bn † £389.00bn † £429.73bn † £456.41bn † £487.04bn † £515.61bn † £541.29bn †
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 £934.66bn £980.50bn £1,015.93bn £1,054.24bn £1,091.56bn £1,124.90bn
household_tax £491.97bn £520.41bn £551.21bn £576.01bn £601.00bn £626.70bn £648.42bn
pre_budget_change_household_tax £484.15bn £512.28bn £542.82bn £566.95bn £591.72bn £617.16bn £638.62bn
gov_spending £529.38bn † £545.66bn † £550.77bn † £559.52bn † £567.20bn † £575.96bn † £583.61bn †
household_benefits £529.38bn † £545.66bn † £550.77bn † £559.52bn † £567.20bn † £575.96bn † £583.61bn †
gov_balance £362.62bn † £389.00bn † £429.73bn † £456.41bn † £487.04bn † £515.61bn † £541.29bn †
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 £1,636.69bn † £1,687.82bn † £1,715.46bn † £1,747.50bn † £1,778.70bn † £1,817.02bn † £1,859.69bn †
Household net income (HBAI definition) £1,449.57bn £1,499.83bn £1,530.87bn £1,565.18bn £1,597.89bn £1,635.60bn £1,676.62bn
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% 15.5% 16.4% 16.3% 16.5% 16.5% 16.6%
Absolute poverty, before housing costs: children 24.7% 22.1% 23.3% 22.9% 23.1% 23.2% 23.5%
Absolute poverty, before housing costs: working-age adults 14.1% 13.8% 14.7% 14.7% 14.8% 14.8% 15.0%
Absolute poverty, before housing costs: pensioners 13.7% 13.4% 14.0% 13.8% 13.9% 13.9% 13.9%
Absolute poverty, after housing costs: everyone 21.6% 21.0% 22.0% 22.6% 22.9% 23.1% 23.4%
Absolute poverty, after housing costs: children 33.3% 31.3% 32.3% 32.5% 32.9% 33.4% 34.2%
Absolute poverty, after housing costs: working-age adults 19.9% 19.8% 20.8% 21.6% 21.9% 22.0% 22.3%
Absolute poverty, after housing costs: pensioners 12.7% 12.4% 13.2% 13.2% 13.3% 13.4% 13.6%
Relative poverty, before housing costs: everyone 17.0% 16.0% 16.4% 16.3% 16.4% 16.3% 16.6%
Relative poverty, before housing costs: children 25.9% 22.9% 23.3% 22.9% 23.0% 22.9% 23.5%
Relative poverty, before housing costs: working-age adults 14.5% 14.1% 14.6% 14.7% 14.7% 14.7% 15.0%
Relative poverty, before housing costs: pensioners 14.5% 14.0% 13.9% 13.8% 13.8% 13.9% 13.9%
Relative poverty, after housing costs: everyone 21.4% 21.0% 21.3% 21.3% 21.3% 21.5% 21.7%
Relative poverty, after housing costs: children 33.1% 31.1% 31.2% 31.0% 31.1% 31.2% 31.8%
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 10,779k 11,402k 11,365k 11,475k 11,513k 11,651k
Absolute poverty, before housing costs: children 3,688k 3,314k 3,496k 3,445k 3,480k 3,502k 3,549k
Absolute poverty, before housing costs: working-age adults 5,965k 5,893k 6,308k 6,362k 6,420k 6,430k 6,521k
Absolute poverty, before housing costs: pensioners 1,624k 1,572k 1,598k 1,559k 1,575k 1,580k 1,581k
Absolute poverty, after housing costs: everyone 14,944k 14,600k 15,310k 15,721k 15,936k 16,141k 16,426k
Absolute poverty, after housing costs: children 4,975k 4,682k 4,837k 4,888k 4,945k 5,040k 5,179k
Absolute poverty, after housing costs: working-age adults 8,463k 8,461k 8,971k 9,344k 9,491k 9,584k 9,706k
Absolute poverty, after housing costs: pensioners 1,506k 1,457k 1,502k 1,490k 1,500k 1,517k 1,542k
Relative poverty, before housing costs: everyone 11,750k 11,084k 11,388k 11,364k 11,416k 11,415k 11,651k
Relative poverty, before housing costs: children 3,872k 3,423k 3,496k 3,445k 3,466k 3,454k 3,549k
Relative poverty, before housing costs: working-age adults 6,159k 6,013k 6,301k 6,362k 6,389k 6,389k 6,521k
Relative poverty, before housing costs: pensioners 1,720k 1,648k 1,590k 1,557k 1,562k 1,572k 1,581k
Relative poverty, after housing costs: everyone 14,849k 14,552k 14,775k 14,809k 14,874k 15,014k 15,234k
Relative poverty, after housing costs: children 4,942k 4,660k 4,673k 4,663k 4,679k 4,707k 4,806k
Relative poverty, after housing costs: working-age adults 8,426k 8,440k 8,711k 8,823k 8,873k 8,967k 9,062k
Relative poverty, after housing costs: pensioners 1,482k 1,452k 1,391k 1,323k 1,322k 1,339k 1,365k
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 0.3052 0.3058 0.3058 0.3063 0.3069 0.3085
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 † £17,997 † £17,915 † £18,152 † £18,307 † £18,531 † £18,717 †
Decile 2: mean household_net_income per household £27,939 † £29,023 † £28,711 † £29,013 † £29,276 † £29,691 † £30,151 †
Decile 3: mean household_net_income per household £34,320 † £35,485 † £36,073 † £36,611 † £37,197 † £37,737 † £38,187 †
Decile 4: mean household_net_income per household £38,933 † £40,687 † £41,724 † £42,727 † £43,334 † £44,132 † £44,434 †
Decile 5: mean household_net_income per household £43,239 † £45,567 † £46,012 † £46,960 † £47,714 † £48,584 † £50,279 †
Decile 6: mean household_net_income per household £47,927 † £49,210 † £50,893 † £51,939 † £52,942 † £53,942 † £54,680 †
Decile 7: mean household_net_income per household £55,662 † £56,571 † £57,442 † £57,670 † £58,730 † £59,651 † £61,082 †
Decile 8: mean household_net_income per household £68,789 † £70,803 † £71,858 † £73,466 † £73,880 † £75,317 † £77,178 †
Decile 9: mean household_net_income per household £78,890 † £81,013 † £80,861 † £82,646 † £85,464 † £86,946 † £89,509 †
Decile 10: mean household_net_income per household £117,005 † £120,339 † £124,742 † £126,632 † £125,971 † £128,600 † £130,938 †
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 £6.63bn £6.85bn £7.03bn £7.25bn £7.49bn
Raise higher rate by 1pp £3.61bn £3.87bn £4.00bn £4.22bn £4.44bn £4.71bn £4.83bn
Raise personal allowance by ~800GBP/year £-3.80bn £-3.92bn £-3.98bn £-4.04bn £-4.10bn £-4.23bn £-1.95bn
Raise child benefit by 25GBP/week per additional child £-1.99bn £-1.75bn £-1.55bn £-1.38bn £-1.30bn £-1.18bn £-1.07bn
Reduce Universal Credit taper rate to 20% £-20.77bn £-21.32bn £-21.75bn £-21.99bn £-22.34bn £-22.75bn £-22.94bn
Raise Class 1 main employee NICs rate to 10% £10.89bn £11.30bn £11.71bn £12.01bn £12.31bn suppressed suppressed
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 £3.41bn £3.61bn suppressed suppressed
Raise the Universal Credit standard allowance by 10% £-3.06bn £-3.18bn £-3.26bn £-3.35bn £-3.44bn £-3.49bn £-3.50bn
Raise the State Pension by 10% £-7.78bn £-8.01bn £-8.24bn £-8.47bn £-8.82bn £-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 £6.79bn £7.00bn £7.20bn £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 £-4.13bn £-4.18bn £-4.22bn £-4.40bn £-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 £20.74bn £21.31bn £21.78bn £22.04bn £22.37bn £22.78bn £22.99bn
Raise Class 1 main employee NICs rate to 10%: change in national_insurance £11.15bn £11.63bn £12.00bn £12.29bn £12.61bn suppressed suppressed
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 £3.19bn £3.28bn £3.37bn £3.43bn £3.49bn £3.51bn
Raise the State Pension by 10%: change in state_pension £10.68bn £11.17bn £11.28bn £11.60bn £12.04bn £12.47bn £12.97bn

MaxGhenis and others added 4 commits October 30, 2026 18:19
The legacy NI metadata fixture is an exact extract that ended in 2039, so
compare it through that year: later records are new, not legacy. Build the
nested growth tree without subscripting a call, which the cached-array
scan reads as an entity call.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Compare the NI rates in full, since only the thresholds follow indices past
the legacy extraction, and check that those thresholds keep rising. Run the
synthetic pension checks through 2040, the last year their lagged series
reach. State that growth_horizon reads the series before fiscal conversion,
pin a dated reform past the data, and let an empty growth node build no
indices, as it did before. Name the carer tie allowance as an intended
exception to the half-up reference.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
A drop right after 2039 would otherwise pass, since the check started in
2040. Start it at the last legacy value so the boundary counts.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
@MaxGhenis
MaxGhenis marked this pull request as ready for review October 31, 2026 01:28
@MaxGhenis

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Hand-off to the UK hub at head 478fc381bbab11e52be2e1648a496250ce1e0eba.

GPT-6.1 Sol (subfleet run --task review --tier hard) approved this head with no findings. Its report sits at ~/reviews/uk-hub/pr-2756/reviews/review_478fc381b.md, beside the earlier rounds, and the State Pension runs, cost probes and CI logs sit in the same folder.

Lint, Changes, Changelog fragments, both documentation builds, the release build, Fix evidence and the four smoke imports pass at this head. Python 1/6 to 6/6, YAML and Aggregate impact hadn't finished at 01:33Z on 31 October.

At 3fbcd896f the 75-minute limit cancelled Python 2/6 and 3/6 at 99%, and YAML lost its runner about 7 minutes in. Either can recur until these land:

This PR leaves test-suite.yaml alone. If Core #631 slips by more than a few days, the UK hub decides on a timeout change in its own PR.

d2161 stops any agent merging or enqueueing this PR. No published number moves, so it needs no sign-off from Max. d2222 holds the separate call on long-run paths for the 37 short growth series.

Three other pieces of work overlap this PR:

🤖 Generated with Claude Code

MaxGhenis and others added 2 commits October 30, 2026 23:50
Brings #2756 up to main at 03349c9.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Moves only the policyengine-core entry in uv.lock, from 3.33.12 to
3.34.1, which carries PolicyEngine/policyengine-core#631 (shared parameter
metadata in clone, Parameter.interpolated). Core's requirements are the
same in both releases, so no other package moves. uv lock --check passes
under uv 0.13.6 and 0.12.13.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
MaxGhenis and others added 2 commits October 31, 2026 05:49
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Three comments and a docs table still said the indices end in 2039.

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

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Economic assumption indices stop at 2039, freezing everything uprated by them

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