Which sectors will the 15th Five-Year Plan fund— and how much?
The 14th Five-Year Plan moved hundreds of billions of dollars of cumulative subsidy across ten sectors in four years. The 15th starts now. We document the realized cascade, log six falsifiable predictions on the next one, and ship the pipeline that produced both.
The cascade from doctrine to subsidy is legible.
The 14th Five-Year Plan, adopted by the NPC on 11 March 2021, named seven frontier fields, designated NEVs as a strategic emerging industry, and committed to building a national integrated big-data center system.1 Across the five-year window that followed, those plan lines compiled into specific ministerial documents: Big Fund III (RMB 344bn, May 2024); the NEV purchase-tax extension to end-2027 (财政部公告 2023年第10号); the East-Data-West-Compute project (NDRC/CAC/MIIT/NEA joint, Feb 2022); and the world's first model-layer regulatory regime (CAC 生成式人工智能服务管理暂行办法, Aug 2023).2 The cascade is densely observable. The reading is not.
MERICS writes careful, slow-cycle long-form on plan implementation.3Trivium China reads ministerial follow-ons daily for paying clients behind a paywall. Stanford's DigiChina hosts academic forums on individual provisions; MacroPolo writes retrospectives. None of them ship a tool that takes a single 5YP line and emits a structured cascade prediction — ranked beneficiaries, a subsidy band, a ministerial lag, and a falsification criterion — with the precedents that grounded each call shown alongside.
The gap exists because the work falls between two professional cultures. The people who can build the retrieval pipeline rarely read the 5YPs in the original language; the people who read the 5YPs rarely build retrieval pipelines. The thesis of this paper is that fourteen plans worth of realized history is enough training signal to make the fifteenth a structured prediction problem rather than a commentary problem. v0 documents the first half — ten realized 14FYP cascades — and commits the second half — six falsifiable predictions on the 15FYP — with resolution windows in 2028–2030.
From a single line in the plan, to a ministerial document with a number.
Each row links a quotable 14FYP plan line to its strongest-claim ministerial follow-on, the realized subsidy band, and the lag in months from plan issuance. Where the source dossier marks [unverified] we preserve the tag.
Forge strategic strength in S&T; designate integrated circuits, AI, quantum, brain science, biotech as the seven frontier fields. (Ch. 9; 科技自立自强.)
Big Fund III (National IC Industry Investment Fund Phase III), registered paid-in capital RMB 344bn (~USD 47.5bn); MoF lead LP + six SOE banks; incorporated 24 May 2024.
SAMR business registry filing, 24 May 2024
Source: gov.cn / SAMR / Caixin
Breakthroughs in high-end chips, basic software, core electronic components, key materials. (Ch. 11; 高端芯片、基础软件、核心电子元器件、关键材料的突破.)
MIIT 'Specialized, Refined, Distinctive, Innovative' SME programme (专精特新). Five 'Little Giants' tranches Aug 2021 – Dec 2024 reached 12,950 firms; cumulative central grants ~RMB 30bn; SMEE 28nm scanner delivered end-2023 [unverified].
Designate NEVs as a strategic emerging industry; codify the State Council NEV Industry Development Plan 2021–2035 (国办发〔2020〕39号). (Ch. 11.)
NEV purchase-tax exemption extended to end-2023 (Sep 2022), then end-2027 (财政部公告 2023年第10号, Jun 2023). Tapered: full 2024–25, half 2026–27, RMB 30k/vehicle cap. Cumulative fiscal cost RMB 520bn 2024–27 [unverified].
财政部公告 2023年第10号
Source: gov.cn / MoF / Caixin
Accelerate charging-pile and battery-swap station construction as part of the nationwide EV infrastructure system. (Ch. 11.)
NDRC/NEA Implementation Opinions (发改能源规〔2022〕53号), 21 Jan 2022. 2025 target: 20M public chargers; 80% county-level fast-charge coverage. End-2024 installed: 12.82M public+private per CAAM/EVCIPA; 3.58M public.
发改能源规〔2022〕53号
Source: ndrc.gov.cn / CAAM
Build a national integrated big-data center collaborative innovation system; optimize data-center and computing-power layout. (Ch. 5.)
East-Data-West-Compute (东数西算), joint NDRC/CAC/MIIT/NEA approval, 17 Feb 2022. Eight national hub nodes + ten national clusters. RMB 400bn/yr FAI at launch; cumulative RMB 1.6tn by mid-2024 per NDRC briefings [partially unverified].
NDRC/CAC/MIIT/NEA joint, 17 Feb 2022
Source: ndrc.gov.cn
Promote deep integration of AI with the real economy across manufacturing, agriculture, logistics, finance, commerce, public services. (Ch. 5.)
CAC Interim Measures for Generative AI Services (生成式人工智能服务管理暂行办法), 13 Jul 2023, effective 15 Aug 2023 — first model-layer regime globally. ~190 services registered by end-2024 [unverified count]. AI+ initiative, 2024 GWR.
CAC 2023-07-13 (生成式AI暂行办法)
Source: cac.gov.cn
Promote common prosperity: narrow income/wealth gaps; strengthen role of taxation, social security, transfers in redistribution. (Ch. 47.)
Aug 2021 CFEAC meeting elevates common prosperity. Cluster: Didi CAC review (Jul 2021), gaming-time NPPA notice (Aug 2021), Double Reduction MoE/State Council (Jul 2021). De-emphasized from mid-2022; People's Daily mentions fall ~70% peak-to-H2-2023 [unverified exact figure].
Source: Xinhua / Stanford SCCEI
Improve modern agricultural industry system: 1.3 bn mu permanent basic farmland; absolute staple-grain self-sufficiency. (Ch. 23.)
Food Security Law of the PRC (中华人民共和国粮食安全保障法), passed by NPCSC 29 Dec 2023, effective 1 Jun 2024 — first statutory codification. High-standard farmland budget RMB 100bn+ in 2024 plan; 1.0+ bn mu constructed by end-2024 per MARA.
NPCSC 2023-12-29 (粮食安全保障法)
Source: npc.gov.cn / MARA
Designate biotechnology as a strategic frontier; biopharmaceutical sub-plan translates this into sectoral targets. (Ch. 9.)
NDRC 14FYP biopharmaceutical sub-plan (发改高技〔2021〕1850号), Dec 2021. NMPA breakthrough designations 458 cum. 2021–24 [unverified]; NRDL 2023 added 121 innovative drugs (single-year record); license-out USD 40bn+ in 2024 (Stifel/Jefferies).
发改高技〔2021〕1850号
Source: ndrc.gov.cn / NHSA
Designate quantum information as a frontier field; build a national quantum information laboratory. (Ch. 9.)
National Lab for Quantum Information Sciences (Hefei) operational 2022; CAS quantum-network testbeds >4,600 km trunk fiber by 2024 [unverified]. Jiuzhang (2021), Zuchongzhi (2023) via CAS/USTC/MOST. No Big-Fund analog. Continuous cascade from 13FYP.
Source: CAS / USTC press
Sources per row inline. Full dossier: projects/cascade/RESEARCH.md §1.1–1.10. Source of record for structured data: forward_indicators_cascade.historical_cascades.
Six falsifiable bets. Resolution windows close 2028 through 2030.
Each card shows the candidate 15FYP line in its strongest currently-observable form, ranked beneficiary sectors with confidence, a subsidy band, a ministerial lag with 80% CI, the falsification criterion, and the date by which the criterion must be evaluated. Logged to data/cascade/predictions.jsonl.
Sovereign AI / self-reliant computing power
Self-reliant computing power (算力自主) elevated to chapter-level; 15FYP-cycle compute-stock target ~40 EFLOPS national aggregate circulating in MIIT briefings [unverified]. Xi, Oct 2025 Politburo study session: 'AI development is a battle we cannot afford to lose' (人工智能发展是一场输不起的战役) [paraphrase].
| ai_accelerator_chips | 0.80 | |
| sovereign_foundation_models | 0.69 | |
| ai_infrastructure | 0.58 | |
| applied_ai_verticals | 0.47 | |
| semiconductors | 0.36 |
No NDRC/MIIT joint compute or accelerator-fund announcement of USD 5bn+ scale within 18 months of 15FYP adoption; OR central rhetoric reverts to 'market-led' framing on AI compute.
Single highest-conviction prediction in the dossier.
Semiconductor self-sufficiency — advanced node
Explicit numerical self-sufficiency target for advanced-node logic and DRAM/HBM. 14FYP 70% target (originated in MIC2025) realized ~22–25%. 15FYP draft likely substitutes capability targets (process node, EUV alternative) for share targets, naming HBM as a priority.
| semiconductors | 0.80 | |
| semiconductor_equipment | 0.65 | |
| eda_tools | 0.51 | |
| high_end_equipment | 0.36 |
No NDRC-led capital pool of USD 20bn+ scale announced within 30 months of 15FYP adoption AND no MIIT self-sufficiency target retained at chapter level.
Big Fund IV expected in 2027–28 window; specific cascade form is the open parameter.
EV / battery — consolidation + global expansion
Transition from 14FYP EV build-out to 15FYP consolidation + global expansion. Q1 2026 NEV penetration ~50% per CAAM; supply-side overcapacity is operational concern. Plan emphasis: quality (solid-state, range, intelligent cabin), consolidation (M&A among ~50 brands), export (中国新能源汽车出海).
| solid_state_battery | 0.68 | |
| intelligent_driving | 0.55 | |
| ev_batteries | 0.41 | |
| charging_infrastructure | 0.27 | |
| battery_recycling | 0.14 |
Reintroduction of full NEV purchase-tax exemption beyond 2027 — would falsify the consolidation framing and indicate continued demand-side intervention.
Direction high-confidence; solid-state magnitude is the uncertain parameter.
Robotics + embodied AI
Humanoid robotics chapter-level commitment; unit-deployment target (1M humanoid units by 2030 circulating) [unverified]. Pre-cascade: MIIT 工信部科〔2023〕193号 Oct 2023 Guiding Opinions; 2025 GWR named 'embodied AI' (具身智能) as strategic emerging industry for the first time.
| humanoid_robotics | 0.55 | |
| actuators_reducers | 0.45 | |
| sensors_lidar | 0.34 | |
| applied_ai_verticals | 0.23 | |
| industrial_robotics | 0.12 |
No MIIT or NDRC humanoid-specific programme of USD 1bn+ within 24 months of 15FYP adoption.
Genuine debate inside PRC policy circles: 'showcase' vs. 'overhyped consumer electronics.'
Common prosperity v2 — operationalized
Common prosperity reappears in reduced/operationalized form. 2024 Third Plenum Decision distribution-system section: explicit mentions of property-tax (房地产税) trial expansion, IIT reform, rural land-rights reform.
| social_housing | 0.42 | |
| social_transfers | 0.35 | |
| property_tax_reform | 0.28 | |
| middle_income_consumer | 0.21 | |
| agricultural_modernization | 0.14 |
No property-tax trial expansion announced within 36 months of 15FYP adoption AND no IIT reform package passed by NPC in same window.
14FYP common-prosperity cascade de-compiled; property-tax political economy unresolved.
Climate / energy transition
Carbon-peak-by-2030 reaffirmation with peak-year acceleration (2028 floated, NDRC); renewables 3,300 GW by 2030 [unverified] vs. ~1,500 GW at end-2025; nuclear restart 8–10 reactor approvals/year. Dual-carbon (双碳) framework is controlling rhetoric.
| grid_infrastructure | 0.80 | |
| nuclear_power | 0.69 | |
| energy_storage | 0.58 | |
| solar_manufacturing | 0.47 | |
| wind_power | 0.36 |
Carbon-peak year explicitly deferred beyond 2030 OR renewables 2030 target announced below 2,800 GW.
Continuation cascade with strong 13FYP / 14FYP precedent.
Source of record for structured data: forward_indicators_cascade.live_predictions; dossier: RESEARCH.md§2.1–2.6.
Four moving parts. Each one shipped in v0.
Corpus
The 14FYP text (gov.cn, 13 March 2021) plus the ten documented ministerial follow-ons indexed in RESEARCH.md §1.1–1.10. Each cascade carries a plan line, the realized ministerial document with its document number where one exists, the realized subsidy band, the lag in months, and the ranked realized beneficiary sectors. v0 scope is deliberately the 14FYP only; the 13FYP and earlier plans land in v1 with the historical re-ranking.
Pipeline
Each input excerpt is encoded with a TF-IDF vectorizer (sklearn, 1–2 ngrams, sublinear TF, English stopwords) fit over the historical-cascade excerpt corpus. Cosine similarity selects the top-K nearest precedents. A keyword-rule predictor — the v0 stand-in for the eventual LLM call — emits a SectorCascadePrediction with ranked beneficiary sectors, a subsidy band, a predicted ministerial lag, and a citation pack tying each call to either the subject excerpt or one of the retrieved precedents. The LLM step is the only swap between v0 and v1.
Baselines
Three baselines run alongside on every backtest fold. Random: uniform sector draw. Mode: always the highest-empirical-weight sector in the 30-sector taxonomy. Keyword match: count taxonomy-keyword hits inside the excerpt, return the top-N by hit count. None are removable. If the retrieval pipeline is not lifting over the keyword baseline, the scoreboard says so before we do.
Metrics
Recall at top-3 for the realized beneficiary sector set. MAE on lag prediction in months. Subsidy-band accuracy as a strict equality (five classes: sub_1bn / 1_5bn / 5_20bn / 20bn_plus / non_monetary). All three metrics evaluated leave-one-out across the 10 14FYP cascades. Calibration via reliability diagram is deferred to v1 once the live predictions begin resolving (late 2028).
Keyword overlap is the bar. The retrieval-augmented model has to clear it.
Leave-one-out across the 10 documented 14FYP cascades. Recall @ top-3 is the fraction of realized beneficiary sectors recovered in each predictor's top-3 set. MAE lag is mean absolute error in months on the ministerial-lag prediction. Subsidy-band accuracy is strict equality across the five-class band schema. v0 reports the keyword baseline above the v0 stub model on recall — this is the disciplinary point of running baselines at all.
| Baseline | Recall @ top-3 | MAE lag (months) | Subsidy-band accuracy |
|---|---|---|---|
| random | 0.17 | 16.2 | 0.10 |
| mode | 0.20 | 9.8 | 0.40 |
| keyword | 0.57 | 10.5 | 0.40 |
| model (v0 stub) | 0.52 | 11.5 | 0.20 |
Source: data/cascade/backtest_v0.json · ran 30 May 2026 against the prior v0.1.0. Stub model is the keyword-rule predictor in pipeline._stub_predict_cascade; v1 swaps it for a long-context LLM call behind forward_indicators.llm.structured_predict.
One number to keep in view: the keyword baseline beats the random baseline on sector recall by roughly 3.4× (0.57 vs 0.17). The v0 stub model is close to the keyword baseline but does not yet clear it — expected, since the stub is itself a keyword rule. Lifting the model row above the keyword row is the explicit success criterion for the v1 long-context-LLM upgrade.
What we will and will not publish.
Primary sources. Every cited 14FYP plan line resolves to gov.cn, the issuing ministry, the NPC archive, or a State Council bulletin. Press estimates appear with explicit attribution and an [unverified] tag where a primary fiscal document does not yet exist.
Falsification, not narration.Every live prediction in §III carries a criterion written so resolution does not require subjective adjudication. We score against the criterion, not against an analyst's memory of what we meant.
De-compilation is data.Section 1.7 (common prosperity) documents quiet retraction. A plan line that compiles and then de-compiles is a recoverable signal, not an error in the corpus — the prior should encode it as a distinct outcome class.
No fabricated magnitudes. Where a subsidy quantum is asserted by secondary press but not yet anchored to a primary fiscal document, the field carries the press attribution and the unverified tag. We do not interpolate.
Excluded scope. Defense and dual-use cascades are out of the public prediction set on editorial-guardrail grounds (Section 7 of the Forward Indicators plan). Quantum is documented as a counter-example, not predicted forward.
Six choices to lock before the 15FYP communiqué.
- 01.Corpus ingest cutoff
Lock predictions at Fourth Plenum communiqué (fall 2026) or formal NPC adoption (spring 2027)? Plenum gives cleaner experiment; NPC gives cleaner cascade-timing measurement.
- 02.Subsidy-band schema
USD buckets at 1, 5, 20bn. For statutory cascades (§1.8 grain security) magnitude is structurally non-monetary. Add a legislative outcome class?
- 03.De-compilation tracking
§1.7 documented quiet retraction of common prosperity. Include a realized_decompile_signal field, or capture via inverse predictions?
- 04.Exogenous-shock handling
§1.6: ChatGPT (Nov 2022) restructured the AI cascade. Should the pipeline maintain a parallel shock log the prior can reference at prediction time?
- 05.Sectors deliberately skipped
Quantum, biotech, defense skipped for distinct reasons (RESEARCH.md §2). Include with explicit 'no prediction' marker, or omit?
- 06.Falsification timing
All §2 predictions resolve in the 18–36 month window post-15FYP adoption. First scoreboard cycle closes late 2028. Add a faster interim metric on plan-line appearance in the final text?
Forward Indicators (2026). “Five-Year Plan Cascade Analyzer, v0.” Forward Indicators Working Paper No. II–01.
DOI: 10.xxxx/fi.wp.ii.01 · pending registration
Notes
- State Council, “中华人民共和国国民经济和社会发展第十四个五年规划和2035年远景目标纲要”, gov.cn, 13 March 2021. www.gov.cn/xinwen/2021-03/13/content_5592681.htm. Chapter references throughout this paper follow the Chinese original; CSET and MERICS English translations differ slightly in chapter numbering.
- Big Fund III: SAMR business-registry filing for “国家集成电路产业投资基金三期股份有限公司”, 24 May 2024; confirmed in Caixin and Reuters reporting the same week. NEV purchase-tax extension: 财政部公告 2023年第10号, 21 June 2023. East-Data-West-Compute: NDRC/CAC/MIIT/NEA joint approval, 17 February 2022. CAC Generative AI Interim Measures: 13 July 2023, effective 15 August 2023.
- See MERICS' running coverage of 5YP implementation, in particular the briefs surrounding the 14th plan's mid-term review. The work is excellent and slow; the analytical surface is a PDF, not an API. Trivium China's daily Tip Sheet remains the best paid product on Chinese policy reading in English. The argument here is not that paid newsletters should be free, but that a public, queryable scoreboard with logged predictions is a different artifact than a daily memo — and that the field needs both.