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How many visitor arrivals will the government of Fiji report for July 2026?

post 44455 · question 44553 · numeric · summer-futureeval-2026 · 2026-07-12T03:02:22.203800 · View on Metaculus →
100000.0
Submitted p50
weighted_average
Fermi logic
economics
Domain

Plan 15.55s

Establish the historical July seasonal base rate and recent YoY growth trend, adjust for tourism growth momentum and downside disruption risks, and blend the sub-question signals into a central numeric estimate with an appropriate distribution.

Sub-questions (3)

sq1
Will July 2026 visitor arrivals exceed the July 2025 figure (year-over-year growth positive)?
July is a peak tourism month for Fiji; YoY trend anchors the central estimate given the industry's growth targets.
w=0.35
sq2
Will July 2026 arrivals fall within the typical peak-season range of roughly 90,000-110,000 visitors?
Historical July arrivals cluster in this seasonal peak band; this defines the most likely magnitude.
w=0.40
sq3
Will Fiji's tourism sector see disruptions (airline capacity cuts, natural disasters, or economic shocks) reducing arrivals below trend?
Downside risks like cyclones, airline seat availability, or source-market recessions could suppress the number.
w=0.25

Tool requests (3)

claude_news sq1, sq2, sq3 {"brief": "Find Fiji Bureau of Statistics monthly visitor arrival figures for 2024, 2025, and any 2026 months reported so far, especially July figures and recent monthly trends. Also find tourism growth outlook and airline capacity to Fiji for 2026.", "max_searches": 4, "question_title": "How many visitor arrivals will the government of Fiji report for July 2026?"}
web_search sq1, sq3 {"queries": ["Fiji visitor arrivals July 2025 statistics bureau", "Fiji tourism arrivals monthly 2026 statsfiji", "Fiji tourism 2026 outlook airline capacity cyclone"]}
code_execution sq1, sq2 {"code": "import numpy as np\n# Historical Fiji July visitor arrivals (approximate known values)\n# 2019 (pre-COVID peak) ~ 92,000; 2023 recovery ~ 87,000; 2024 ~ 94,000; 2025 estimate ~ 95,000-100,000\njuly_hist = {2018: 87000, 2019: 92000, 2023: 87000, 2024: 94000}\nvals = list(july_hist.values())\nprint(\u0027mean July\u0027, np.mean(vals))\n# Project 2026 with modest growth from 2025 base ~97000\nbase_2025 = 97000\nfor g in [0.0, 0.03, 0.06, 0.10]:\n print(f\u0027growth {g:.0%}: {base_2025*(1+g):.0f}\u0027)\n# Monte Carlo\nnp.random.seed(1)\nsims = base_2025 * (1 + np.random.normal(0.04, 0.06, 100000))\nprint(\u0027median\u0027, np.median(sims), \u0027p10\u0027, np.percentile(sims,10), \u0027p90\u0027, np.percentile(sims,90))", "description": "Estimate July 2026 arrivals from historical July base rates and growth assumptions with Monte Carlo spread."}

Research 57.34s · 3 tool(s) · 0 error(s)

claude_news ok 20 citations 31.36s
web_search ok 0 results 57.34s
code_execution ok Estimate July 2026 arrivals from historical July base rates 0.11s
Cross-market signals
## Cross-Market Signals

### Polymarket
- "Will the Fed increase interest rates by 50+ bps after the July 2026 meeting?" → Yes: 0.01, Volume: $9.0M
- "Will there be no change in Fed interest rates after the July 2026 meeting?" → Yes: 0.78, Volume: $13.1M
- "Will the Fed decrease interest rates by 25 bps after the July 2026 meeting?" → Yes: 0.01, Volume: $7.7M

Evidence Synthesis 14.28s · 8 items

Direction mix: UP 3 DOWN 0 NEUTRAL 5
sq1 web_search STRONG cred 92 NEUTRAL DATED
July 2025 recorded a new monthly record of 99,311 visitors, up 1.0% year-on-year.
sq1 web_search MODERATE cred 88 NEUTRAL RECENT
Early 2026 monthly YoY changes are mixed: Feb +9.6%, Mar +12.4%, but Apr -0.8% and May -1.4%.
sq1 web_search STRONG cred 90 NEUTRAL DATED
Full year 2025 arrivals hit a record 986,367, up only 0.3% over 2024.
sq1 web_search WEAK cred 70 UP RECENT
Fiji government set a 2026 target of 1.25 million visitors and $4 billion in tourism revenue.
sq2 code_execution MODERATE cred 45 UP VERY_RECENT
Monte Carlo model estimates July 2026 median of ~100,900 with p10 93,490 and p90 108,353.
sq2 web_search STRONG cred 90 UP DATED
July has been the peak month, with 99,311 (2025) and August 99,737, near the 90,000-110,000 range.
sq3 web_search WEAK cred 40 NEUTRAL RECENT
No reports of airline capacity cuts, natural disasters, or economic shocks affecting Fiji tourism found in research.
sq3 web_search MODERATE cred 85 NEUTRAL DATED
Australia (45%) is Fiji's dominant source market, making arrivals sensitive to Australian economic conditions.

Information gaps

Key uncertainties

Forecast 14.03s · opus

Rationale

(a) Resolution ~August 20, 2026, about 2 months out from now. (b) Status quo: July 2025 set a record at 99,311, so status quo anchors near ~99,000-100,000. (c) Current trend is roughly flat—early 2026 shows Feb +9.6%, Mar +12.4% but Apr -0.8% and May -1.4%, and full-year 2025 grew only 0.3%; averaging suggests near-flat to marginally positive YoY, giving ~99,000-101,000. (d) A Monte Carlo model estimates median ~100,900 (p10 93,490, p90 108,353); government's 1.25M target is aspirational and unlikely to materially move a single peak month. (e) Low scenario (~p10): continuation of the negative Apr-May trend plus soft Australian outbound demand (Australia = 45% of arrivals) or a minor disruption pulls July down to ~93,000. (f) High scenario (~p90): new hotel capacity and strong peak-season demand with positive YoY push arrivals to ~106,000+. July is Fiji's peak month and consistently clusters in the high-90,000s to low-100,000s. I center my median at ~100,000, slightly above the 2025 record reflecting modest expected growth, and widen tails to account for unknown unknowns like cyclones, airline capacity shifts, and provisional-vs-revised discrepancies.
Evidence brief shown to forecaster
1. [sq1 | web_search | STRONG cred 92 | NEUTRAL | DATED] July 2025 recorded a new monthly record of 99,311 visitors, up 1.0% year-on-year.
2. [sq1 | web_search | MODERATE cred 88 | NEUTRAL | RECENT] Early 2026 monthly YoY changes are mixed: Feb +9.6%, Mar +12.4%, but Apr -0.8% and May -1.4%.
3. [sq1 | web_search | STRONG cred 90 | NEUTRAL | DATED] Full year 2025 arrivals hit a record 986,367, up only 0.3% over 2024.
4. [sq1 | web_search | WEAK cred 70 | UP | RECENT] Fiji government set a 2026 target of 1.25 million visitors and $4 billion in tourism revenue.
5. [sq2 | code_execution | MODERATE cred 45 | UP | VERY_RECENT] Monte Carlo model estimates July 2026 median of ~100,900 with p10 93,490 and p90 108,353.
6. [sq2 | web_search | STRONG cred 90 | UP | DATED] July has been the peak month, with 99,311 (2025) and August 99,737, near the 90,000-110,000 range.
7. [sq3 | web_search | WEAK cred 40 | NEUTRAL | RECENT] No reports of airline capacity cuts, natural disasters, or economic shocks affecting Fiji tourism found in research.
8. [sq3 | web_search | MODERATE cred 85 | NEUTRAL | DATED] Australia (45%) is Fiji's dominant source market, making arrivals sensitive to Australian economic conditions.

## Cross-Market Signals

### Polymarket
- "Will the Fed increase interest rates by 50+ bps after the July 2026 meeting?" → Yes: 0.01, Volume: $9.0M
- "Will there be no change in Fed interest rates after the July 2026 meeting?" → Yes: 0.78, Volume: $13.1M
- "Will the Fed decrease interest rates by 25 bps after the July 2026 meeting?" → Yes: 0.01, Volume: $7.7M

Information gaps:
  - No June 2026 arrivals figure (most recent monthly benchmark)
  - No 2026 airline seat capacity / route data for Fiji
  - No cyclone/weather forecast for Fiji July 2026
  - No confirmed July 2025 baseline for YoY resolution beyond provisional 99,311

Key uncertainties:
  - Whether recent flat/negative Apr-May 2026 trend continues into July
  - Australian consumer/economic softening impact on outbound travel
  - Hotel room capacity constraints limiting upside growth
  - Provisional vs revised figure discrepancies
Raw forecast prompt
You are an elite superforecaster. Produce a probability distribution over the answer to this Metaculus numeric question.

## Question
How many visitor arrivals will the government of Fiji report for July 2026?

## Description / Resolution Criteria
## Description
The Fiji Times June 2026: [$4 billion target: Tourism industry needs 4000 new hotel rooms ‘now’](https://www.fijitimes.com.fj/4-billion-target-tourism-industry-needs-4000-new-hotel-rooms-now/) "Fiji’s tourism industry has set a national target of attracting 1.25 million visitors to our shores and generate revenue earnings of $4 billion next year.

"Deputy Prime Minister and Minister for Tourism and Civil Aviation Viliame Gavoka revealed this during the opening of the AHICE Fiji Investment in Tourism Summit 2026 in Nadi."

`{"format": "bot_tournament_question", "info": {"hash_id": "0638b998e8965b7d", "sheet_id": "95"}}`

## Resolution Criteria
This question resolves as the number of visitor arrivals reported by the Fiji Bureau of Statistics for July 2026, at its [Visitor Arrival Statistics](https://www.statsfiji.gov.fj/category/tourism-and-migration-statistics/visitor-arrivals-statistics/) portal.

## Fine Print
This question resolves based on the first reported numbers, which are likely to be provisional. The information is expected to be posted at approximately August 20, 2026.

## Range
The answer must be a number in [70000, 110000] (units: visitors).

## Sub-question decomposition (planner)
- (w=0.35) Will July 2026 visitor arrivals exceed the July 2025 figure (year-over-year growth positive)?  — July is a peak tourism month for Fiji; YoY trend anchors the central estimate given the industry's growth targets.
- (w=0.40) Will July 2026 arrivals fall within the typical peak-season range of roughly 90,000-110,000 visitors?  — Historical July arrivals cluster in this seasonal peak band; this defines the most likely magnitude.
- (w=0.25) Will Fiji's tourism sector see disruptions (airline capacity cuts, natural disasters, or economic shocks) reducing arrivals below trend?  — Downside risks like cyclones, airline seat availability, or source-market recessions could suppress the number.

## Synthesized evidence
1. [sq1 | web_search | STRONG cred 92 | NEUTRAL | DATED] July 2025 recorded a new monthly record of 99,311 visitors, up 1.0% year-on-year.
2. [sq1 | web_search | MODERATE cred 88 | NEUTRAL | RECENT] Early 2026 monthly YoY changes are mixed: Feb +9.6%, Mar +12.4%, but Apr -0.8% and May -1.4%.
3. [sq1 | web_search | STRONG cred 90 | NEUTRAL | DATED] Full year 2025 arrivals hit a record 986,367, up only 0.3% over 2024.
4. [sq1 | web_search | WEAK cred 70 | UP | RECENT] Fiji government set a 2026 target of 1.25 million visitors and $4 billion in tourism revenue.
5. [sq2 | code_execution | MODERATE cred 45 | UP | VERY_RECENT] Monte Carlo model estimates July 2026 median of ~100,900 with p10 93,490 and p90 108,353.
6. [sq2 | web_search | STRONG cred 90 | UP | DATED] July has been the peak month, with 99,311 (2025) and August 99,737, near the 90,000-110,000 range.
7. [sq3 | web_search | WEAK cred 40 | NEUTRAL | RECENT] No reports of airline capacity cuts, natural disasters, or economic shocks affecting Fiji tourism found in research.
8. [sq3 | web_search | MODERATE cred 85 | NEUTRAL | DATED] Australia (45%) is Fiji's dominant source market, making arrivals sensitive to Australian economic conditions.

## Cross-Market Signals

### Polymarket
- "Will the Fed increase interest rates by 50+ bps after the July 2026 meeting?" → Yes: 0.01, Volume: $9.0M
- "Will there be no change in Fed interest rates after the July 2026 meeting?" → Yes: 0.78, Volume: $13.1M
- "Will the Fed decrease interest rates by 25 bps after the July 2026 meeting?" → Yes: 0.01, Volume: $7.7M

Information gaps:
  - No June 2026 arrivals figure (most recent monthly benchmark)
  - No 2026 airline seat capacity / route data for Fiji
  - No cyclone/weather forecast for Fiji July 2026
  - No confirmed July 2025 baseline for YoY resolution beyond provisional 99,311

Key uncertainties:
  - Whether recent flat/negative Apr-May 2026 trend continues into July
  - Australian consumer/economic softening impact on outbound travel
  - Hotel room capacity constraints limiting upside growth
  - Provisional vs revised figure discrepancies

## 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.

## 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).

Raw Trace JSON

Show full JSON
{
  "forecast": {
    "evidence_brief": "1. [sq1 | web_search | STRONG cred 92 | NEUTRAL | DATED] July 2025 recorded a new monthly record of 99,311 visitors, up 1.0% year-on-year.\n2. [sq1 | web_search | MODERATE cred 88 | NEUTRAL | RECENT] Early 2026 monthly YoY changes are mixed: Feb +9.6%, Mar +12.4%, but Apr -0.8% and May -1.4%.\n3. [sq1 | web_search | STRONG cred 90 | NEUTRAL | DATED] Full year 2025 arrivals hit a record 986,367, up only 0.3% over 2024.\n4. [sq1 | web_search | WEAK cred 70 | UP | RECENT] Fiji government set a 2026 target of 1.25 million visitors and $4 billion in tourism revenue.\n5. [sq2 | code_execution | MODERATE cred 45 | UP | VERY_RECENT] Monte Carlo model estimates July 2026 median of ~100,900 with p10 93,490 and p90 108,353.\n6. [sq2 | web_search | STRONG cred 90 | UP | DATED] July has been the peak month, with 99,311 (2025) and August 99,737, near the 90,000-110,000 range.\n7. [sq3 | web_search | WEAK cred 40 | NEUTRAL | RECENT] No reports of airline capacity cuts, natural disasters, or economic shocks affecting Fiji tourism found in research.\n8. [sq3 | web_search | MODERATE cred 85 | NEUTRAL | DATED] Australia (45%) is Fiji\u0027s dominant source market, making arrivals sensitive to Australian economic conditions.\n\n## Cross-Market Signals\n\n### Polymarket\n- \"Will the Fed increase interest rates by 50+ bps after the July 2026 meeting?\" \u2192 Yes: 0.01, Volume: $9.0M\n- \"Will there be no change in Fed interest rates after the July 2026 meeting?\" \u2192 Yes: 0.78, Volume: $13.1M\n- \"Will the Fed decrease interest rates by 25 bps after the July 2026 meeting?\" \u2192 Yes: 0.01, Volume: $7.7M\n\nInformation gaps:\n  - No June 2026 arrivals figure (most recent monthly benchmark)\n  - No 2026 airline seat capacity / route data for Fiji\n  - No cyclone/weather forecast for Fiji July 2026\n  - No confirmed July 2025 baseline for YoY resolution beyond provisional 99,311\n\nKey uncertainties:\n  - Whether recent flat/negative Apr-May 2026 trend continues into July\n  - Australian consumer/economic softening impact on outbound travel\n  - Hotel room capacity constraints limiting upside growth\n  - Provisional vs revised figure discrepancies",
    "forecast_prompt": "You are an elite superforecaster. Produce a probability distribution over the answer to this Metaculus numeric question.\n\n## Question\nHow many visitor arrivals will the government of Fiji report for July 2026?\n\n## Description / Resolution Criteria\n## Description\nThe Fiji Times June 2026: [$4 billion target: Tourism industry needs 4000 new hotel rooms \u2018now\u2019](https://www.fijitimes.com.fj/4-billion-target-tourism-industry-needs-4000-new-hotel-rooms-now/) \"Fiji\u2019s tourism industry has set a national target of attracting 1.25 million visitors to our shores and generate revenue earnings of $4 billion next year.\n\n\"Deputy Prime Minister and Minister for Tourism and Civil Aviation Viliame Gavoka revealed this during the opening of the AHICE Fiji Investment in Tourism Summit 2026 in Nadi.\"\n\n`{\"format\": \"bot_tournament_question\", \"info\": {\"hash_id\": \"0638b998e8965b7d\", \"sheet_id\": \"95\"}}`\n\n## Resolution Criteria\nThis question resolves as the number of visitor arrivals reported by the Fiji Bureau of Statistics for July 2026, at its [Visitor Arrival Statistics](https://www.statsfiji.gov.fj/category/tourism-and-migration-statistics/visitor-arrivals-statistics/) portal.\n\n## Fine Print\nThis question resolves based on the first reported numbers, which are likely to be provisional. The information is expected to be posted at approximately August 20, 2026.\n\n## Range\nThe answer must be a number in [70000, 110000] (units: visitors).\n\n## Sub-question decomposition (planner)\n- (w=0.35) Will July 2026 visitor arrivals exceed the July 2025 figure (year-over-year growth positive)?  \u2014 July is a peak tourism month for Fiji; YoY trend anchors the central estimate given the industry\u0027s growth targets.\n- (w=0.40) Will July 2026 arrivals fall within the typical peak-season range of roughly 90,000-110,000 visitors?  \u2014 Historical July arrivals cluster in this seasonal peak band; this defines the most likely magnitude.\n- (w=0.25) Will Fiji\u0027s tourism sector see disruptions (airline capacity cuts, natural disasters, or economic shocks) reducing arrivals below trend?  \u2014 Downside risks like cyclones, airline seat availability, or source-market recessions could suppress the number.\n\n## Synthesized evidence\n1. [sq1 | web_search | STRONG cred 92 | NEUTRAL | DATED] July 2025 recorded a new monthly record of 99,311 visitors, up 1.0% year-on-year.\n2. [sq1 | web_search | MODERATE cred 88 | NEUTRAL | RECENT] Early 2026 monthly YoY changes are mixed: Feb +9.6%, Mar +12.4%, but Apr -0.8% and May -1.4%.\n3. [sq1 | web_search | STRONG cred 90 | NEUTRAL | DATED] Full year 2025 arrivals hit a record 986,367, up only 0.3% over 2024.\n4. [sq1 | web_search | WEAK cred 70 | UP | RECENT] Fiji government set a 2026 target of 1.25 million visitors and $4 billion in tourism revenue.\n5. [sq2 | code_execution | MODERATE cred 45 | UP | VERY_RECENT] Monte Carlo model estimates July 2026 median of ~100,900 with p10 93,490 and p90 108,353.\n6. [sq2 | web_search | STRONG cred 90 | UP | DATED] July has been the peak month, with 99,311 (2025) and August 99,737, near the 90,000-110,000 range.\n7. [sq3 | web_search | WEAK cred 40 | NEUTRAL | RECENT] No reports of airline capacity cuts, natural disasters, or economic shocks affecting Fiji tourism found in research.\n8. [sq3 | web_search | MODERATE cred 85 | NEUTRAL | DATED] Australia (45%) is Fiji\u0027s dominant source market, making arrivals sensitive to Australian economic conditions.\n\n## Cross-Market Signals\n\n### Polymarket\n- \"Will the Fed increase interest rates by 50+ bps after the July 2026 meeting?\" \u2192 Yes: 0.01, Volume: $9.0M\n- \"Will there be no change in Fed interest rates after the July 2026 meeting?\" \u2192 Yes: 0.78, Volume: $13.1M\n- \"Will the Fed decrease interest rates by 25 bps after the July 2026 meeting?\" \u2192 Yes: 0.01, Volume: $7.7M\n\nInformation gaps:\n  - No June 2026 arrivals figure (most recent monthly benchmark)\n  - No 2026 airline seat capacity / route data for Fiji\n  - No cyclone/weather forecast for Fiji July 2026\n  - No confirmed July 2025 baseline for YoY resolution beyond provisional 99,311\n\nKey uncertainties:\n  - Whether recent flat/negative Apr-May 2026 trend continues into July\n  - Australian consumer/economic softening impact on outbound travel\n  - Hotel room capacity constraints limiting upside growth\n  - Provisional vs revised figure discrepancies\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\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"
    ],
    "p50": 100000.0,
    "percentiles": {
      "0.1": 93000.0,
      "0.25": 97000.0,
      "0.5": 100000.0,
      "0.75": 103000.0,
      "0.9": 106500.0
    },
    "rationale": "(a) Resolution ~August 20, 2026, about 2 months out from now. (b) Status quo: July 2025 set a record at 99,311, so status quo anchors near ~99,000-100,000. (c) Current trend is roughly flat\u2014early 2026 shows Feb +9.6%, Mar +12.4% but Apr -0.8% and May -1.4%, and full-year 2025 grew only 0.3%; averaging suggests near-flat to marginally positive YoY, giving ~99,000-101,000. (d) A Monte Carlo model estimates median ~100,900 (p10 93,490, p90 108,353); government\u0027s 1.25M target is aspirational and unlikely to materially move a single peak month. (e) Low scenario (~p10): continuation of the negative Apr-May trend plus soft Australian outbound demand (Australia = 45% of arrivals) or a minor disruption pulls July down to ~93,000. (f) High scenario (~p90): new hotel capacity and strong peak-season demand with positive YoY push arrivals to ~106,000+. July is Fiji\u0027s peak month and consistently clusters in the high-90,000s to low-100,000s. I center my median at ~100,000, slightly above the 2025 record reflecting modest expected growth, and widen tails to account for unknown unknowns like cyclones, airline capacity shifts, and provisional-vs-revised discrepancies."
  },
  "plan": {
    "combination_logic": "weighted_average",
    "domain": "economics",
    "n_sub_qs": 3,
    "n_tools": 3,
    "reasoning_approach": "Establish the historical July seasonal base rate and recent YoY growth trend, adjust for tourism growth momentum and downside disruption risks, and blend the sub-question signals into a central numeric estimate with an appropriate distribution.",
    "sub_questions": [
      {
        "id": "sq1",
        "question": "Will July 2026 visitor arrivals exceed the July 2025 figure (year-over-year growth positive)?",
        "rationale": "July is a peak tourism month for Fiji; YoY trend anchors the central estimate given the industry\u0027s growth targets.",
        "weight": 0.35
      },
      {
        "id": "sq2",
        "question": "Will July 2026 arrivals fall within the typical peak-season range of roughly 90,000-110,000 visitors?",
        "rationale": "Historical July arrivals cluster in this seasonal peak band; this defines the most likely magnitude.",
        "weight": 0.4
      },
      {
        "id": "sq3",
        "question": "Will Fiji\u0027s tourism sector see disruptions (airline capacity cuts, natural disasters, or economic shocks) reducing arrivals below trend?",
        "rationale": "Downside risks like cyclones, airline seat availability, or source-market recessions could suppress the number.",
        "weight": 0.25
      }
    ],
    "tool_requests": [
      {
        "parameters": {
          "brief": "Find Fiji Bureau of Statistics monthly visitor arrival figures for 2024, 2025, and any 2026 months reported so far, especially July figures and recent monthly trends. Also find tourism growth outlook and airline capacity to Fiji for 2026.",
          "max_searches": 4,
          "question_title": "How many visitor arrivals will the government of Fiji report for July 2026?"
        },
        "target_sub_questions": [
          "sq1",
          "sq2",
          "sq3"
        ],
        "tool_name": "claude_news"
      },
      {
        "parameters": {
          "queries": [
            "Fiji visitor arrivals July 2025 statistics bureau",
            "Fiji tourism arrivals monthly 2026 statsfiji",
            "Fiji tourism 2026 outlook airline capacity cyclone"
          ]
        },
        "target_sub_questions": [
          "sq1",
          "sq3"
        ],
        "tool_name": "web_search"
      },
      {
        "parameters": {
          "code": "import numpy as np\n# Historical Fiji July visitor arrivals (approximate known values)\n# 2019 (pre-COVID peak) ~ 92,000; 2023 recovery ~ 87,000; 2024 ~ 94,000; 2025 estimate ~ 95,000-100,000\njuly_hist = {2018: 87000, 2019: 92000, 2023: 87000, 2024: 94000}\nvals = list(july_hist.values())\nprint(\u0027mean July\u0027, np.mean(vals))\n# Project 2026 with modest growth from 2025 base ~97000\nbase_2025 = 97000\nfor g in [0.0, 0.03, 0.06, 0.10]:\n    print(f\u0027growth {g:.0%}: {base_2025*(1+g):.0f}\u0027)\n# Monte Carlo\nnp.random.seed(1)\nsims = base_2025 * (1 + np.random.normal(0.04, 0.06, 100000))\nprint(\u0027median\u0027, np.median(sims), \u0027p10\u0027, np.percentile(sims,10), \u0027p90\u0027, np.percentile(sims,90))",
          "description": "Estimate July 2026 arrivals from historical July base rates and growth assumptions with Monte Carlo spread."
        },
        "target_sub_questions": [
          "sq1",
          "sq2"
        ],
        "tool_name": "code_execution"
      }
    ]
  },
  "question": {
    "close_time": "2026-07-12T06:00:00Z",
    "description": "## Description\nThe Fiji Times June 2026: [$4 billion target: Tourism industry needs 4000 new hotel rooms \u2018now\u2019](https://www.fijitimes.com.fj/4-billion-target-tourism-industry-needs-4000-new-hotel-rooms-now/) \"Fiji\u2019s tourism industry has set a national target of attracting 1.25 million visitors to our shores and generate revenue earnings of $4 billion next year.\n\n\"Deputy Prime Minister and Minister for Tourism and Civil Aviation Viliame Gavoka revealed this during the opening of the AHICE Fiji Investment in Tourism Summit 2026 in Nadi.\"\n\n`{\"format\": \"bot_tournament_question\", \"info\": {\"hash_id\": \"0638b998e8965b7d\", \"sheet_id\": \"95\"}}`\n\n## Resolution Criteria\nThis question resolves as the number of visitor arrivals reported by the Fiji Bureau of Statistics for July 2026, at its [Visitor Arrival Statistics](https://www.statsfiji.gov.fj/category/tourism-and-migration-statistics/visitor-arrivals-statistics/) portal.\n\n## Fine Print\nThis question resolves based on the first reported numbers, which are likely to be provisional. The information is expected to be posted at approximately August 20, 2026.",
    "open_lower": true,
    "open_upper": true,
    "q_max": 110000,
    "q_min": 70000,
    "question_type": "numeric",
    "title": "How many visitor arrivals will the government of Fiji report for July 2026?",
    "units": "visitors"
  },
  "research": {
    "cross_market_brief": "## Cross-Market Signals\n\n### Polymarket\n- \"Will the Fed increase interest rates by 50+ bps after the July 2026 meeting?\" \u2192 Yes: 0.01, Volume: $9.0M\n- \"Will there be no change in Fed interest rates after the July 2026 meeting?\" \u2192 Yes: 0.78, Volume: $13.1M\n- \"Will the Fed decrease interest rates by 25 bps after the July 2026 meeting?\" \u2192 Yes: 0.01, Volume: $7.7M",
    "errors": [],
    "has_cross_market": true,
    "n_errors": 0,
    "n_tools": 3,
    "tools": [
      {
        "elapsed_s": 31.36,
        "error": null,
        "success": true,
        "summary": "20 citations",
        "tool_name": "claude_news"
      },
      {
        "elapsed_s": 57.34,
        "error": null,
        "success": true,
        "summary": "0 results",
        "tool_name": "web_search"
      },
      {
        "elapsed_s": 0.11,
        "error": null,
        "success": true,
        "summary": "Estimate July 2026 arrivals from historical July base rates ",
        "tool_name": "code_execution"
      }
    ]
  },
  "synthesis": {
    "evidence": [
      {
        "claim": "July 2025 recorded a new monthly record of 99,311 visitors, up 1.0% year-on-year.",
        "credibility": 92,
        "direction": "NEUTRAL",
        "priced_in": true,
        "recency": "DATED",
        "source": "web_search",
        "strength": "STRONG",
        "sub_question_id": "sq1"
      },
      {
        "claim": "Early 2026 monthly YoY changes are mixed: Feb +9.6%, Mar +12.4%, but Apr -0.8% and May -1.4%.",
        "credibility": 88,
        "direction": "NEUTRAL",
        "priced_in": true,
        "recency": "RECENT",
        "source": "web_search",
        "strength": "MODERATE",
        "sub_question_id": "sq1"
      },
      {
        "claim": "Full year 2025 arrivals hit a record 986,367, up only 0.3% over 2024.",
        "credibility": 90,
        "direction": "NEUTRAL",
        "priced_in": true,
        "recency": "DATED",
        "source": "web_search",
        "strength": "STRONG",
        "sub_question_id": "sq1"
      },
      {
        "claim": "Fiji government set a 2026 target of 1.25 million visitors and $4 billion in tourism revenue.",
        "credibility": 70,
        "direction": "UP",
        "priced_in": true,
        "recency": "RECENT",
        "source": "web_search",
        "strength": "WEAK",
        "sub_question_id": "sq1"
      },
      {
        "claim": "Monte Carlo model estimates July 2026 median of ~100,900 with p10 93,490 and p90 108,353.",
        "credibility": 45,
        "direction": "UP",
        "priced_in": false,
        "recency": "VERY_RECENT",
        "source": "code_execution",
        "strength": "MODERATE",
        "sub_question_id": "sq2"
      },
      {
        "claim": "July has been the peak month, with 99,311 (2025) and August 99,737, near the 90,000-110,000 range.",
        "credibility": 90,
        "direction": "UP",
        "priced_in": true,
        "recency": "DATED",
        "source": "web_search",
        "strength": "STRONG",
        "sub_question_id": "sq2"
      },
      {
        "claim": "No reports of airline capacity cuts, natural disasters, or economic shocks affecting Fiji tourism found in research.",
        "credibility": 40,
        "direction": "NEUTRAL",
        "priced_in": false,
        "recency": "RECENT",
        "source": "web_search",
        "strength": "WEAK",
        "sub_question_id": "sq3"
      },
      {
        "claim": "Australia (45%) is Fiji\u0027s dominant source market, making arrivals sensitive to Australian economic conditions.",
        "credibility": 85,
        "direction": "NEUTRAL",
        "priced_in": true,
        "recency": "DATED",
        "source": "web_search",
        "strength": "MODERATE",
        "sub_question_id": "sq3"
      }
    ],
    "information_gaps": [
      "No June 2026 arrivals figure (most recent monthly benchmark)",
      "No 2026 airline seat capacity / route data for Fiji",
      "No cyclone/weather forecast for Fiji July 2026",
      "No confirmed July 2025 baseline for YoY resolution beyond provisional 99,311"
    ],
    "key_uncertainties": [
      "Whether recent flat/negative Apr-May 2026 trend continues into July",
      "Australian consumer/economic softening impact on outbound travel",
      "Hotel room capacity constraints limiting upside growth",
      "Provisional vs revised figure discrepancies"
    ],
    "n_evidence": 8
  },
  "timings": {
    "forecast": 14.03,
    "plan": 15.55,
    "research": 57.34,
    "synthesis": 14.28
  }
}