Pre-registration
The 2022 US CHIPS and Science Act (~$52bn manufacturing subsidy + 25% ITC) produced a measurable acceleration in announced and realised US semiconductor fab construction starts and capacity additions over 2023- 2027, narrowing the US share-of-global advanced-logic capacity gap relative to Taiwan + South Korea, but the realised capacity addition by 2027 falls materially short of both the headline announcements (Intel Ohio, TSMC Arizona, Samsung Texas, Micron New York) and the pre-CHIPS US share-recovery rhetoric. Asian competitor capex (TSMC Taiwan, Samsung Korea, SMIC China) continued at or above pre-CHIPS rates over the same window, so the US share of global advanced-node (≤7nm) wafer capacity rises modestly rather than dramatically.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
Not supported if (a) the US × post-2022 effect on semiconductor construction is not statistically positive at p<0.10 after country + year FE, OR (b) US share of global advanced-node logic capacity does not rise by at least 5 percentage points by end-2027, OR (c) realised capacity addition by 2027 is less than 30% of announced 2022-2024 capacity-addition headlines, OR (d) Asian competitor capex fell materially below pre-CHIPS trend (refuting the "narrowing the gap" framing — it would imply the US gain is a relocation of capex rather than expansion of the policy-target). If only construction-start activity rises but realised capacity by 2027 is well short of announcements, classify as "announcement bubble."
formal test & threshold
test: chips_act_capacity_did_panel threshold: US × post-2022 β on log construction > 0.20 at p<0.10 AND US advanced-node share rises ≥ 5pp by 2027 AND realised capacity ≥ 50% of announcement headline AND TSMC + Samsung capex remained flat-to-positive (no withdrawal). ≥3 of 4 hit = supported; 2 = mixed.
Method
- Template
did_callaway_santanna- Fixed effects
country, year- Clustering
country- Sample
- 8 countries · 2018 – 2027
- Evidence type
- causal
Primary specification: differences-in-differences with treatment = USA post-2022, control = TWN, KOR, JPN, CHN, DEU. Outcome: log semiconductor-construction value, log advanced-node capacity, US share of global logic capacity. Test whether the US × post-2022 coefficient is significantly positive after country + year FE. Secondary specification: synthetic control for USA on semiconductor construction spending using donor pool of non-treated peers; the counterfactual USA carries forward pre-CHIPS construction trend. Decomposition asks: of (a) construction starts, (b) realised capacity, (c) global share, (d) outlay disbursement, which exceeded their pre- CHIPS trend by ≥1 sigma by 2027? Realised capacity is the binding measure; announcements + obligated funds are leading. Known limitations: (1) 2024-2027 outcomes still partially forecast; v1 reports through latest available year, v1.1 updates as fab construction completes (Intel Ohio delayed to 2027-2028; TSMC AZ Phase 1 ramping 2025). (2) Asian competitor capex is endogenous — TSMC + Samsung accelerated domestic capex partly in response to US export-control pressure rather than independent of it. (3) Advanced-node (≤7nm) is the policy-target segment; trailing-edge capacity (28nm+) trends differently and a wide-aperture "all semiconductor" outcome would dilute the policy signal. (4) BIS October 2022 / 2023 export controls are a confounder bundled with the subsidy — separating subsidy-induced reshoring from export-control-induced reshoring is hard.
Data
| Variable | Source | Transform |
|---|---|---|
log_us_semiconductor_fab_construction_value_added outcome | fred:TLPRVCONStier 1 | log |
log_us_advanced_node_wafer_capacity_kwspm outcome | constructed:SEMI World Fab Forecast / TechInsights advanced-node (≤7nm logic) capacity by location (kWspm = thousand wafers per monttier 5 | log |
us_share_global_logic_capacity outcome | constructed:SEMI / Boston Consulting Group + SIA (Semiconductor Industry Association) annual capacity-share report. Manual-drop pendtier 5 | level |
log_taiwan_korea_china_semiconductor_capex outcome | constructed:TSMC + Samsung + SK Hynix + SMIC reported annual capex (company filings). Cross-check against Korea industrial-productiotier 5 | log |
us_chips_act_obligated_outlay_usd outcome | constructed:Department of Commerce / CHIPS Program Office obligation tracker. Manual-drop pending.tier 5 | log |
us_post_chips_dummy treatment | constructed:indicator = 1 for USA from 2022-08 (CHIPS Act enactment) onwards; 0 otherwise.tier 5 | indicator |
us_chips_eligible_advanced_node_interaction treatment | constructed:interaction of post-CHIPS dummy with advanced-node (≤7nm logic) eligibility. Identifies whether the subsidy is binding otier 5 | indicator |
log_global_semiconductor_demand control | constructed:WSTS (World Semiconductor Trade Statistics) global billings. Manual-drop pending.tier 5 | log |
log_real_gdp control | world_bank_wdi:NY.GDP.MKTP.KDtier 2 | log |
real_interest_rate control | fred:DFII10tier 1 | level |
us_export_control_intensity_china control | constructed:BIS export-control rule count (October 2022, October 2023, December 2024 expansions) — count of HS6 / ECCN line items retier 5 | level |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — chips_act_2022_semiconductor_capacity_2024_2027
Verdict: INCONCLUSIVE_DATA_PENDING — insufficient obs after listwise deletion (9)
Pre-registration
- Claim: The 2022 US CHIPS and Science Act (~$52bn manufacturing subsidy + 25% ITC) produced a measurable acceleration in announced and realised US semiconductor fab construction starts and capacity additions over 2023- 2027, narrowing the US share-of-global advanced-logic capacity gap relative to Taiwan + South Korea, but the realised capacity addition by 2027 falls materially short of both the headline announcements (Intel Ohio, TSMC Arizona, Samsung Texas, Micron New York) and the pre-CHIPS US share-recovery rhetoric. Asian competitor capex (TSMC Taiwan, Samsung Korea, SMIC China) continued at or above pre-CHIPS rates over the same window, so the US share of global advanced-node (≤7nm) wafer capacity rises modestly rather than dramatically.
- Falsification rule: Not supported if (a) the US × post-2022 effect on semiconductor construction is not statistically positive at p<0.10 after country + year FE, OR (b) US share of global advanced-node logic capacity does not rise by at least 5 percentage points by end-2027, OR (c) realised capacity addition by 2027 is less than 30% of announced 2022-2024 capacity-addition headlines, OR (d) Asian competitor capex fell materially below pre-CHIPS trend (refuting the "narrowing the gap" framing — it would imply the US gain is a relocation of capex rather than expansion of the policy-target). If only construction-start activity rises but realised capacity by 2027 is well short of announcements, classify as "announcement bubble."
Estimate (Callaway-Sant'Anna staggered DiD, TWFE approximation)
- Error: insufficient obs after listwise deletion (9)
Variables resolved
fred:TLPRVCONS→ log_us_semiconductor_fab_construction_value_added (outcome, n=34)constructed: TSMC + Samsung + SK Hynix + SMIC reported annual capex (company filings). Cross-check against Korea industrial-production semiconductor index (oecd or kosis source).→ log_taiwan_korea_china_semiconductor_capex (outcome, n=80)constructed: indicator = 1 for USA from 2022-08 (CHIPS Act enactment) onwards; 0 otherwise.→ us_post_chips_dummy (treatment, n=80)world_bank_wdi:NY.GDP.MKTP.KD→ log_real_gdp (controls, n=14066)fred:DFII10→ real_interest_rate (controls, n=192)
Missing data
constructed: SEMI World Fab Forecast / TechInsights advanced-node (≤7nm logic) capacity by location (kWspm = thousand wafers per month). Manual-drop pending under data/manual/derived/.(outcome)constructed: SEMI / Boston Consulting Group + SIA (Semiconductor Industry Association) annual capacity-share report. Manual-drop pending.(outcome)constructed: Department of Commerce / CHIPS Program Office obligation tracker. Manual-drop pending.(outcome)constructed: interaction of post-CHIPS dummy with advanced-node (≤7nm logic) eligibility. Identifies whether the subsidy is binding on the targeted leading-edge segment vs trailing-edge.(treatment)constructed: WSTS (World Semiconductor Trade Statistics) global billings. Manual-drop pending.(controls)constructed: BIS export-control rule count (October 2022, October 2023, December 2024 expansions) — count of HS6 / ECCN line items restricted. Cross-check against fred:IRPRTS003M086NEST commodity export indices. Manual-drop pending.(controls)
Generated by scripts/run_did_callaway_santanna.py at 2026-05-04T12:34:13+00:00
Strongest opposing argument
Every hypothesis ships with its charitable opposing argument. The framework earns credibility by handling objections at their strongest, not weakest.
Notes
Data readiness: - FRED construction series: ready - WDI GDP + FRED interest: ready - SEMI World Fab Forecast / TechInsights / SIA capacity panels: manual-drop pending under data/manual/derived/ - WSTS billings: manual-drop pending - CHIPS Program Office obligation tracker: manual-drop pending - Asian competitor capex (TSMC, Samsung, SK Hynix, SMIC filings): manual-drop pending Adjacent existing hypothesis (industrial_policy_semiconductor_chips_act_effectiveness) takes a different angle (broader effectiveness framing); this spec narrows to the realised-capacity vs announced-capacity decomposition with a fixed 2027 endpoint.