The Numbers Museum

Every specific figure ever claimed on the show. 65 match this view. Red rows are numbers the cited sources contradict.

AllDollarsMultiplesPercentagesBig numbers
FigureAs spokenThe claimWhoWhenChecked?
10,000× “10,000 times” Lacey: ECMWF tested Huawei's 10,000x faster weather prediction AI Stephen Lacey Nov 16, 2023 Supported
10,000× “10,000 X” Brose: Global carbon removal capacity is only 3 million tons per year Raphael Brose Dec 6, 2022 Partly supported
2,000× “2000 times” Lacey: MIT report found US geothermal heat could power nation 2,000 times over Stephen Lacey Dec 22, 2023 Supported
300× “300 times” Hamilton: Big Three auto CEOs earn $21M–$29M, 300x their workers Katherine Hamilton Sep 29, 2023 Supported
150× “150 times” CO2 is 150 times more concentrated in oceans than in air Lara Pierpoint Nov 19, 2025 Supported
100× “100 times” Captura's 100-ton pilot scale was dictated by garage floor space Steve Oldham Nov 19, 2025
100× “hundred X” Dave: Component lead times make 10x scaling take as long as 100x Shreya Dave Nov 27, 2024
100× “hundred times” Farooqi: Outside retail aggregators understand customers far better than regulated utilities Ahmad Farooqi Sep 4, 2024
100× “hundred X” Patel: 100x scale drives 70% cost reduction across climate tech Mark Patel Jun 3, 2024
100× “hundred times” Lacey: Auxin Solar's factory has a 150-megawatt annual capacity Stephen Lacey Apr 27, 2022 Supported
70× “70 times” Captura's 100-ton pilot scale was dictated by garage floor space Steve Oldham Nov 19, 2025
45× “45 X” Lacey: First Solar Sold $700M of 45X Tax Credits Stephen Lacey Feb 1, 2024 Supported
45× “45 X” Lacey: Heliene Committed 1.3 GW U.S. Solar Manufacturing via 45X Stephen Lacey Feb 1, 2024 Supported
40× “40 times” Needham: CFS grew global superconducting tape supply capacity 40x Rick Needham Jun 18, 2025
30× “30 times” Lacey: 2022 India-Pakistan heatwave was made 30x more likely by climate change Stephen Lacey Jul 27, 2022 Supported
20× “20 times” Rare builds trap nuclear engineers in narrow career development bands Mike Laufer Sep 24, 2025
20× “20 times” Graphitic Energy's graphite byproduct is worth 20x its thermal BTU value Zach Jones Aug 13, 2025
20× “20 x” Fernandez: Hardware de-risking requires stepping from pilot to 5-20x demo to FOAK Mario Fernandez Jun 4, 2025
20× “20 times” CP2 LNG export facility emissions would be 20 times the Willow project Bill McKibben Dec 18, 2023 Supported
11× “11 times” Clayton: C&I Supply Chains Often Hold 11x More Carbon Than Operations Annette Clayton Jun 1, 2023 Supported
10× “10 X” Paruri: Tandem PV Tested Module Outdoors for 18 Months Without Degradation Saritha Paruri Jun 3, 2026
10× “10 times” Needham: SPARC reactor targets 100MW thermal power with 10x energy gain Rick Needham Jun 18, 2025 Open
10× “10 times” Jigar Shah: Battery storage additions will be tenfold natural gas deployments Jigar Shah Feb 19, 2025 Didn’t hold up
10× “10 X” Dave: Component lead times make 10x scaling take as long as 100x Shreya Dave Nov 27, 2024
10× “10 times” Belizaire: AI servers require ten times the power density of traditional compute John Belizaire May 21, 2024 Supported
10× “10 times” O'Donnell: 1,000°C bricks match lithium-ion energy density at one-tenth the cost John O'Donnell Apr 9, 2024 Supported
10× “10 X” Palazzi: 10x compute growth barely increased data center energy use Titian Palazzi Mar 14, 2024 Supported
10× “10 X” Palazzi: Utilities project up to 10x data center power demand growth Titian Palazzi Mar 14, 2024 Supported
10× “10 X” Lacey: California Reaches 1.8M Rooftop Solar Installations and 25% EV Sales Share Stephen Lacey Oct 6, 2023 Supported
10× “10 X” Spector: Analysts Anticipate 10x US Battery Cell Capacity Growth by 2027 Julian Spector Aug 15, 2023 Open
10× “10 X” Goodman: Immediate 10x moonshots fail for core decarbonization use cases Savannah Goodman Jun 22, 2023
10× “10 times” Slenk: Diesel school bus cabin air is 10x dirtier than outside Yesh Pavlik Slenk May 30, 2023 Supported
10× “10 times” Klinenberg: Englewood Heat Mortality Rate Was 10x Higher Than Auburn-Gresham Eric Klinenberg Sep 7, 2022 Supported
“eight times” Gard-Murray: Heat pump manufacturing incentives yield benefits 5x their cost Alexander Gard-Murray Jun 29, 2022 Supported
“six times” Lacey: Net Zero Will Require 6x More Critical Minerals, Per IEA Stephen Lacey May 8, 2024 Supported
“six times” Ferris: EV charging costs vary up to 6x across Wellington utility borders David Ferris Nov 23, 2022 Supported
“five times” Hickenlooper: IRA would have been 5x larger under progressive Democrats' plan John Hickenlooper Aug 27, 2025
“five X” Palazzi: Utilities project up to 10x data center power demand growth Titian Palazzi Mar 14, 2024 Supported
“five times” China to add 150 GW solar in 2023, 1 TW by 2026 Michael Boyle Nov 3, 2023 Supported
“five times” Green cement is commercially unviable if it delays building construction timelines Jeff St. John Oct 26, 2023
“five times” Goodman: Google delivers 5x more compute per unit of electricity versus 2018 Savannah Goodman Jun 22, 2023 Partly supported
“five times” Clayton: Electricity is 3 to 5 times more efficient than other sources Annette Clayton Jun 1, 2023 Supported
“five times” Lacey: Republican districts get 5x more IRA clean energy funding than Democrats Stephen Lacey May 22, 2023 Supported
“four times” Shah: Virtual power plants must be opt-out and fully automated to scale Jigar Shah Jul 16, 2024
“four times” Solomon: Advanced conductors can quadruple transmission capacity by 2035 Michelle Solomon May 21, 2024 Supported
“four times” Lacey: 1.5 terawatts of solar is four times global nuclear capacity Stephen Lacey Jan 9, 2024 Supported
“four X” DOE Study: Grid Must Accommodate 3-4x Renewable Increase in a Decade Stephen Lacey May 1, 2023 Supported
“four times” Ferris: EV charging costs vary up to 6x across Wellington utility borders David Ferris Nov 23, 2022 Supported
“four times” Lacey: Western Europe heatwaves rise 3-4x faster than mid-latitudes Stephen Lacey Jul 27, 2022 Supported
“four times” Westhoff: US Solar Industry Employs Four Times More People Than Coal Eric Wesoff Apr 27, 2022 Partly supported
“three times” Carneiro: Boston Metal produces 2x to 3x more metal per ore volume Tadeu Carneiro Nov 7, 2025 Open
“three times” Dutta: Transmission costs rise at three times inflation while generation lags inflation Shomik Dutta Oct 8, 2025 Supported
“threex” US steel costing triple Asian steel crushes domestic solar manufacturers Layla Madrone Feb 26, 2025 Supported
“three times” Hamilton: Clean energy investment must hit $5T annually for net-zero Katherine Hamilton Feb 22, 2024
“three X” Sekine: Global battery manufacturing capacity reached 3x demand in 2023 Yayoi Sekine Feb 8, 2024 Supported
“three X” Sekine: Global battery manufacturing overcapacity will worsen through 2025 Yayoi Sekine Feb 8, 2024 Held up
“three times” Slenk: Electric school buses cost 2-3x more upfront than diesel Yesh Pavlik Slenk May 30, 2023 Supported
“three X” Shah: Advanced reconductoring can triple existing electric grid capacity Jigar Shah May 1, 2023 Supported
“three times” Natale: Permafrost stores 1.5 trillion tons of carbon, double atmospheric levels Dr. Sue Natale Jul 13, 2022 Supported
“three times” Natale: The Arctic is warming at least three times faster than global average Dr. Sue Natale Jul 13, 2022 Supported
“three times” Basu: Heat exposure elevates preterm delivery risk to 15% for Black mothers Dr. Rupa Basu May 25, 2022 Supported
“three times” Lovins: Energy Efficiency and Demand Flexibility Resources Are 3x Larger Than Estimated Amory Lovins Apr 13, 2022
“three times” Lacey: Low-income Black and Latino renters pay 3x average energy costs Stephen Lacey Mar 30, 2022 Supported
“two X” Palazzi: Utilities project up to 10x data center power demand growth Titian Palazzi Mar 14, 2024 Supported
“two times” Reiter: Russia stopped natural gas supplies to Ukraine at least twice Janusz Reiter Jul 6, 2023 Supported
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