The Numbers Museum

Every specific figure ever claimed on the show. 119 match this view. Red rows are numbers the cited sources contradict.

AllDollarsMultiplesPercentagesBig numbers
FigureAs spokenThe claimWhoWhenChecked?
273× “273 times” Kann: Nitrous oxide has 273 times the global warming potential of CO2 Shayle Kann Mar 16, 2023 Supported
200× “200 times” Dreyfus: Atmospheric methane is 200 times less concentrated than CO2 Dr. Gabrielle Dreyfus Oct 24, 2024 Supported
100× “hundred X” Vahdat: AI accelerator power density is 100x higher than storage Amin Vahdat Apr 23, 2026 Supported
100× “hundred times” Baglino: Solid-state transformers are 50 to 100x more power dense Drew Baglino Feb 19, 2026 Supported
100× “hundred times” Grunwald: Beef Production Is 100 Times Less Efficient Than Direct Grain Mike Grunwald Jan 23, 2025 Supported
100× “hundred times” Lubbershane: Electrifying LaGuardia would cause 10x-100x more disruption than renovations Andy Lubershane May 30, 2024
100× “hundred X” Yeh: 30x to 100x lab-to-utility scale-ups are rarely project bankable David Yeh Dec 21, 2023
90× “90 times” Dreyfus: Megatons of methane removal match gigatons of CO2 removal Dr. Gabrielle Dreyfus Oct 24, 2024 Supported
90× “90 times” Dreyfus: Atmospheric methane naturally converts to CO2, which is far less potent Dr. Gabrielle Dreyfus Oct 24, 2024 Supported
84× “84 times” Kann: Methane traps 84x more heat than CO2 over 20 years Shayle Kann Dec 22, 2022 Supported
80× “80 times” Dell: Plastic Prevents Organic Waste Decomposition in Landfills, Causing Methane Emissions Rebecca Dell Jan 24, 2022
75× “75 times” Steele: Average American Uses 75x More Electricity Per Year Than Average Kenyan Kate Steele Oct 27, 2022 Supported
60× “60 times” Sivaram: Grid Interconnection Studies Test Data Centers Against 10-Year Worst-Case Peaks Varun Sivaram Aug 28, 2025 Supported
50× “50 times” Peak Energy's passive sodium-ion system uses 50x less aux power than LFP Landon Mossberg Aug 14, 2025
50× “50 times” Kelty: LFP beats LMR for daily-cycling stationary energy storage Kurt Kelty Jun 26, 2025
50× “50 times” Lubershane: Solar PV and motors require 50x less land than animal power Andy Lubershane Jun 2, 2022 Supported
50× “50 times” Rutherford: Batteries are 40 to 50 times less energy dense than jet fuel Dan Rutherford Dec 2, 2021 Supported
45× “45 X” 170 new manufacturing facilities will bring large volumes of 45X tax credits Alfred Johnson Mar 21, 2025
45× “45 times” Bullard: Larry Fink's letters dropped climate mentions from 45 to five Nat Bullard Jan 30, 2025 Supported
45× “45 X” Alfred Johnson: Section 45X credits were second most common deal type Alfred Johnson Feb 20, 2024 Supported
45× “45 X” Johnson: First Solar tax credit deal hit high watermark at 96 cents Alfred Johnson Feb 20, 2024 Supported
30× “30 times” Kelty: LFP beats LMR for daily-cycling stationary energy storage Kurt Kelty Jun 26, 2025
30× “30 times” Dreyfus: Atmospheric methane naturally converts to CO2, which is far less potent Dr. Gabrielle Dreyfus Oct 24, 2024 Supported
30× “30 X” Yeh: 30x to 100x lab-to-utility scale-ups are rarely project bankable David Yeh Dec 21, 2023
25× “25 X” Belady: Chip efficiency gains increase total power demand via Jevons Paradox Christian Belady Jul 18, 2024
25× “25 times” Jaramillo: 100-hour lithium-ion storage cannot clear grid energy markets economically Mateo Jaramillo Dec 14, 2023
23× “23 times” Top-three carbon credit broker applied a massive 23x markup Alistair Frew (Alistair Fury) Jun 8, 2023
20× “20 x” Fernandez: Climate tech scaling requires sequential 5-20x demonstration and FOAK steps Mario Fernandez Jan 16, 2025
20× “20 times” Horne: Fervo's 90MW Utah EGS project is 20x larger than predecessors Dr. Roland Horne Jun 27, 2024 Supported
20× “20 times” Yeagerson: Aggregated EV fleets will become highly dispatchable grid capacity resources Ty Yeagerson Aug 31, 2023
18× “18 times” Fulgham: Global gas generation grew 30–40 TWh in 2025 vs 636 TWh for solar Nick Fulgham Jun 4, 2026 Supported
16× “16 X” Cabiyo: Global biomass demand in 2050 exceeds sustainable supply by 11x Dr. Bodhi Cabiyo Jan 19, 2024
11× “11 X” Hade: PJM capacity prices have increased 11x over 36 months Tim Hade Jul 30, 2026 Supported
10× “10 times” Wang: Equivalent battery backup requires over 10x the footprint of diesel Richard Wang Aug 27, 2026 Supported
10× “10 X” Vahdat: AI accelerator power density is 100x higher than storage Amin Vahdat Apr 23, 2026 Supported
10× “10 times” Moskowitz: China supported 3 million solar jobs while installing twice US capacity Scott Moskowitz Mar 19, 2026 Supported
10× “10 times” Moskowitz: Domestic manufacturing creates the political power necessary to scale deployment Scott Moskowitz Mar 19, 2026
10× “10 times” Araque: 800°F Geothermal Wells Transfer 10x More Power Than 200°F Wells Carlos Araque Mar 5, 2026 Supported
10× “10 x” Lubershain: Grid-enhancing technologies will take up to two decades to scale 10x Andy Lubershane Oct 23, 2025
10× “10 X” Chaset: Startup puts GPUs on water heaters for 10x compute revenue Nick Chaset May 1, 2025
10× “10 times” Chiang: Four electron volts equals 4,000 to 6,500 Kelvin in thermal energy Yet-Ming Chiang Mar 13, 2025 Partly supported
10× “10 times” Johnson: Paying consumers to reduce demand costs 10x less than coal Charlotte Johnson Sep 24, 2024 Supported
10× “10 X” Khan: Clean tech startups need a 5x-10x improvement to beat scaling incumbents Shayle Kann Sep 12, 2024
10× “10 X” Berdichevsky: Solar has 10x higher value per kilo than batteries Gene Berdichevsky Jul 25, 2024 Contradicted
10× “10 X” Lubbershane: Compute grew 10x over a decade while power consumption rose 10% Andy Lubershane Aug 17, 2023 Supported
10× “10 times” Grogan: Seafloor massive sulfides can have 10x higher copper grades than land mines Renee Grogan Jul 27, 2023 Supported
10× “10 times” Corbeau: IEA estimates e-methane production costs at roughly $80 per MMBtu Anne-Sophie Corbeau Jul 13, 2023 Supported
10× “10 times” Kugelmass: Poor construction methods and subsidies crippled global nuclear deployment Brett Kugelmass Feb 16, 2023
10× “10 X” Reed: Underground HVDC may cost only 1x to 2x of overhead lines Liza Reed Nov 3, 2022 Supported
10× “10 times” Schroeder: Batteries charging at 10C in six minutes already exist Dave Schroeder Mar 17, 2022 Supported
10× “10 times” Lubershain: Biomass gasification for RNG costs 5x to 10x fossil gas Andy Lubershane Dec 9, 2021 Supported
“nine times” Lubbershane: Distribution Transformer Prices Rose Up to 9x Between 2020 and 2023 Andy Lubershane Aug 17, 2023 Supported
“eight times” Piper: PJM capacity prices jumped eightfold to around $270 per MW-day Steve Piper Jul 31, 2025 Supported
“eight times” Smit: Land-based mines require 4x to 8x the tonnage of seabed nodules Hans Smit May 22, 2025 Supported
“eight X” Climeworks plans a 250,000-ton DAC plant for its first US facility Andreas Apley Oct 3, 2024
“eight X” Kann: PJM interconnection costs surged 2x to 8x over three years Shayle Kann Feb 2, 2023 Supported
“eight times” Lubershane: Wind requires 7-8x more steel and cement per GWh than gas Andy Lubershane Jun 2, 2022 Supported
“seven times” Google's 2026 CapEx is 5-7x the entire US transmission spend Shayle Kann Apr 23, 2026 Supported
“seven times” Mukhopadhyay: Electric Aircraft Are 6-7x More Efficient Than SAF Jets Jayant Mukhopadhyay Aug 18, 2022 Supported
“seven times” Rutherford: Supersonic aircraft are 5 to 7 times more carbon intensive than subsonics Dan Rutherford Dec 2, 2021 Supported
“six times” Ackerman: Hydrostor's underground cavern pressurizes air to six atmospheres Daniel Ackerman Jul 1, 2022 Contradicted
“five times” Fulgham: India's per-capita renewables generation is 5x China's 15-year-old baseline Nick Fulgham Jun 4, 2026 Supported
“five X” Von Munch: Practical fusion power plants require 5x net facility gain Carrie Von Munch May 21, 2026
“five times” Moskowitz: Post-IRA US clean tech manufacturing investment surged more than fivefold Scott Moskowitz Mar 19, 2026 Partly supported
“five times” Paying construction labor premiums is far cheaper than nuclear schedule delay costs Chris Colbert May 9, 2025
“five times” Bullard: Larry Fink's letters dropped climate mentions from 45 to five Nat Bullard Jan 30, 2025 Supported
“five times” Grabow: US-built container ships cost five times more than international builds Colin Grabow Apr 18, 2024 Supported
“five X” Kann: Projected 2030 battery recycling capacity exceeds scrap supply by 5x Shayle Kann Feb 8, 2024 Supported
“five times” Copper mining volume is 5x lithium, nickel, and cobalt combined Shayle Kann Jun 1, 2023 Supported
“five times” Kugelmass: Replicating 1968 nuclear blueprints would cut global energy costs fivefold Brett Kugelmass Feb 16, 2023
“five times” Lubershane: Pipeline energy transport is 3-5x cheaper than electric transmission Andy Lubershane Jun 2, 2022 Supported
“five times” Pierpoint: California EVs could reach 5 million by 2030 Lara Pierpoint Mar 11, 2022
“four times” Wang: Voya achieves 100 MW per acre, quadrupling diesel density Richard Wang Aug 27, 2026 Supported
“four times” Lubershane: A home humanoid robot will use 3-4x a refrigerator's annual power Andy Lubershane Jun 18, 2026 Supported
“four times” Lubershane: Ultra-dense batteries will commercialize in defense long before EVs Andy Lubershane Jun 18, 2026
“four times” Fulgham: India's coal generation will peak 3 to 4 times lower than China's Nick Fulgham Jun 4, 2026 Open
“four X” Sivaram: Computing demand is more than quadrupling every year Varun Sivaram Aug 28, 2025 Supported
“four times” Rappahannock Electric received interconnection requests four times its total summer peak load Nat Bullard Jul 3, 2025 Supported
“four times” Bullard: Rappahannock received single interconnection requests 4x its peak load Nat Bullard Feb 6, 2025 Supported
“four times” Johnson: Texas grid batteries earned 4x more revenue than UK in 2023 Charlotte Johnson Sep 24, 2024 Partly supported
“four times” Shah: Rocky Mountain Power pays battery rebates for 10-year dispatch rights Jigar Shah May 23, 2024 Partly supported
“four times” Grabow: US-built container ships cost five times more than international builds Colin Grabow Apr 18, 2024 Supported
“four times” Lovering: US and Finnish nuclear projects reached ~$8,000 per kilowatt Jessica Lovering Nov 16, 2023 Supported
“four times” Yeagerson: V2G capability is three to four times more valuable than V1G Ty Yeagerson Aug 31, 2023
“four times” O'Donnell: Biogas trades at about a 4x price premium to natural gas John O'Donnell Dec 8, 2022 Supported
“four X” GFI: Plant-based meat costs 2x to 4x conventional commodity meat Liz Specht Apr 14, 2022 Supported
“three times” Lubershane: Grid equipment costs 2-3x more and takes 3-5 years to deliver Andy Lubershane Jun 18, 2026 Partly supported
“three X” Kann: Department of Defense is seeking a 2,000 Wh/kg battery Shayle Kann Jun 18, 2026 Supported
“three times” Kann: Batteries must grow 2x-3x faster than solar to reach equilibrium Shayle Kann Jun 4, 2026
“three times” Regulated utilities cannot take nuclear development risk with returns capped at 10% Chris Colbert May 9, 2025
“three times” U.S. Bank saw 3x more new investors via tax credit transferability Timmy Kloster Mar 21, 2025
“three times” Grunwald: Global agricultural and livestock yields have tripled since the 1960s Mike Grunwald Jan 23, 2025 Partly supported
“three X” Frader-Thompson: Arizona Public Service VPP adoption triples the US national average Seth Frader-Thompson Dec 2, 2024 Supported
“three times” Belady: Modern data center backrooms consume only 10% to 20% of power Christian Belady Jul 18, 2024 Supported
“three times” Lubbershane: 3x battery density improvement won't make electric aviation viable Andy Lubershane May 30, 2024
“three times” Lubbershane: Liquid hydrogen has up to 3x lithium-ion volumetric density Andy Lubershane May 30, 2024 Supported
“three times” Norris: Texas has 40 GW of wind capacity, nearly 30% of US total Tyler Norris Sep 21, 2023 Supported
“three times” Shipping copper concentrate requires 3x more energy than shipping refined copper Cristobal Undurraga Jun 1, 2023 Supported
“three times” Kann: Global per capita concrete consumption tripled in 40 years Shayle Kann Nov 17, 2022 Supported
“three X” Lubershain: Electrifying heat could triple cold-climate peak electricity demand Andy Lubershane Nov 10, 2022
“three times” Von Ossen: California and Texas will drive energy storage pipelines to triple Britta von Ossen Oct 24, 2022 Partly held up
“three times” Mukhopadhyay: Electric Aircraft Are 2.5x to 3x More Energy Efficient Jayant Mukhopadhyay Aug 18, 2022 Supported
“three times” Lubershane: Net-zero scenarios require tripling US electric transmission capacity Andy Lubershane Jun 2, 2022 Supported
“three times” Lubershane: Pipeline energy transport is 3-5x cheaper than electric transmission Andy Lubershane Jun 2, 2022 Supported
“three X” House: EVs require three times more copper mass than ICE cars Kurt House Apr 21, 2022 Supported
“three times” House: Sodium is fundamentally far inferior to lithium as an anode material Kurt House Apr 21, 2022
“three times” Lubershain: Moving Energy via Pipeline Is 3x Cheaper Than Transmission Lines Andy Lubershane Dec 9, 2021 Supported
“three X” Kann: Cleantech 1.0 software investments returned over 3x on $157M Shayle Kann Nov 11, 2021 Supported
“three times” Naam: Steel accounts for 8% of global carbon emissions, tripling aviation Ramez Naam Nov 11, 2021 Supported
“three times” Lubershain: Grid equipment and gas plant costs have doubled or tripled Andy Lubershane Sep 10, 2026
2.5× “2.5 times” Norris: ERCOT connects energy projects 2.5 times faster than PJM Tyler Norris Sep 21, 2023 Supported
“two times” Moskowitz: Domestic manufacturing creates the political power necessary to scale deployment Scott Moskowitz Mar 19, 2026
“two X” Ball: Ammonia transport costs can be double the levelized production costs Dr. Melissa Ball Oct 31, 2024 Supported
“two X” Ball: Ammonia distribution costs can reach double the production cost Dr. Melissa Ball Oct 5, 2023 Supported
“two times” Norris: ERCOT connects energy projects 2.5 times faster than PJM Tyler Norris Sep 21, 2023 Supported
“two X” Kann: PJM interconnection costs surged 2x to 8x over three years Shayle Kann Feb 2, 2023 Supported
“two X” Reed: Reconductoring with composite core lines can double grid capacity Liza Reed Nov 3, 2022 Supported
“two X” Reed: Underground HVDC may cost only 1x to 2x of overhead lines Liza Reed Nov 3, 2022 Supported
“two times” Lubershain: Grid equipment and gas plant costs have doubled or tripled Andy Lubershane Sep 10, 2026
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