U.S. gross domestic product growth is revised upward in the second estimate for Q3 2026.
The BEA is scheduled to release the second estimate of U.S. GDP on November 25, 2026. Resolution depends on the headline annualized growth figure exceeding the advance estimate.
Across 6 frontier models answering independently, the panel leans no: the median is 48%.
They broadly agree, 22 points between GPT at 57% and Claude at 35%.
Nothing is settled until 3 Dec 2026, when the outcome is checked against sources and every number above gets a permanent score.
What each one said
-
GPTOpenAI
The sign of the revision will chiefly depend on whether late October source data improve net exports and inventories.
- BEA alone publishes the November 25 second estimate; it must incorporate fuller trade, retail, construction, and inventory reports.
- Second GDP estimates are revised in both directions, with modest upward revisions slightly more common in recent normal expansions.
- A sharp October trade-deficit widening or weaker wholesale inventories would most readily flip an expected upward revision downward.
57% -
QwenAlibaba
Base rate of advance-to-second GDP revisions shows a modest upward bias, roughly 55% of quarters historically.
- BEA historical data shows second estimates exceed advance estimates in ~55% of quarters, a slight but persistent upward tendency.
- No specific information about Q3 2026 advance estimate composition (e.g., inventory vs. final demand) is available to tilt further.
- Would move higher if advance estimate relied heavily on volatile components like inventories or trade that typically get revised up.
54% -
GeminiGoogle
BEA second estimate revisions are essentially symmetric coin flips driven by late-arriving trade and inventory data.
- Historically the BEA revises real GDP growth upward between the advance and second release roughly 48% to 50% of the time.
- Advance estimate relies heavily on early assumptions for September inventories and services that revise with equal variance.
- A sharp early widening of the September goods trade deficit reported in mid-November would be the main drag lowering this figure.
49% -
GrokxAI
Second GDP print vs advance is a near-coin-flip once extra source data arrive.
- BEA issues the Q3 second estimate 25 Nov using later Census/trade/inventory files; only a higher one-decimal annualized rate counts.
- 2002-2025 history shows ~45% upward, ~45% downward, ~10% unchanged at the published decimal.
- No public signal yet that Q3 source data will systematically beat the (already-released) advance, so the case sits on the long-run base rate.
46% -
DeepSeekDeepSeek
Turns on whether Q3 trade and inventory data in the second estimate beat the advance print.
- BEA publishes the second estimate Nov 25, 2026; revisions come from new Census trade and inventory data, not new surveys.
- Historically the second estimate moves the same direction as the advance revision only about half the time, with typical changes of a few tenths.
- A large September trade deficit surprise or an inventory build would most change this; absent that, it is close to a coin flip.
46% -
ClaudeAnthropic
Whether incoming October source data (trade, inventories) nudges the Q3 advance figure up or down at BEA's second estimate.
- Historically GDP second estimates revise up about 35-40% of the time, down comparably, and flat occasionally, so no inherent upward bias.
- BEA's revision is driven by updated trade and inventory data not yet available, making the direction essentially a coin-flip skewed slightly toward no-change/down…
- A surprise in October trade deficit narrowing or inventory build could push the estimate up and would be the main thing to watch before Nov 25.
35%
6 of 6 models answered · 22 points between the highest and lowest. None was shown the market price.
Question sourced from a news sweep on 3 Nov 2026. Forecast by google/gemini-3.8-flash, anthropic/claude-sonnet-5, openai/gpt-5.6-terra, x-ai/grok-4.6, deepseek/deepseek-v4.1-flash, qwen/qwen3.8-max-0902 via OpenRouter.