Questions
Generated 5/19/2026, 5:11:03 PM · 29 questions · 160 GT-scored runs
Question set:
Question
If you took all the concrete humanity produces in one year and poured it into the Grand Canyon, what fraction of the canyon's volume would it fill?
Unit: fraction (dimensionless, 0-1) · Domain: physics, infrastructure, geography
Ground-truth decomposition (verified)
fermi
# If you took all the concrete humanity produces in one year and poured it # into the Grand Canyon, what fraction of the canyon's volume would it fill? # Unit: fraction (0-1) # # Decomposition: global_cement / cement_per_m3_concrete / grand_canyon_volume # # Sources: # Global cement production: 4,000-4,200 Mt (USGS MCS 2025) # https://www.usgs.gov/centers/national-minerals-information-center/cement-statistics-and-information # Cement content per m³ concrete: 300-400 kg (industry standard, ~350 mid) # Grand Canyon volume: 4.17 trillion m³ (NPS official) # https://www.nps.gov/grca/learn/management/statistics.htm # https://en.wikipedia.org/wiki/Canyon 4000B 4200B # global cement production, kg (Tier 1: USGS MCS 2025 range) / 300 400 # cement per m³ concrete, kg (Tier 2, industry standard) / 4.17T # Grand Canyon volume, m³ (Tier 0, NPS official scalar)
squiggle
// If you took all the concrete humanity produces in one year and poured it
// into the Grand Canyon, what fraction of the canyon's volume would it fill?
// Unit: fraction (0-1)
//
// Sources (see .fermi sibling for full notes):
// Cement: USGS MCS 2025, 4,000-4,200 Mt
// https://www.usgs.gov/centers/national-minerals-information-center/cement-statistics-and-information
// Grand Canyon: NPS 4.17 trillion m³
// https://en.wikipedia.org/wiki/Canyon
cement_kg = to(4000e9, 4200e9) // Tier 1: USGS range
cement_per_m3 = to(300, 400) // Tier 2: industry standard
grand_canyon_m3 = 4.17e12 // Tier 0: NPS official scalar
fraction = cement_kg / cement_per_m3 / grand_canyon_m3
{
p5: quantile(fraction, 0.05),
p50: quantile(fraction, 0.50),
p95: quantile(fraction, 0.95)
}
■ model · ■ verified ground truth ·
Score
Cramér-log
1.5070
lower = closer to GT
Diagnostics
log_bias
-1.780
negative = under
sharpness
0.396
log-stdev
log_mae_median
1.794
point accuracy
PIT
1.00
0=under, 1=over
cov 50%
✗
cov 90%
✗
Reasoning (1102 output tokens)
Visible reasoning (prose before the final block)
I need to estimate two main quantities: the annual concrete production of humanity, and the volume of the Grand Canyon.
## Annual concrete production
Concrete is one of the most widely used materials on Earth. Let me think about this:
- Global population is about 8 billion people
- Concrete is heavily used in construction, infrastructure (roads, bridges, dams), buildings
- China alone produces a massive amount of concrete - I recall they used more concrete in a few recent years than the US did in the entire 20th century
- Major producing countries: China, India, US, Indonesia, etc.
I've seen estimates that global concrete production is in the range of 4-5 billion tonnes per year, but let me think about this from first principles too:
- If we assume major construction projects, urban development, infrastructure
- China might produce 2-3 billion tonnes alone
- Rest of world another 2-3 billion tonnes
- Total probably in the 3-6 billion tonne range
The density of concrete is roughly 2,400 kg/m³ or 2.4 tonnes/m³.
So if we produce 3-6 billion tonnes, that's roughly 1.25-2.5 billion cubic meters of concrete.
Let me be a bit more generous with uncertainty: 2-8 billion tonnes per year seems like a reasonable 90% CI, giving us 0.8-3.3 billion cubic meters.
## Volume of the Grand Canyon
The Grand Canyon is:
- About 277 miles (446 km) long
- Width varies from about 4 to 18 miles (6-29 km), average maybe 10 miles (16 km)
- Depth varies from about 1 mile to over 1 mile (average around 1 mile or 1.6 km)
A rough rectangular approximation:
- Length: 450 km
- Average width: 15 km
- Average depth: 1.5 km
Volume ≈ 450 × 15 × 1.5 = 10,125 km³
But the canyon isn't a perfect rectangle - it has a complex shape with terraces and slopes. The actual volume is probably 30-50% of a simple rectangular estimate.
So maybe 3,000-5,000 km³?
I've seen estimates that put it around 4,000 km³ or so. Let me use a range of 3,000-6,000 km³ to be conservative.
That's 3,000-6,000 × 10⁹ m³ = 3-6 × 10¹² m³
## Calculation
Annual concrete: 0.8-3.3 × 10⁹ m³
Grand Canyon: 3-6 × 10¹² m³
Fraction = (0.8-3.3 × 10⁹) / (3-6 × 10¹²)
= (0.8-3.3) / (3,000-6,000)
= roughly 0.0001 to 0.001
= 0.01% to 0.1%
So somewhere in the ballpark of filling 1/10,000th to 1/1000th of the canyon.Extracted squiggle block
// Annual concrete production worldwide in tonnes
concrete_production_tonnes = to(2.5e9, 7e9) // global annual concrete production in tonnes
// Density of concrete in tonnes per cubic meter
concrete_density = 2.4 // tonnes per m³, fairly well known
// Volume of concrete produced annually in cubic meters
concrete_volume_m3 = concrete_production_tonnes / concrete_density
// Grand Canyon volume in cubic meters
canyon_length_km = to(440, 460) // length in km
canyon_width_km = to(12, 18) // average width in km
canyon_depth_km = to(1.2, 1.8) // average depth in km
shape_factor = to(0.3, 0.5) // canyon is not rectangular, has sloping sides
canyon_volume_km3 = canyon_length_km * canyon_width_km * canyon_depth_km * shape_factor
canyon_volume_m3 = canyon_volume_km3 * 1e9 // convert km³ to m³
// Fraction of canyon filled
fraction_filled = concrete_volume_m3 / canyon_volume_m3
{
p5: quantile(fraction_filled, 0.05),
p50: quantile(fraction_filled, 0.50),
p95: quantile(fraction_filled, 0.95)
}Full raw response
I need to estimate two main quantities: the annual concrete production of humanity, and the volume of the Grand Canyon.
## Annual concrete production
Concrete is one of the most widely used materials on Earth. Let me think about this:
- Global population is about 8 billion people
- Concrete is heavily used in construction, infrastructure (roads, bridges, dams), buildings
- China alone produces a massive amount of concrete - I recall they used more concrete in a few recent years than the US did in the entire 20th century
- Major producing countries: China, India, US, Indonesia, etc.
I've seen estimates that global concrete production is in the range of 4-5 billion tonnes per year, but let me think about this from first principles too:
- If we assume major construction projects, urban development, infrastructure
- China might produce 2-3 billion tonnes alone
- Rest of world another 2-3 billion tonnes
- Total probably in the 3-6 billion tonne range
The density of concrete is roughly 2,400 kg/m³ or 2.4 tonnes/m³.
So if we produce 3-6 billion tonnes, that's roughly 1.25-2.5 billion cubic meters of concrete.
Let me be a bit more generous with uncertainty: 2-8 billion tonnes per year seems like a reasonable 90% CI, giving us 0.8-3.3 billion cubic meters.
## Volume of the Grand Canyon
The Grand Canyon is:
- About 277 miles (446 km) long
- Width varies from about 4 to 18 miles (6-29 km), average maybe 10 miles (16 km)
- Depth varies from about 1 mile to over 1 mile (average around 1 mile or 1.6 km)
A rough rectangular approximation:
- Length: 450 km
- Average width: 15 km
- Average depth: 1.5 km
Volume ≈ 450 × 15 × 1.5 = 10,125 km³
But the canyon isn't a perfect rectangle - it has a complex shape with terraces and slopes. The actual volume is probably 30-50% of a simple rectangular estimate.
So maybe 3,000-5,000 km³?
I've seen estimates that put it around 4,000 km³ or so. Let me use a range of 3,000-6,000 km³ to be conservative.
That's 3,000-6,000 × 10⁹ m³ = 3-6 × 10¹² m³
## Calculation
Annual concrete: 0.8-3.3 × 10⁹ m³
Grand Canyon: 3-6 × 10¹² m³
Fraction = (0.8-3.3 × 10⁹) / (3-6 × 10¹²)
= (0.8-3.3) / (3,000-6,000)
= roughly 0.0001 to 0.001
= 0.01% to 0.1%
So somewhere in the ballpark of filling 1/10,000th to 1/1000th of the canyon.
```squiggle
// Annual concrete production worldwide in tonnes
concrete_production_tonnes = to(2.5e9, 7e9) // global annual concrete production in tonnes
// Density of concrete in tonnes per cubic meter
concrete_density = 2.4 // tonnes per m³, fairly well known
// Volume of concrete produced annually in cubic meters
concrete_volume_m3 = concrete_production_tonnes / concrete_density
// Grand Canyon volume in cubic meters
canyon_length_km = to(440, 460) // length in km
canyon_width_km = to(12, 18) // average width in km
canyon_depth_km = to(1.2, 1.8) // average depth in km
shape_factor = to(0.3, 0.5) // canyon is not rectangular, has sloping sides
canyon_volume_km3 = canyon_length_km * canyon_width_km * canyon_depth_km * shape_factor
canyon_volume_m3 = canyon_volume_km3 * 1e9 // convert km³ to m³
// Fraction of canyon filled
fraction_filled = concrete_volume_m3 / canyon_volume_m3
{
p5: quantile(fraction_filled, 0.05),
p50: quantile(fraction_filled, 0.50),
p95: quantile(fraction_filled, 0.95)
}
```