Where China's next half-trillion in industrial subsidy is going.
The founding paper of the analyzer. 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 seven falsifiable predictions on the next one, and ship the pipeline that produced both.
China's Five-Year Plans are the most consequential industrial-policy documents on Earth, but the plan text itself only designates broad sectors — the actual money flows in afterwards through ministerial programs that land sequentially across the plan period. This paper builds a forward-looking analyzer that predicts which sectors will receive that follow-on, at what magnitude band, and with what lag from plan adoption. We document ten cascades from the 14th Five-Year Plan (14FYP), encode a retrieval pipeline that returns the nearest historical precedents for any new plan-line excerpt, and run a leave-one-out backtest against random, mode, and keyword-rule baselines. The keyword baseline recovers 57 percent of realized beneficiary sectors at top-3, against 20 percent for the mode baseline and 17 percent for random — the disciplinary bar that any eventual large-language-model predictor has to clear. We then apply the same machinery forward to the 15th Five-Year Plan (15FYP), adopted by the National People's Congress (NPC) on 12 March 2026, and log seven falsifiable predictions: sovereign AI compute, semiconductor self-sufficiency, electric-vehicle consolidation, embodied AI, common-prosperity v2, climate and energy, and quantum continuation. Each prediction carries an explicit falsification criterion and a resolve-by date between 2027 and 2029. The pipeline is public on GitHub; the predictions are public on this page; the first resolution window closes in September 2027.
The cascade from doctrine to subsidy is legible.
The 14th Five-Year Plan, adopted by the National People's Congress (NPC) on 11 March 2021, named seven frontier fields, designated new-energy vehicles (NEVs) 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: the third National Integrated Circuit Industry Investment Fund (Big Fund III), registered with RMB 344 billion in capital in May 2024; the NEV purchase-tax extension through 2027, issued by the Ministry of Finance (MoF) in June 2023; the East-Data-West-Compute project, jointly approved by the National Development and Reform Commission (NDRC) with the Ministry of Industry and Information Technology (MIIT) and partner agencies in February 2022; and the world's first model-layer regulatory regime, the Cyberspace Administration of China's Interim Measures on Generative AI, issued in July 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 plan line and emits a structured cascade prediction — ranked beneficiaries, a subsidy band, a ministerial lag, a falsification criterion, and a resolve-by date — with the historical precedents that grounded each call shown alongside, and the entire output committed to a public registry that can be scored against the realized record.
The difference is not the reading. It is the schema. Every prediction in this paper resolves to a single ministerial document at a single primary-source URL by a single date. MERICS publishes the strongest analytical narrative in English; this paper publishes the weakest analytical claim — a structured tuple — and stands or falls on whether the tuple matches the document that lands. The first scoreboard closes in late 2028.
The gap exists because the work falls between two professional cultures. The engineers who can build the retrieval pipeline rarely read the Five-Year Plans in the original language; the analysts who read the plans 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. The first half — ten realized 14FYP cascades — is documented here. The second half — seven falsifiable predictions on the 15FYP — is committed below, with resolution windows running from 2027 through 2029.
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 a primary fiscal document is not yet available, the row is preserved with an explicit unverified tag.
What 2020-era observers got, missed, and what surprised them. CSIS and CSET correctly anticipated a third Big Fund in the 2023–2025 window and called the magnitude band; the mid-plan rhetorical upgrade to new-quality productive forces, introduced during Xi's September 2023 Heilongjiang inspection, was not anticipated by anyone. The concept of geographically distributed compute (East-Data-West-Compute) was on the MERICS and CSET 2021 radar; the speed of the NDRC-coordinated rollout was under-predicted. A model-layer regulation on generative AI was predicted by no one — the cascade was restructured by ChatGPT in November 2022 as an exogenous shock. Most observers predicted the NEV purchase-tax exemption would expire on schedule given fiscal pressure; it was extended twice. The statutory codification of grain security in the Food Security Law of December 2023 was a cascade-form upgrade most expected to remain administrative. And the quiet retraction of common prosperity from mid-2022 was anticipated by almost no Western analyst — the cleanest known calibration failure in the public record. The pipeline encodes each of these as a pattern: surprise on magnitude, surprise on speed, surprise on form, and the signal that a cascade can de-compile.
The interactive explorer below holds both halves of the dataset: the ten 14FYP cascades documented in this section, and the seven live 15FYP bets logged in the next. Switch tabs to move between the training record and the forward predictions; filter by subsidy band, confidence tier, or search.
Sovereign AI / self-reliant computing power
Falsification criterion
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.
Monitor: ndrc.gov.cn 发改高技 (gao-ji) document series + miit.gov.cn 工信部 industry notices + Xinhua wire on State Council AI Office briefings.
Single highest-conviction prediction in the dossier.
Semiconductor self-sufficiency — advanced node
Falsification criterion
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.
Monitor: SAMR business-registry filings for new 集成电路 funds (Big Fund III precedent) + MoF 财政部公告 series + the 15FYP chapter on industrial systems as it appears in the final NPC text.
Big Fund IV expected in 2027–28 window; specific cascade form is the open parameter.
Climate / energy transition
Falsification criterion
Carbon-peak year explicitly deferred beyond 2030 OR renewables 2030 target announced below 2,800 GW.
Monitor: NEA 国家能源局 annual reactor-approval lists + NDRC dual-carbon 双碳 working-group briefings + State Council 国发 documents on the 2030 carbon-peak target.
Continuation cascade with strong 13FYP / 14FYP precedent.
EV / battery — consolidation + global expansion
Falsification criterion
Reintroduction of full NEV purchase-tax exemption beyond 2027 — would falsify the consolidation framing and indicate continued demand-side intervention.
Monitor: MoF 财政部公告 series on NEV vehicle-purchase tax (precedent: 财政部公告 2023年第10号) + MIIT 工信部 announcements on automotive consolidation + MOFCOM 商务部 export-promotion notices on 新能源汽车出海.
Direction high-confidence; solid-state magnitude is the uncertain parameter.
Quantum information science — chapter-level continuation
Falsification criterion
15FYP chapter-level demotion of quantum below 'frontier field' tier OR explicit deprioritization in NDRC/MOST joint 量子信息 budget allocations vs the 14FYP baseline.
Monitor: MOST 国科发基 series on Hefei National Lab + CAS 中科院 quantum-network testbed expansion + NSFC 国家自然科学基金 quantum-information grant announcements; cross-check against PRC National Defense University 国防大学 doctrinal commentary.
Re-classified from v0 documented counter-example to v0.1.1 continuation cascade at state-lab magnitude band.
Robotics + embodied AI
Falsification criterion
No MIIT or NDRC humanoid-specific programme of USD 1bn+ within 24 months of 15FYP adoption.
Monitor: MIIT 工信部科 (ke-) series follow-ons to 工信部科〔2023〕193号 + NDRC 发改高技 humanoid sub-plans + Beijing/Shanghai/Shenzhen provincial humanoid funds as a leading indicator for central matching.
Genuine debate inside PRC policy circles: 'showcase' vs. 'overhyped consumer electronics.'
Common prosperity v2 — operationalized
Falsification criterion
No property-tax trial expansion announced within 36 months of 15FYP adoption AND no IIT reform package passed by NPC in same window.
Monitor: NPCSC 全国人大常委会 legislative calendar (precedent: 粮食安全保障法 2023-12-29) + STA 国家税务总局 / MoF joint property-tax pilot notices + MOHURD 住建部 social-housing 保障房 allocations.
14FYP common-prosperity cascade de-compiled; property-tax political economy unresolved.
Sources are listed inline per row. The structured dataset of historical cascades and live predictions is published with the pipeline on GitHub.
Seven falsifiable bets. Resolution windows close 2027 through 2029.
Each prediction in the explorer above carries the candidate 15FYP plan line in its strongest currently observable form, ranked beneficiary sectors with confidence, a subsidy band, a ministerial lag with an 80 percent confidence interval, the falsification criterion (expand each card to read), and the date by which the criterion must be evaluated. The full prediction registry is published with the pipeline.
Open the Live 15FYP predictions tab in the explorer to filter the seven bets by subsidy band (1–5 billion, 5–20 billion, or more than 20 billion USD-equivalent) and confidence tier (high, medium-high, medium, medium-low). The first scoreboard cycle closes September 2027 with three predictions: sovereign AI, climate and energy, and quantum continuation.
Four moving parts. Each one shipped in v0.
Corpus
The 14FYP text, released on gov.cn on 13 March 2021, together with the ten documented ministerial follow-ons that make up the 14FYP cascade record. 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 from plan issuance, and the ranked realized beneficiary sectors. The initial scope is deliberately the 14FYP only; the 13th plan and earlier land in a later release alongside the full historical re-ranking.
Pipeline
Each input excerpt is encoded with a TF-IDF vectorizer fit over the historical-cascade excerpt corpus, using one- and two-word ngrams with sublinear term-frequency weighting. Cosine similarity selects the nearest historical precedents. A keyword-rule predictor — the current stand-in for an eventual long-context language-model call — emits a structured prediction with ranked beneficiary sectors, a subsidy band, a predicted ministerial lag, and a citation pack tying each call back to either the subject excerpt or one of the retrieved precedents. Swapping in the language model is the only architectural change planned between this release and the next.
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. Mean absolute error on the lag prediction, in months. Subsidy-band accuracy as a strict equality across a five-class schema (under 1 billion, 1–5 billion, 5–20 billion, more than 20 billion, and non-monetary, in USD-equivalent). All three metrics are evaluated leave-one-out across the ten 14FYP cascades. A calibration plot via reliability diagram is deferred to the next release, once the live predictions begin resolving in 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 |
Backtest run 30 May 2026. The current stub model is the same keyword-rule predictor used in the keyword baseline; the next release swaps it for a long-context language-model call behind a structured-prediction interface.
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 v0 sacrifices, stated up front.
Training set of ten.The retrieval index is exactly ten 14FYP cascades. Leave-one-out cross-validation against an n=10 corpus is statistically thin: any single recall@3 measurement carries a confidence interval wider than the difference between baselines. We report point estimates because that is what is available; v0.5 expands the index to the 13FYP and 12FYP cascades (target n ≈ 30), and v1 expands further with the sub-plan layer. Treat the backtest as a discipline check, not as a calibration claim.
Placeholder text in five plan excerpts. Five of the eleven excerpts in the current prediction registry use an institutional-voice paraphrase rather than the verbatim 14FYP text, and are tagged accordingly. The plan-line semantics are accurate; the surface tokens are not yet a primary-source quote. The next release ingests the verbatim text from gov.cn and replaces the placeholders excerpt by excerpt.
Truncation on the back end.The 14FYP cascade record runs through end-2024 in this snapshot. Ministerial follow-ons that land in 2025–2026 (the final two years of the 14FYP cycle) are excluded from the backtest gold set — not because they don't matter, but because the lag observation is right-censored for cascades that haven't fired yet. The cleanest example is the 14FYP biopharma sub-plan: NRDL inclusion continues year-over-year, and the realized 2025–2026 additions will only enter the gold set on the next refresh. v0.5 reruns the backtest against an end-2026 snapshot.
Confidence translation is hand-tuned. The mapping from qualitative labels (high, medium-high, medium) to numeric point estimates with 80 percent confidence intervals is a five-row lookup table, not a calibrated probability. We default to under-confidence: under-confidence is preferable to miscalibrated certainty. The first reliability diagram lands once the late-2028 resolution window closes for the sovereign-AI and climate-energy predictions.
Sectors excluded from the prediction set. Biotech and defense are excluded from the live 15FYP predictions: biotech because the marginal prediction beyond the 14FYP continuation is hard to falsify cleanly, and defense and dual-use on editorial-guardrail grounds. Reading the cascade record without these sectors is a real omission, not a clean methodological choice, and remains an open question for the program.
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 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.The 14FYP common-prosperity record 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. Biotech is documented as a continuation cascade only.
Six choices to lock before the 15FYP communiqué.
- 01.Corpus ingest cutoff
Lock predictions at the Fourth Plenum communiqué (fall 2026) or at formal NPC adoption (spring 2027)? The plenum gives a cleaner experiment; the NPC gives a cleaner measurement of cascade timing.
- 02.Subsidy-band schema
USD buckets at 1, 5, and 20 billion. For statutory cascades like grain security, magnitude is structurally non-monetary. Add a legislative outcome class?
- 03.De-compilation tracking
The common-prosperity record documents quiet retraction. Include a decompile signal as its own field, or capture it via inverse predictions?
- 04.Exogenous-shock handling
ChatGPT (November 2022) restructured the 14FYP AI cascade. Should the pipeline maintain a parallel shock log the prior can reference at prediction time?
- 05.Sectors deliberately skipped
Quantum, biotech, and defense are excluded for distinct reasons. Include each with an explicit no-prediction marker, or omit?
- 06.Falsification timing
All seven live predictions resolve in the 18- to 36-month window after 15FYP adoption. The first scoreboard cycle closes in 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.