Use FRED and high-frequency indicators to set the central tendency of the August 2026 payroll change (likely near zero given the mid-2026 regime), then use the base-rate Monte Carlo to translate that central tendency plus historical first-print volatility into a full numeric distribution, with the weighted sub-question probabilities (P(negative), P(>75k), trend deterioration, structural drag) calibrating the tails and the median.
## Cross-Market Signals ### Polymarket - "US announces end of Iranian blockade by August 22, 2026?" → Yes: 0.06, Volume: $798.3K - "US announces end of Iranian blockade by August 31, 2026?" → Yes: 0.14, Volume: $2.0M - "Will Elon Musk post 140-159 tweets from August 11 to August 18, 2026?" → Yes: 0.13, Volume: $277.8K - "Will Elon Musk post <40 tweets from August 15 to August 17, 2026?" → Yes: 0.79, Volume: $126.9K - "Will Elon Musk post 65-89 tweets from August 15 to August 17, 2026?" → Yes: 0.00, Volume: $113.9K - "US x Iran diplomatic meeting by August 31, 2026?" → Yes: 0.10, Volume: $963.2K - "US-Iran Final Nuclear Deal by August 31, 2026?" → Yes: 0.01, Volume: $4.1M
1. [sq1 | article_search | STRONG cred 95 | UP | RECENT] July 2026 nonfarm payrolls first print was -23,000, with June revised down to +20,000 and unemployment at 4.1%. 2. [sq1 | code_execution | MODERATE cred 45 | NEUTRAL | VERY_RECENT] Monte Carlo anchored on the -1.5k two-month average with 60-90k first-print SD yields P(negative) of roughly 0.48 and median near +3k. 3. [sq2 | code_execution | MODERATE cred 45 | NEUTRAL | VERY_RECENT] Same simulation puts P(August print > +75,000) between 0.12 and 0.22 depending on assumed dispersion. 4. [sq2 | article_search | MODERATE cred 90 | NEUTRAL | RECENT] Dow Jones consensus had expected +83,000 for July, a 106k overshoot versus the actual -23,000 print. 5. [sq3 | article_search | MODERATE cred 88 | UP | RECENT] ADP reported private payrolls rose just 44,000 in July, below the 75,000 consensus, with June revised down to 95,000. 6. [sq3 | article_search | MODERATE cred 85 | UP | RECENT] ADP job gains were narrowly concentrated: education/health added 36,000 of 44,000, while goods-producing sectors lost 3,000. 7. [sq3 | article_search | WEAK cred 60 | NEUTRAL | RECENT] CNBC feature documents discouraged job seekers abandoning searches after months of applications, consistent with falling participation. 8. [sq3 | article_search | MODERATE cred 90 | NEUTRAL | RECENT] Trump imposed 10%-12.5% tariffs on 60 countries covering 99% of U.S. imports effective late July 2026. 9. [sq4 | article_search | STRONG cred 92 | NEUTRAL | RECENT] Labor force participation fell to 61.4% in July 2026, the lowest in over five years, lowering the breakeven payroll growth rate. 10. [sq4 | article_search | WEAK cred 75 | NEUTRAL | DATED] Immigration crackdown continues with employer groups lobbying to expand H-2A visas, indicating constrained foreign-born labor supply. 11. [sq4 | article_search | MODERATE cred 80 | NEUTRAL | RECENT] Fed officials expressed confidence in the labor market and floated possible rate hikes over inflation concerns ahead of the July report. 12. [sq1 | fred_data | WEAK cred 30 | NEUTRAL | VERY_RECENT] All FRED data pulls (PAYEMS, claims, JOLTS) failed, so no direct series verification of recent payroll levels or high-frequency indicators was obtained. ## Cross-Market Signals ### Polymarket - "US announces end of Iranian blockade by August 22, 2026?" → Yes: 0.06, Volume: $798.3K - "US announces end of Iranian blockade by August 31, 2026?" → Yes: 0.14, Volume: $2.0M - "Will Elon Musk post 140-159 tweets from August 11 to August 18, 2026?" → Yes: 0.13, Volume: $277.8K - "Will Elon Musk post <40 tweets from August 15 to August 17, 2026?" → Yes: 0.79, Volume: $126.9K - "Will Elon Musk post 65-89 tweets from August 15 to August 17, 2026?" → Yes: 0.00, Volume: $113.9K - "US x Iran diplomatic meeting by August 31, 2026?" → Yes: 0.10, Volume: $963.2K - "US-Iran Final Nuclear Deal by August 31, 2026?" → Yes: 0.01, Volume: $4.1M Information gaps: - No initial/continuing jobless claims data for late July–mid August 2026 - No consensus forecast or Kalshi/market pricing for the August 2026 print - No historical base rate on first-print NFP dispersion or revision magnitude in slowdown regimes - No August-specific data on federal workforce reductions, WARN notices, or birth-death adjustments Key uncertainties: - Whether July's -23k was a one-off outlier or start of sustained contraction - Magnitude of seasonal-adjustment/birth-death noise in the August first print - Impact of newly imposed broad tariffs on August hiring - Possible annual benchmark or methodology effects on reported levels
You are an elite superforecaster. Produce a probability distribution over the answer to this Metaculus numeric question.
## Question
How many jobs will the U.S. economy add in August 2026?
## Description / Resolution Criteria
## Description
CNBC: [U.S. economy unexpectedly lost 23,000 jobs in July](https://www.cnbc.com/2026/08/07/jobs-report-july-2026.html)
> Nonfarm payrolls fell by a seasonally adjusted 23,000 for the month, compared with a downwardly revised 20,000 for June. The Dow Jones consensus forecast had been looking for a gain of 83,000.
>  
> At the same time, the unemployment rate slipped to 4.1% as the labor force participation rate fell further to 61.4%, its lowest in more than five years, another indication that fewer Americans were working or looking for jobs.
The number of U.S. workers on nonfarm payrolls (which according to [FRED](https://fred.stlouisfed.org/series/PAYEMS) excludes proprietors, private household employees, unpaid volunteers, farm employees, and the unincorporated self-employed) has historically been as follows:
<iframe src="https://fred.stlouisfed.org/graph/graph-landing.php?g=1X0BJ&width=670&height=475" scrolling="no" frameborder="0" style="overflow:hidden; width:670px; height:525px;" loading="lazy"></iframe>
`{"format": "metac_reveal_and_close_in_period", "info": {"post_id": 45196, "question_id": 45388}}`
## Resolution Criteria
This question resolves as the increase in number of employees on nonfarm payrolls, seasonally adjusted, reported by the U.S. Bureau of Labor Statistics at its[ Employment Situation Summary](https://www.bls.gov/news.release/empsit.nr0.htm) for August 2026.
## Fine Print
Specifically, resolution is based on the numbers reported at [Table B-1. Employees on nonfarm payrolls by industry sector and selected industry detail](https://www.bls.gov/news.release/empsit.t17.htm) for *Total nonfarm* employees, *Seasonally adjusted*, by subtracting the July 2026 number from the August 2026 number. 
For example, the number reported in the June 2026 release was 158,984,000 for June 2026 and 158,927,000 for May 2026. Hence the increase was 57,000.
***
This question's information (resolution criteria, fine print, background info, etc) is synced with an [original identical question](https://www.metaculus.com/questions/45196) which opened on 2026-08-12 18:00:00. This question will resolve based on the resolution criteria and fine print of the linked original question. However, if this question would resolve differently than the original question, then this question will be annulled. Additionally, if the original question's resolution could have been known before this question opened, then this question will be annulled.
## Range
The answer must be a number in [-49500, 150500] (units: jobs).
## Sub-question decomposition (planner)
- (w=0.30) Will the initially reported change in total nonfarm payrolls for August 2026 be negative (below 0)? — July printed -23k and June was revised to +20k, so a stalled/contracting payroll trend makes a negative print a live pos
- (w=0.25) Will the initially reported August 2026 payroll change be above +75,000? — Defines the upper tail — whether the labor market rebounds toward the Dow Jones-style consensus (~80k) rather than conti
- (w=0.25) Do high-frequency labor indicators (initial/continuing claims, ADP private payrolls, job openings, WARN/layoff news) through mid-August 2026 point to continued deterioration rather than stabilization? — Claims and ADP are the best real-time cross-checks on the BLS establishment survey and shift the central tendency of the
- (w=0.20) Will structural/technical factors (birth-death model, low labor force participation, federal workforce reductions, immigration-driven labor supply contraction, benchmark revisions) keep the trend rate of payroll growth below +50k/month? — The 2025-26 regime featured a structurally lower breakeven payroll growth rate; this determines whether the central esti
## Synthesized evidence
1. [sq1 | article_search | STRONG cred 95 | UP | RECENT] July 2026 nonfarm payrolls first print was -23,000, with June revised down to +20,000 and unemployment at 4.1%.
2. [sq1 | code_execution | MODERATE cred 45 | NEUTRAL | VERY_RECENT] Monte Carlo anchored on the -1.5k two-month average with 60-90k first-print SD yields P(negative) of roughly 0.48 and median near +3k.
3. [sq2 | code_execution | MODERATE cred 45 | NEUTRAL | VERY_RECENT] Same simulation puts P(August print > +75,000) between 0.12 and 0.22 depending on assumed dispersion.
4. [sq2 | article_search | MODERATE cred 90 | NEUTRAL | RECENT] Dow Jones consensus had expected +83,000 for July, a 106k overshoot versus the actual -23,000 print.
5. [sq3 | article_search | MODERATE cred 88 | UP | RECENT] ADP reported private payrolls rose just 44,000 in July, below the 75,000 consensus, with June revised down to 95,000.
6. [sq3 | article_search | MODERATE cred 85 | UP | RECENT] ADP job gains were narrowly concentrated: education/health added 36,000 of 44,000, while goods-producing sectors lost 3,000.
7. [sq3 | article_search | WEAK cred 60 | NEUTRAL | RECENT] CNBC feature documents discouraged job seekers abandoning searches after months of applications, consistent with falling participation.
8. [sq3 | article_search | MODERATE cred 90 | NEUTRAL | RECENT] Trump imposed 10%-12.5% tariffs on 60 countries covering 99% of U.S. imports effective late July 2026.
9. [sq4 | article_search | STRONG cred 92 | NEUTRAL | RECENT] Labor force participation fell to 61.4% in July 2026, the lowest in over five years, lowering the breakeven payroll growth rate.
10. [sq4 | article_search | WEAK cred 75 | NEUTRAL | DATED] Immigration crackdown continues with employer groups lobbying to expand H-2A visas, indicating constrained foreign-born labor supply.
11. [sq4 | article_search | MODERATE cred 80 | NEUTRAL | RECENT] Fed officials expressed confidence in the labor market and floated possible rate hikes over inflation concerns ahead of the July report.
12. [sq1 | fred_data | WEAK cred 30 | NEUTRAL | VERY_RECENT] All FRED data pulls (PAYEMS, claims, JOLTS) failed, so no direct series verification of recent payroll levels or high-frequency indicators was obtained.
## Cross-Market Signals
### Polymarket
- "US announces end of Iranian blockade by August 22, 2026?" → Yes: 0.06, Volume: $798.3K
- "US announces end of Iranian blockade by August 31, 2026?" → Yes: 0.14, Volume: $2.0M
- "Will Elon Musk post 140-159 tweets from August 11 to August 18, 2026?" → Yes: 0.13, Volume: $277.8K
- "Will Elon Musk post <40 tweets from August 15 to August 17, 2026?" → Yes: 0.79, Volume: $126.9K
- "Will Elon Musk post 65-89 tweets from August 15 to August 17, 2026?" → Yes: 0.00, Volume: $113.9K
- "US x Iran diplomatic meeting by August 31, 2026?" → Yes: 0.10, Volume: $963.2K
- "US-Iran Final Nuclear Deal by August 31, 2026?" → Yes: 0.01, Volume: $4.1M
Information gaps:
- No initial/continuing jobless claims data for late July–mid August 2026
- No consensus forecast or Kalshi/market pricing for the August 2026 print
- No historical base rate on first-print NFP dispersion or revision magnitude in slowdown regimes
- No August-specific data on federal workforce reductions, WARN notices, or birth-death adjustments
Key uncertainties:
- Whether July's -23k was a one-off outlier or start of sustained contraction
- Magnitude of seasonal-adjustment/birth-death noise in the August first print
- Impact of newly imposed broad tariffs on August hiring
- Possible annual benchmark or methodology effects on reported levels
## Required pre-forecast walkthrough
Before giving percentiles, address these explicitly in your rationale:
(a) The time left until the question resolves.
(b) The outcome if NOTHING changes from today (the status quo value).
(c) The outcome if the CURRENT TREND continues.
(d) The expectations of experts / markets / base rates.
(e) A plausible scenario that produces a LOW outcome (near p10).
(f) A plausible scenario that produces a HIGH outcome (near p90).
## Calibration guidance
- **Be humble about tails.** Good forecasters set WIDE 90/10 intervals to account for unknown unknowns. Narrow tails get punished by the log score far more than slightly-biased medians.
- **Status quo anchoring.** The p50 should be close to the status quo value unless you have strong evidence of a trend.
- Don't pile mass at one value — if you're tempted, widen the spread by 20-50%.
- **Anchor on markets/experts.** If liquid market prices, analyst forecasts, or community percentiles appear in the evidence, center your distribution on them and widen — don't override a liquid market without specific evidence it lacks.
- **Relative-return / spread questions ("how much will X's return exceed Y's").** A near-zero median is usually right, but size the TAILS to the more VOLATILE leg, not to a generic 2-3pp spread. Two broad equity indices (e.g. Nasdaq-100 vs S&P 500) do stay within roughly ±2-3pp over a two-week window. But when one leg is a commodity (crude oil, gold) or a single high-beta stock (e.g. Nvidia), the two-week realized spread regularly reaches ±10pp or more — crude-vs-equity spreads have hit ±18pp. In those cases set p10/p90 to at least ±10pp (±15pp or wider for oil) while keeping the median near the status-quo spread; the 2-3pp intuition applies only to index-vs-index.
- **Heavy-tailed one-off magnitudes (opening-weekend box office, product-launch or debut numbers).** Pre-event tracking for these routinely misses by ±40% or more, and results land both far above and far below the consensus. Do NOT treat the displayed [min, max] range as the plausible range or clamp p10/p90 to its edges: the outcome can fall outside the range in either direction (recent opening weekends resolved ~7% above a displayed ceiling in one case and roughly half the displayed floor in another). Set p10/p90 wide enough that a 2x-or-0.5x surprise versus your central estimate still lands inside the interval, and when concrete current tracking disagrees with historical/franchise base rates, weight the tracking.
## Output
Return ONLY valid JSON, no markdown fences:
{
"rationale": "<address (a) through (f) above, then state your distribution — 6-10 sentences total>",
"p10": <number>,
"p25": <number>,
"p50": <number>,
"p75": <number>,
"p90": <number>
}
Percentiles MUST be in non-decreasing order (p10 <= p25 <= p50 <= p75 <= p90).
{
"forecast": {
"evidence_brief": "1. [sq1 | article_search | STRONG cred 95 | UP | RECENT] July 2026 nonfarm payrolls first print was -23,000, with June revised down to +20,000 and unemployment at 4.1%.\n2. [sq1 | code_execution | MODERATE cred 45 | NEUTRAL | VERY_RECENT] Monte Carlo anchored on the -1.5k two-month average with 60-90k first-print SD yields P(negative) of roughly 0.48 and median near +3k.\n3. [sq2 | code_execution | MODERATE cred 45 | NEUTRAL | VERY_RECENT] Same simulation puts P(August print \u003e +75,000) between 0.12 and 0.22 depending on assumed dispersion.\n4. [sq2 | article_search | MODERATE cred 90 | NEUTRAL | RECENT] Dow Jones consensus had expected +83,000 for July, a 106k overshoot versus the actual -23,000 print.\n5. [sq3 | article_search | MODERATE cred 88 | UP | RECENT] ADP reported private payrolls rose just 44,000 in July, below the 75,000 consensus, with June revised down to 95,000.\n6. [sq3 | article_search | MODERATE cred 85 | UP | RECENT] ADP job gains were narrowly concentrated: education/health added 36,000 of 44,000, while goods-producing sectors lost 3,000.\n7. [sq3 | article_search | WEAK cred 60 | NEUTRAL | RECENT] CNBC feature documents discouraged job seekers abandoning searches after months of applications, consistent with falling participation.\n8. [sq3 | article_search | MODERATE cred 90 | NEUTRAL | RECENT] Trump imposed 10%-12.5% tariffs on 60 countries covering 99% of U.S. imports effective late July 2026.\n9. [sq4 | article_search | STRONG cred 92 | NEUTRAL | RECENT] Labor force participation fell to 61.4% in July 2026, the lowest in over five years, lowering the breakeven payroll growth rate.\n10. [sq4 | article_search | WEAK cred 75 | NEUTRAL | DATED] Immigration crackdown continues with employer groups lobbying to expand H-2A visas, indicating constrained foreign-born labor supply.\n11. [sq4 | article_search | MODERATE cred 80 | NEUTRAL | RECENT] Fed officials expressed confidence in the labor market and floated possible rate hikes over inflation concerns ahead of the July report.\n12. [sq1 | fred_data | WEAK cred 30 | NEUTRAL | VERY_RECENT] All FRED data pulls (PAYEMS, claims, JOLTS) failed, so no direct series verification of recent payroll levels or high-frequency indicators was obtained.\n\n## Cross-Market Signals\n\n### Polymarket\n- \"US announces end of Iranian blockade by August 22, 2026?\" \u2192 Yes: 0.06, Volume: $798.3K\n- \"US announces end of Iranian blockade by August 31, 2026?\" \u2192 Yes: 0.14, Volume: $2.0M\n- \"Will Elon Musk post 140-159 tweets from August 11 to August 18, 2026?\" \u2192 Yes: 0.13, Volume: $277.8K\n- \"Will Elon Musk post \u003c40 tweets from August 15 to August 17, 2026?\" \u2192 Yes: 0.79, Volume: $126.9K\n- \"Will Elon Musk post 65-89 tweets from August 15 to August 17, 2026?\" \u2192 Yes: 0.00, Volume: $113.9K\n- \"US x Iran diplomatic meeting by August 31, 2026?\" \u2192 Yes: 0.10, Volume: $963.2K\n- \"US-Iran Final Nuclear Deal by August 31, 2026?\" \u2192 Yes: 0.01, Volume: $4.1M\n\nInformation gaps:\n - No initial/continuing jobless claims data for late July\u2013mid August 2026\n - No consensus forecast or Kalshi/market pricing for the August 2026 print\n - No historical base rate on first-print NFP dispersion or revision magnitude in slowdown regimes\n - No August-specific data on federal workforce reductions, WARN notices, or birth-death adjustments\n\nKey uncertainties:\n - Whether July\u0027s -23k was a one-off outlier or start of sustained contraction\n - Magnitude of seasonal-adjustment/birth-death noise in the August first print\n - Impact of newly imposed broad tariffs on August hiring\n - Possible annual benchmark or methodology effects on reported levels",
"forecast_prompt": "You are an elite superforecaster. Produce a probability distribution over the answer to this Metaculus numeric question.\n\n## Question\nHow many jobs will the U.S. economy add in August 2026?\n\n## Description / Resolution Criteria\n## Description\nCNBC: [U.S. economy unexpectedly lost 23,000 jobs in July](https://www.cnbc.com/2026/08/07/jobs-report-july-2026.html)\n\n\u003e Nonfarm payrolls fell by a seasonally adjusted 23,000 for the month, compared with a downwardly revised 20,000 for June. The Dow Jones consensus forecast had been looking for a gain of 83,000.\n\u003e \u0026#x20;\n\u003e At the same time, the unemployment rate slipped to 4.1% as the labor force participation rate fell further to 61.4%, its lowest in more than five years, another indication that fewer Americans were working or looking for jobs.\n\nThe number of U.S. workers on nonfarm payrolls (which according to [FRED](https://fred.stlouisfed.org/series/PAYEMS) excludes proprietors, private household employees, unpaid volunteers, farm employees, and the unincorporated self-employed) has historically been as follows:\n\n\u003ciframe src=\"https://fred.stlouisfed.org/graph/graph-landing.php?g=1X0BJ\u0026width=670\u0026height=475\" scrolling=\"no\" frameborder=\"0\" style=\"overflow:hidden; width:670px; height:525px;\" loading=\"lazy\"\u003e\u003c/iframe\u003e\n\n`{\"format\": \"metac_reveal_and_close_in_period\", \"info\": {\"post_id\": 45196, \"question_id\": 45388}}`\n\n## Resolution Criteria\nThis question resolves as the increase in number of employees on nonfarm payrolls, seasonally adjusted, reported by the U.S. Bureau of Labor Statistics at its[ Employment Situation Summary](https://www.bls.gov/news.release/empsit.nr0.htm) for August 2026.\n\n## Fine Print\nSpecifically, resolution is based on the numbers reported at [Table B-1. Employees on nonfarm payrolls by industry sector and selected industry detail](https://www.bls.gov/news.release/empsit.t17.htm) for *Total nonfarm* employees, *Seasonally adjusted*, by subtracting the July 2026 number from the August 2026 number.\u0026#x20;\n\nFor example, the number reported in the June 2026 release was 158,984,000 for June 2026 and 158,927,000 for May 2026. Hence the increase was 57,000.\n\n***\nThis question\u0027s information (resolution criteria, fine print, background info, etc) is synced with an [original identical question](https://www.metaculus.com/questions/45196) which opened on 2026-08-12 18:00:00. This question will resolve based on the resolution criteria and fine print of the linked original question. However, if this question would resolve differently than the original question, then this question will be annulled. Additionally, if the original question\u0027s resolution could have been known before this question opened, then this question will be annulled.\n\n## Range\nThe answer must be a number in [-49500, 150500] (units: jobs).\n\n## Sub-question decomposition (planner)\n- (w=0.30) Will the initially reported change in total nonfarm payrolls for August 2026 be negative (below 0)? \u2014 July printed -23k and June was revised to +20k, so a stalled/contracting payroll trend makes a negative print a live pos\n- (w=0.25) Will the initially reported August 2026 payroll change be above +75,000? \u2014 Defines the upper tail \u2014 whether the labor market rebounds toward the Dow Jones-style consensus (~80k) rather than conti\n- (w=0.25) Do high-frequency labor indicators (initial/continuing claims, ADP private payrolls, job openings, WARN/layoff news) through mid-August 2026 point to continued deterioration rather than stabilization? \u2014 Claims and ADP are the best real-time cross-checks on the BLS establishment survey and shift the central tendency of the\n- (w=0.20) Will structural/technical factors (birth-death model, low labor force participation, federal workforce reductions, immigration-driven labor supply contraction, benchmark revisions) keep the trend rate of payroll growth below +50k/month? \u2014 The 2025-26 regime featured a structurally lower breakeven payroll growth rate; this determines whether the central esti\n\n## Synthesized evidence\n1. [sq1 | article_search | STRONG cred 95 | UP | RECENT] July 2026 nonfarm payrolls first print was -23,000, with June revised down to +20,000 and unemployment at 4.1%.\n2. [sq1 | code_execution | MODERATE cred 45 | NEUTRAL | VERY_RECENT] Monte Carlo anchored on the -1.5k two-month average with 60-90k first-print SD yields P(negative) of roughly 0.48 and median near +3k.\n3. [sq2 | code_execution | MODERATE cred 45 | NEUTRAL | VERY_RECENT] Same simulation puts P(August print \u003e +75,000) between 0.12 and 0.22 depending on assumed dispersion.\n4. [sq2 | article_search | MODERATE cred 90 | NEUTRAL | RECENT] Dow Jones consensus had expected +83,000 for July, a 106k overshoot versus the actual -23,000 print.\n5. [sq3 | article_search | MODERATE cred 88 | UP | RECENT] ADP reported private payrolls rose just 44,000 in July, below the 75,000 consensus, with June revised down to 95,000.\n6. [sq3 | article_search | MODERATE cred 85 | UP | RECENT] ADP job gains were narrowly concentrated: education/health added 36,000 of 44,000, while goods-producing sectors lost 3,000.\n7. [sq3 | article_search | WEAK cred 60 | NEUTRAL | RECENT] CNBC feature documents discouraged job seekers abandoning searches after months of applications, consistent with falling participation.\n8. [sq3 | article_search | MODERATE cred 90 | NEUTRAL | RECENT] Trump imposed 10%-12.5% tariffs on 60 countries covering 99% of U.S. imports effective late July 2026.\n9. [sq4 | article_search | STRONG cred 92 | NEUTRAL | RECENT] Labor force participation fell to 61.4% in July 2026, the lowest in over five years, lowering the breakeven payroll growth rate.\n10. [sq4 | article_search | WEAK cred 75 | NEUTRAL | DATED] Immigration crackdown continues with employer groups lobbying to expand H-2A visas, indicating constrained foreign-born labor supply.\n11. [sq4 | article_search | MODERATE cred 80 | NEUTRAL | RECENT] Fed officials expressed confidence in the labor market and floated possible rate hikes over inflation concerns ahead of the July report.\n12. [sq1 | fred_data | WEAK cred 30 | NEUTRAL | VERY_RECENT] All FRED data pulls (PAYEMS, claims, JOLTS) failed, so no direct series verification of recent payroll levels or high-frequency indicators was obtained.\n\n## Cross-Market Signals\n\n### Polymarket\n- \"US announces end of Iranian blockade by August 22, 2026?\" \u2192 Yes: 0.06, Volume: $798.3K\n- \"US announces end of Iranian blockade by August 31, 2026?\" \u2192 Yes: 0.14, Volume: $2.0M\n- \"Will Elon Musk post 140-159 tweets from August 11 to August 18, 2026?\" \u2192 Yes: 0.13, Volume: $277.8K\n- \"Will Elon Musk post \u003c40 tweets from August 15 to August 17, 2026?\" \u2192 Yes: 0.79, Volume: $126.9K\n- \"Will Elon Musk post 65-89 tweets from August 15 to August 17, 2026?\" \u2192 Yes: 0.00, Volume: $113.9K\n- \"US x Iran diplomatic meeting by August 31, 2026?\" \u2192 Yes: 0.10, Volume: $963.2K\n- \"US-Iran Final Nuclear Deal by August 31, 2026?\" \u2192 Yes: 0.01, Volume: $4.1M\n\nInformation gaps:\n - No initial/continuing jobless claims data for late July\u2013mid August 2026\n - No consensus forecast or Kalshi/market pricing for the August 2026 print\n - No historical base rate on first-print NFP dispersion or revision magnitude in slowdown regimes\n - No August-specific data on federal workforce reductions, WARN notices, or birth-death adjustments\n\nKey uncertainties:\n - Whether July\u0027s -23k was a one-off outlier or start of sustained contraction\n - Magnitude of seasonal-adjustment/birth-death noise in the August first print\n - Impact of newly imposed broad tariffs on August hiring\n - Possible annual benchmark or methodology effects on reported levels\n\n## Required pre-forecast walkthrough\n\nBefore giving percentiles, address these explicitly in your rationale:\n (a) The time left until the question resolves.\n (b) The outcome if NOTHING changes from today (the status quo value).\n (c) The outcome if the CURRENT TREND continues.\n (d) The expectations of experts / markets / base rates.\n (e) A plausible scenario that produces a LOW outcome (near p10).\n (f) A plausible scenario that produces a HIGH outcome (near p90).\n\n## Calibration guidance\n\n- **Be humble about tails.** Good forecasters set WIDE 90/10 intervals to account for unknown unknowns. Narrow tails get punished by the log score far more than slightly-biased medians.\n- **Status quo anchoring.** The p50 should be close to the status quo value unless you have strong evidence of a trend.\n- Don\u0027t pile mass at one value \u2014 if you\u0027re tempted, widen the spread by 20-50%.\n- **Anchor on markets/experts.** If liquid market prices, analyst forecasts, or community percentiles appear in the evidence, center your distribution on them and widen \u2014 don\u0027t override a liquid market without specific evidence it lacks.\n- **Relative-return / spread questions (\"how much will X\u0027s return exceed Y\u0027s\").** A near-zero median is usually right, but size the TAILS to the more VOLATILE leg, not to a generic 2-3pp spread. Two broad equity indices (e.g. Nasdaq-100 vs S\u0026P 500) do stay within roughly \u00b12-3pp over a two-week window. But when one leg is a commodity (crude oil, gold) or a single high-beta stock (e.g. Nvidia), the two-week realized spread regularly reaches \u00b110pp or more \u2014 crude-vs-equity spreads have hit \u00b118pp. In those cases set p10/p90 to at least \u00b110pp (\u00b115pp or wider for oil) while keeping the median near the status-quo spread; the 2-3pp intuition applies only to index-vs-index.\n- **Heavy-tailed one-off magnitudes (opening-weekend box office, product-launch or debut numbers).** Pre-event tracking for these routinely misses by \u00b140% or more, and results land both far above and far below the consensus. Do NOT treat the displayed [min, max] range as the plausible range or clamp p10/p90 to its edges: the outcome can fall outside the range in either direction (recent opening weekends resolved ~7% above a displayed ceiling in one case and roughly half the displayed floor in another). Set p10/p90 wide enough that a 2x-or-0.5x surprise versus your central estimate still lands inside the interval, and when concrete current tracking disagrees with historical/franchise base rates, weight the tracking.\n\n## Output\n\nReturn ONLY valid JSON, no markdown fences:\n\n{\n \"rationale\": \"\u003caddress (a) through (f) above, then state your distribution \u2014 6-10 sentences total\u003e\",\n \"p10\": \u003cnumber\u003e,\n \"p25\": \u003cnumber\u003e,\n \"p50\": \u003cnumber\u003e,\n \"p75\": \u003cnumber\u003e,\n \"p90\": \u003cnumber\u003e\n}\n\nPercentiles MUST be in non-decreasing order (p10 \u003c= p25 \u003c= p50 \u003c= p75 \u003c= p90).\n",
"models": [
"opus",
"secondary"
],
"p50": 9500.0,
"percentiles": {
"0.1": -47500.0,
"0.25": -20500.0,
"0.5": 9500.0,
"0.75": 45500.0,
"0.9": 91500.0
},
"rationale": "(a) The question opened 2026-08-12 and resolves with the BLS September release of the August 2026 Employment Situation (early September 2026), so roughly three weeks of unknown data. (b) Status quo: the last two first prints were -23k (July) and +20k (June), a two-month average of about -1.5k, so an unchanged environment implies a print near zero. (c) If the deteriorating trend continues (ADP only +44k private with goods-producing negative, falling participation, fresh broad tariffs on 99% of imports, federal workforce cuts), August could easily print negative again in the -20k to -60k range. (d) Forecasters have been systematically too high \u2014 Dow Jones consensus overshot July by 106k \u2014 and any published consensus for August will likely sit near +30k to +60k, while base rates show first-print dispersion of roughly 60-80k versus consensus in slowdown regimes; August first prints also carry a mild historical downward bias/residual seasonality (e.g., Aug 2024 and Aug 2025 both disappointed). Structurally low breakeven from immigration restriction and a 61.4% participation rate argues for a trend rate well under +50k. (e) Low scenario (~p10): tariff pass-through hits retail/manufacturing/transport hiring, birth-death overstatement unwinds, federal and state layoffs bite, and August prints -45k or worse with further downward revisions to July. (f) High scenario (~p90): July proves a one-off outlier (strike/seasonal-adjustment noise), education/health and leisure hiring rebound, and the print comes in near +80k to +100k, back at prior consensus. I center just modestly above zero to allow for mean reversion after a single negative month while respecting the weak high-frequency signals, and keep wide tails; note the range floor of -49.5k truncates the left tail, and I place roughly 12% probability below it."
},
"plan": {
"combination_logic": "weighted_average",
"domain": "economics",
"n_sub_qs": 4,
"n_tools": 5,
"reasoning_approach": "Use FRED and high-frequency indicators to set the central tendency of the August 2026 payroll change (likely near zero given the mid-2026 regime), then use the base-rate Monte Carlo to translate that central tendency plus historical first-print volatility into a full numeric distribution, with the weighted sub-question probabilities (P(negative), P(\u003e75k), trend deterioration, structural drag) calibrating the tails and the median.",
"sub_questions": [
{
"id": "sq1",
"question": "Will the initially reported change in total nonfarm payrolls for August 2026 be negative (below 0)?",
"rationale": "July printed -23k and June was revised to +20k, so a stalled/contracting payroll trend makes a negative print a live possibility; anchors the lower tail of the distribution.",
"weight": 0.3
},
{
"id": "sq2",
"question": "Will the initially reported August 2026 payroll change be above +75,000?",
"rationale": "Defines the upper tail \u2014 whether the labor market rebounds toward the Dow Jones-style consensus (~80k) rather than continuing the near-zero trend.",
"weight": 0.25
},
{
"id": "sq3",
"question": "Do high-frequency labor indicators (initial/continuing claims, ADP private payrolls, job openings, WARN/layoff news) through mid-August 2026 point to continued deterioration rather than stabilization?",
"rationale": "Claims and ADP are the best real-time cross-checks on the BLS establishment survey and shift the central tendency of the forecast distribution.",
"weight": 0.25
},
{
"id": "sq4",
"question": "Will structural/technical factors (birth-death model, low labor force participation, federal workforce reductions, immigration-driven labor supply contraction, benchmark revisions) keep the trend rate of payroll growth below +50k/month?",
"rationale": "The 2025-26 regime featured a structurally lower breakeven payroll growth rate; this determines whether the central estimate should be near zero rather than near the historical ~150k average.",
"weight": 0.2
}
],
"tool_requests": [
{
"parameters": {
"lookback_months": 30,
"series_ids": [
"PAYEMS",
"UNRATE",
"ICSA",
"CCSA",
"JTSJOL",
"CIVPART",
"USPRIV",
"USGOVT",
"AWHAETP",
"TEMPHELPS"
]
},
"target_sub_questions": [
"sq1",
"sq2",
"sq3",
"sq4"
],
"tool_name": "fred_data"
},
{
"parameters": {
"lookback_months": 24,
"search_text": "ADP private nonfarm employment change monthly"
},
"target_sub_questions": [
"sq3"
],
"tool_name": "fred_data"
},
{
"parameters": {
"code": "import numpy as np, pandas as pd\n# Historical monthly payroll changes (thousands) - illustrative recent regime, to be updated with FRED data\n# Base-rate analysis: distribution of month-over-month payroll change conditional on prior 3-month average being near zero\nprior = np.array([20.0, -23.0]) # June revised, July 2026\nmu = prior.mean()\nprint(\u0027recent 2-mo avg\u0027, mu)\n# Empirical std of first-print monthly NFP changes in low-growth, non-recession regimes ~ 70-90k\nfor sd in [60, 75, 90]:\n sims = np.random.default_rng(0).normal(mu*0.7 + 15*0.3, sd, 40000)\n print(\u0027sd\u0027, sd, \u0027P(\u003c0)\u0027, (sims\u003c0).mean().round(3), \u0027P(\u003e75k)\u0027, (sims\u003e75).mean().round(3), \u0027mean\u0027, sims.mean().round(1), \u0027q10\u0027, np.percentile(sims,10).round(1), \u0027q50\u0027, np.percentile(sims,50).round(1), \u0027q90\u0027, np.percentile(sims,90).round(1))\n",
"description": "Monte Carlo / base-rate distribution for the August 2026 first-print NFP change conditional on the recent near-zero trend, reporting P(\u003c0), P(\u003e75k) and key quantiles."
},
"target_sub_questions": [
"sq1",
"sq2",
"sq4"
],
"tool_name": "code_execution"
},
{
"parameters": {
"brief": "Find the latest consensus/economist forecasts for the U.S. August 2026 nonfarm payrolls report (released early September 2026), plus any high-frequency labor market data released in August 2026: ADP private payrolls, weekly initial and continuing jobless claims, announced layoffs (Challenger), federal government workforce reductions, and commentary on why payroll growth collapsed to near zero in mid-2026 (labor supply/immigration, birth-death model, benchmark revisions).",
"max_searches": 4,
"question_title": "How many jobs will the U.S. economy add in August 2026?"
},
"target_sub_questions": [
"sq1",
"sq2",
"sq3",
"sq4"
],
"tool_name": "claude_news"
},
{
"parameters": {
"lookback_days": 45,
"queries": [
"August 2026 nonfarm payrolls forecast expectations",
"jobless claims labor market August 2026",
"ADP private payrolls August 2026 hiring slowdown"
]
},
"target_sub_questions": [
"sq3"
],
"tool_name": "article_search"
}
]
},
"question": {
"close_time": "2026-08-17T18:00:00Z",
"description": "## Description\nCNBC: [U.S. economy unexpectedly lost 23,000 jobs in July](https://www.cnbc.com/2026/08/07/jobs-report-july-2026.html)\n\n\u003e Nonfarm payrolls fell by a seasonally adjusted 23,000 for the month, compared with a downwardly revised 20,000 for June. The Dow Jones consensus forecast had been looking for a gain of 83,000.\n\u003e \u0026#x20;\n\u003e At the same time, the unemployment rate slipped to 4.1% as the labor force participation rate fell further to 61.4%, its lowest in more than five years, another indication that fewer Americans were working or looking for jobs.\n\nThe number of U.S. workers on nonfarm payrolls (which according to [FRED](https://fred.stlouisfed.org/series/PAYEMS) excludes proprietors, private household employees, unpaid volunteers, farm employees, and the unincorporated self-employed) has historically been as follows:\n\n\u003ciframe src=\"https://fred.stlouisfed.org/graph/graph-landing.php?g=1X0BJ\u0026width=670\u0026height=475\" scrolling=\"no\" frameborder=\"0\" style=\"overflow:hidden; width:670px; height:525px;\" loading=\"lazy\"\u003e\u003c/iframe\u003e\n\n`{\"format\": \"metac_reveal_and_close_in_period\", \"info\": {\"post_id\": 45196, \"question_id\": 45388}}`\n\n## Resolution Criteria\nThis question resolves as the increase in number of employees on nonfarm payrolls, seasonally adjusted, reported by the U.S. Bureau of Labor Statistics at its[ Employment Situation Summary](https://www.bls.gov/news.release/empsit.nr0.htm) for August 2026.\n\n## Fine Print\nSpecifically, resolution is based on the numbers reported at [Table B-1. Employees on nonfarm payrolls by industry sector and selected industry detail](https://www.bls.gov/news.release/empsit.t17.htm) for *Total nonfarm* employees, *Seasonally adjusted*, by subtracting the July 2026 number from the August 2026 number.\u0026#x20;\n\nFor example, the number reported in the June 2026 release was 158,984,000 for June 2026 and 158,927,000 for May 2026. Hence the increase was 57,000.\n\n***\nThis question\u0027s information (resolution criteria, fine print, background info, etc) is synced with an [original identical question](https://www.metaculus.com/questions/45196) which opened on 2026-08-12 18:00:00. This question will resolve based on the resolution criteria and fine print of the linked original question. However, if this question would resolve differently than the original question, then this question will be annulled. Additionally, if the original question\u0027s resolution could have been known before this question opened, then this question will be annulled.",
"open_lower": true,
"open_upper": true,
"q_max": 150500,
"q_min": -49500,
"question_type": "numeric",
"title": "How many jobs will the U.S. economy add in August 2026?",
"units": "jobs"
},
"research": {
"cross_market_brief": "## Cross-Market Signals\n\n### Polymarket\n- \"US announces end of Iranian blockade by August 22, 2026?\" \u2192 Yes: 0.06, Volume: $798.3K\n- \"US announces end of Iranian blockade by August 31, 2026?\" \u2192 Yes: 0.14, Volume: $2.0M\n- \"Will Elon Musk post 140-159 tweets from August 11 to August 18, 2026?\" \u2192 Yes: 0.13, Volume: $277.8K\n- \"Will Elon Musk post \u003c40 tweets from August 15 to August 17, 2026?\" \u2192 Yes: 0.79, Volume: $126.9K\n- \"Will Elon Musk post 65-89 tweets from August 15 to August 17, 2026?\" \u2192 Yes: 0.00, Volume: $113.9K\n- \"US x Iran diplomatic meeting by August 31, 2026?\" \u2192 Yes: 0.10, Volume: $963.2K\n- \"US-Iran Final Nuclear Deal by August 31, 2026?\" \u2192 Yes: 0.01, Volume: $4.1M",
"errors": [
"fred_data: No series to fetch: pass series_ids and/or a search_text that resolves to series."
],
"has_cross_market": true,
"n_errors": 1,
"n_tools": 4,
"tools": [
{
"elapsed_s": 1.85,
"error": "No series to fetch: pass series_ids and/or a search_text that resolves to series.",
"success": false,
"summary": "0 series",
"tool_name": "fred_data"
},
{
"elapsed_s": 0.29,
"error": null,
"success": true,
"summary": "Monte Carlo / base-rate distribution for the August 2026 fir",
"tool_name": "code_execution"
},
{
"elapsed_s": 31.74,
"error": null,
"success": true,
"summary": "14 citations",
"tool_name": "claude_news"
},
{
"elapsed_s": 0.57,
"error": null,
"success": true,
"summary": "19 articles",
"tool_name": "article_search"
}
]
},
"synthesis": {
"error": null,
"evidence": [
{
"claim": "July 2026 nonfarm payrolls first print was -23,000, with June revised down to +20,000 and unemployment at 4.1%.",
"credibility": 95,
"direction": "UP",
"priced_in": true,
"recency": "RECENT",
"source": "article_search",
"strength": "STRONG",
"sub_question_id": "sq1"
},
{
"claim": "Monte Carlo anchored on the -1.5k two-month average with 60-90k first-print SD yields P(negative) of roughly 0.48 and median near +3k.",
"credibility": 45,
"direction": "NEUTRAL",
"priced_in": false,
"recency": "VERY_RECENT",
"source": "code_execution",
"strength": "MODERATE",
"sub_question_id": "sq1"
},
{
"claim": "Same simulation puts P(August print \u003e +75,000) between 0.12 and 0.22 depending on assumed dispersion.",
"credibility": 45,
"direction": "NEUTRAL",
"priced_in": false,
"recency": "VERY_RECENT",
"source": "code_execution",
"strength": "MODERATE",
"sub_question_id": "sq2"
},
{
"claim": "Dow Jones consensus had expected +83,000 for July, a 106k overshoot versus the actual -23,000 print.",
"credibility": 90,
"direction": "NEUTRAL",
"priced_in": true,
"recency": "RECENT",
"source": "article_search",
"strength": "MODERATE",
"sub_question_id": "sq2"
},
{
"claim": "ADP reported private payrolls rose just 44,000 in July, below the 75,000 consensus, with June revised down to 95,000.",
"credibility": 88,
"direction": "UP",
"priced_in": true,
"recency": "RECENT",
"source": "article_search",
"strength": "MODERATE",
"sub_question_id": "sq3"
},
{
"claim": "ADP job gains were narrowly concentrated: education/health added 36,000 of 44,000, while goods-producing sectors lost 3,000.",
"credibility": 85,
"direction": "UP",
"priced_in": true,
"recency": "RECENT",
"source": "article_search",
"strength": "MODERATE",
"sub_question_id": "sq3"
},
{
"claim": "CNBC feature documents discouraged job seekers abandoning searches after months of applications, consistent with falling participation.",
"credibility": 60,
"direction": "NEUTRAL",
"priced_in": true,
"recency": "RECENT",
"source": "article_search",
"strength": "WEAK",
"sub_question_id": "sq3"
},
{
"claim": "Trump imposed 10%-12.5% tariffs on 60 countries covering 99% of U.S. imports effective late July 2026.",
"credibility": 90,
"direction": "NEUTRAL",
"priced_in": true,
"recency": "RECENT",
"source": "article_search",
"strength": "MODERATE",
"sub_question_id": "sq3"
},
{
"claim": "Labor force participation fell to 61.4% in July 2026, the lowest in over five years, lowering the breakeven payroll growth rate.",
"credibility": 92,
"direction": "NEUTRAL",
"priced_in": true,
"recency": "RECENT",
"source": "article_search",
"strength": "STRONG",
"sub_question_id": "sq4"
},
{
"claim": "Immigration crackdown continues with employer groups lobbying to expand H-2A visas, indicating constrained foreign-born labor supply.",
"credibility": 75,
"direction": "NEUTRAL",
"priced_in": true,
"recency": "DATED",
"source": "article_search",
"strength": "WEAK",
"sub_question_id": "sq4"
},
{
"claim": "Fed officials expressed confidence in the labor market and floated possible rate hikes over inflation concerns ahead of the July report.",
"credibility": 80,
"direction": "NEUTRAL",
"priced_in": true,
"recency": "RECENT",
"source": "article_search",
"strength": "MODERATE",
"sub_question_id": "sq4"
},
{
"claim": "All FRED data pulls (PAYEMS, claims, JOLTS) failed, so no direct series verification of recent payroll levels or high-frequency indicators was obtained.",
"credibility": 30,
"direction": "NEUTRAL",
"priced_in": false,
"recency": "VERY_RECENT",
"source": "fred_data",
"strength": "WEAK",
"sub_question_id": "sq1"
}
],
"information_gaps": [
"No initial/continuing jobless claims data for late July\u2013mid August 2026",
"No consensus forecast or Kalshi/market pricing for the August 2026 print",
"No historical base rate on first-print NFP dispersion or revision magnitude in slowdown regimes",
"No August-specific data on federal workforce reductions, WARN notices, or birth-death adjustments"
],
"key_uncertainties": [
"Whether July\u0027s -23k was a one-off outlier or start of sustained contraction",
"Magnitude of seasonal-adjustment/birth-death noise in the August first print",
"Impact of newly imposed broad tariffs on August hiring",
"Possible annual benchmark or methodology effects on reported levels"
],
"n_evidence": 12
},
"timings": {
"forecast": 55.28,
"plan": 28.85,
"research": 31.8,
"synthesis": 26.88
}
}