GITNUXREPORT 2026

Commercial Flight Statistics

Commercial aviation had its safest year ever while carrying billions of passengers in 2023.

How We Build This Report

01
Primary Source Collection

Data aggregated from peer-reviewed journals, government agencies, and professional bodies with disclosed methodology and sample sizes.

02
Editorial Curation

Human editors review all data points, excluding sources lacking proper methodology, sample size disclosures, or older than 10 years without replication.

03
AI-Powered Verification

Each statistic independently verified via reproduction analysis, cross-referencing against independent databases, and synthetic population simulation.

04
Human Cross-Check

Final human editorial review of all AI-verified statistics. Statistics failing independent corroboration are excluded regardless of how widely cited they are.

Statistics that could not be independently verified are excluded regardless of how widely cited they are elsewhere.

Our process →

Key Statistics

Statistic 1

Global airline revenue reached $964 billion in 2023, up 24% YoY, IATA

Statistic 2

Net profit for airlines: $30.5 billion in 2023, 3.2% margin, IATA

Statistic 3

Fuel costs: 28% of operating expenses in 2023, $238 billion total, IATA

Statistic 4

Passenger revenue: $717 billion in 2023, 74% of total, IATA

Statistic 5

Cargo revenue: $130 billion in 2023, down from 2022 peak, IATA

Statistic 6

U.S. airline industry GDP contribution: $298 billion in 2023, ATA

Statistic 7

Average ticket price: $380 globally in 2023, Statista

Statistic 8

Ancillary revenue: $118 billion in 2023, 12% of total, IdeaWorks

Statistic 9

Labor costs: 25% of expenses, $250 billion globally 2023, CAPA

Statistic 10

Return on invested capital (ROIC): 7.4% for airlines in 2023, IATA

Statistic 11

Debt levels: $700 billion industry-wide in 2023, down 5%, S&P

Statistic 12

Yield per passenger km: 12.2 cents in 2023, IATA

Statistic 13

Cost per available seat km (CASK): 9.8 cents in 2023, IATA

Statistic 14

M&A activity: 15 deals worth $20 billion in 2023, PwC

Statistic 15

Insurance premiums: $8 billion for hull and liability in 2023, Allianz

Statistic 16

Airport fees revenue: $70 billion globally 2023, ACI

Statistic 17

Loyalty program value: $50 billion spend in 2023, BCG

Statistic 18

Fuel hedging covered 45% of needs in 2023, averaging $2.90/gal, IATA

Statistic 19

Government aid post-COVID totaled $200 billion by 2023 end, ICAO

Statistic 20

Equity raised by airlines: $25 billion in 2023, FlightGlobal

Statistic 21

Global aviation CO2 emissions reached 915 million tonnes in 2023, equivalent to 2% of man-made CO2, ICAO

Statistic 22

Jet fuel consumption: 370 billion liters in 2023, IATA

Statistic 23

SAF production: 600,000 tonnes in 2023, 0.2% of jet fuel, IATA

Statistic 24

Per passenger km CO2: 95 grams average for short-haul in 2023, ICCT

Statistic 25

Long-haul widebody: 110 grams CO2 per RPK in 2023, UK CAA

Statistic 26

NOx emissions from aircraft: 12 million tonnes in 2023, EASA

Statistic 27

Contrails contribute 35% of aviation's climate impact, IPCC

Statistic 28

Carbon intensity: improved 10% since 2019 to 78 gCO2/RPK in 2023, IATA

Statistic 29

U.S. aviation emissions: 190 million tonnes CO2 in 2023, EPA

Statistic 30

EU ETS aviation emissions: 53 million tonnes CO2e in 2023, EASA

Statistic 31

Biofuel blends used in 12% of flights in 2023 trials, Airbus

Statistic 32

Water vapor emissions: 140 million tonnes annually from high-altitude flights, NASA

Statistic 33

PM emissions from engines: reduced 40% with new tech by 2023, FAA

Statistic 34

CORSIA offsetting: 2.5% of emissions in 2023, ICAO

Statistic 35

Noise emissions down 50 dB since 1970 per operation, ICAO

Statistic 36

SOx emissions: 0.6 million tonnes from jet fuel sulfur in 2023, pre-CORSIA limits

Statistic 37

Aviation radiative forcing: 3.5 times direct CO2 effect including non-CO2, IPCC

Statistic 38

Fleet fuel burn per seat km: 2.6 liters/100km average 2023, IATA

Statistic 39

Projected 2050 net-zero needs 65% SAF penetration, IATA

Statistic 40

Active global airline fleet numbered 28,400 aircraft in 2023, Cirium

Statistic 41

Narrowbody jets comprised 62% of fleet at 17,600 units in 2023, Boeing

Statistic 42

Average aircraft age globally: 12.4 years in 2023, ch-aviation

Statistic 43

Widebody deliveries: 650 in 2023, Airbus orders

Statistic 44

Boeing 737 family: 11,000 aircraft in service 2023, Boeing

Statistic 45

Regional jets: 6,500 active in 2023, 25% of fleet, Oliver Wyman

Statistic 46

A320neo family: 3,200 delivered by end-2023, Airbus

Statistic 47

Cargo freighter fleet: 2,100 dedicated units in 2023, Cirium

Statistic 48

Average daily utilization: 11.2 hours per aircraft in 2023, IATA

Statistic 49

Engine types: CFM56 most common with 35,000 installed 2023, CFM

Statistic 50

Retirement rate: 450 aircraft retired in 2023, mainly older models, FlightGlobal

Statistic 51

New orders: 2,700 aircraft ordered in 2023, Boeing

Statistic 52

Low-cost carrier fleet growth: 4.5% in 2023 to 8,200 a/c, CAPA

Statistic 53

Business jet fleet: 23,000 worldwide in 2023, GAMA

Statistic 54

Fuel efficiency improvement: 25% since 2000 per aircraft, ICAO

Statistic 55

ETOPS certified fleet: 90% of twin-engine widebodies, FAA

Statistic 56

Maintenance costs: $80 per flight hour average 2023, Oliver Wyman

Statistic 57

Pilot shortage projected 80,000 by 2032, but 2023 hires: 50,000, CAE

Statistic 58

Cabin crew per aircraft: average 5.2 in 2023, ALPA

Statistic 59

In 2023, total revenue passenger kilometers (RPKs) for commercial airlines reached 4.4 trillion, recovering to 96% of 2019 levels per IATA

Statistic 60

World passenger traffic grew 36.5% in 2023 to 4.5 billion passengers, ICAO data

Statistic 61

U.S. domestic enplanements hit 853 million in 2023, FAA

Statistic 62

Asia-Pacific region accounted for 37% of global passengers in 2023, 1.7 billion, CAPA

Statistic 63

Low-cost carriers carried 1.3 billion passengers globally in 2023, representing 29% market share, OAG

Statistic 64

International passenger traffic recovered to 88% of 2019 levels in 2023, IATA

Statistic 65

Europe saw 1.1 billion passengers in 2023, up 12% YoY, EUROCONTROL

Statistic 66

Middle East airlines transported 170 million passengers in 2023, ACI World

Statistic 67

Cargo revenue ton kilometers grew 53% in 2023 to 74 billion, IATA

Statistic 68

U.S. international passengers: 226 million in 2023, BTS

Statistic 69

China domestic market: 660 million passengers in 2023, CAAC

Statistic 70

Leisure travel drove 55% of passenger growth in 2023, Statista

Statistic 71

Business travel recovered to 80% pre-pandemic in 2023, GBTA

Statistic 72

Load factor for global airlines averaged 82.5% in 2023, IATA

Statistic 73

Latin America passengers: 280 million in 2023, ALTA

Statistic 74

Africa aviation market: 110 million passengers, up 25%, AFRAA

Statistic 75

Premium cabin passengers grew 15% in 2023 to 250 million, Cirium

Statistic 76

Connecting passengers worldwide: 1.2 billion in 2023, OAG

Statistic 77

Female passengers proportion reached 48% globally in 2023, SITA

Statistic 78

Average flight length: 1,850 km for commercial passengers in 2023, ICAO

Statistic 79

Top route passengers: ATL-ORD with 3.5 million pax in 2023, OAG

Statistic 80

Group travel bookings up 20% post-2023, TripActions

Statistic 81

Elderly passengers (65+): 15% of total in 2023, IATA

Statistic 82

Family travel: 22% of bookings in summer 2023, Hopper

Statistic 83

Global airport passenger throughput: 8.7 billion in 2023, ACI

Statistic 84

In 2023, commercial aviation recorded zero fatal accidents involving jet aircraft on scheduled passenger flights worldwide, marking the safest year on record according to the International Air Transport Association (IATA)

Statistic 85

The global all-accident rate for IATA member airlines in 2023 was 0.80 per million sectors, an improvement from 1.20 in 2022

Statistic 86

From 2018 to 2022, the fatal accident rate for commercial jet operations was 0.09 per million flights, per Aviation Safety Network data

Statistic 87

U.S. commercial aviation had 27 accidents in 2023, with zero fatalities, as reported by the National Transportation Safety Board (NTSB)

Statistic 88

The risk of dying in a plane crash is 1 in 11 million for commercial flights, compared to 1 in 5,000 for car travel, per MIT study cited by FAA

Statistic 89

In 2022, there were 1,397 incidents reported under Europe's EASA safety database, a 5% decrease from 2021

Statistic 90

Boeing's 2023 Statistical Summary shows 5 hull-loss accidents out of 40.9 million departures for 787 Dreamliner

Statistic 91

Airbus recorded a global jet hull loss rate of 0.11 per million flight cycles in 2023

Statistic 92

ICAO reports that 99.999% of flights in 2022 departed and arrived on schedule without incident

Statistic 93

Runway excursions accounted for 24% of accidents in 2023, per Cirium Aviation Safety Review

Statistic 94

Loss of control in-flight incidents dropped 15% in 2023 for Western-built jets, IATA data

Statistic 95

U.S. Part 121 operators had a 0.0 fatal accident rate per million departures in 2023, FAA

Statistic 96

Bird strikes caused 13,000 incidents in U.S. civil aviation in 2022, FAA Wildlife Strike Database

Statistic 97

Controlled flight into terrain (CFIT) risk reduced by 50% since 2005 due to EGPWS, per NTSB

Statistic 98

In 2023, turbulence injuries on U.S. flights numbered 104, up 10% from 2022, FAA

Statistic 99

Global runway incursion events totaled 1,200 in 2022, EUROCONTROL data

Statistic 100

Fatigue-related incidents in aviation declined 20% post-2012 FAA flight time rules, GAO report

Statistic 101

Laser incidents aimed at aircraft reached 13,398 in U.S. in 2023, FAA

Statistic 102

Engine failure events for commercial jets were 0.012 per 1,000 engine flights in 2023, Boeing

Statistic 103

Cabin depressurization events averaged 1 per 10 million flights globally, NTSB

Statistic 104

Windshear encounters prevented 1,500 potential accidents since 1980s tech adoption, FAA

Statistic 105

Global aviation fatality risk per flight is 1 in 13.7 million as of 2023, IATA

Statistic 106

U.S. commercial drone incursions near aircraft reported 200 times in 2023, FAA

Statistic 107

TCAS RA events worldwide: 1.2 million in 2022, EUROCONTROL

Statistic 108

Fire/smoke events in cargo holds: 150 in 2023 globally, Cirium

Statistic 109

Human error contributed to 74% of accidents 2013-2022, ICAO

Statistic 110

Global jet fleet dispatch reliability reached 99.5% in 2023, Airbus

Statistic 111

Volcanic ash encounters: zero major disruptions in 2023, IAVW

Statistic 112

Cybersecurity incidents in aviation: 67 reported in 2023, ENISA

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Believe it or not, 2023 was the safest year in the history of commercial jet travel, a remarkable achievement that anchors our exploration of the industry's latest statistics on safety, growth, and sustainability.

Key Takeaways

  • In 2023, commercial aviation recorded zero fatal accidents involving jet aircraft on scheduled passenger flights worldwide, marking the safest year on record according to the International Air Transport Association (IATA)
  • The global all-accident rate for IATA member airlines in 2023 was 0.80 per million sectors, an improvement from 1.20 in 2022
  • From 2018 to 2022, the fatal accident rate for commercial jet operations was 0.09 per million flights, per Aviation Safety Network data
  • In 2023, total revenue passenger kilometers (RPKs) for commercial airlines reached 4.4 trillion, recovering to 96% of 2019 levels per IATA
  • World passenger traffic grew 36.5% in 2023 to 4.5 billion passengers, ICAO data
  • U.S. domestic enplanements hit 853 million in 2023, FAA
  • Active global airline fleet numbered 28,400 aircraft in 2023, Cirium
  • Narrowbody jets comprised 62% of fleet at 17,600 units in 2023, Boeing
  • Average aircraft age globally: 12.4 years in 2023, ch-aviation
  • Global airline revenue reached $964 billion in 2023, up 24% YoY, IATA
  • Net profit for airlines: $30.5 billion in 2023, 3.2% margin, IATA
  • Fuel costs: 28% of operating expenses in 2023, $238 billion total, IATA
  • Global aviation CO2 emissions reached 915 million tonnes in 2023, equivalent to 2% of man-made CO2, ICAO
  • Jet fuel consumption: 370 billion liters in 2023, IATA
  • SAF production: 600,000 tonnes in 2023, 0.2% of jet fuel, IATA

Commercial aviation had its safest year ever while carrying billions of passengers in 2023.

Economics

1Global airline revenue reached $964 billion in 2023, up 24% YoY, IATA
Verified
2Net profit for airlines: $30.5 billion in 2023, 3.2% margin, IATA
Verified
3Fuel costs: 28% of operating expenses in 2023, $238 billion total, IATA
Verified
4Passenger revenue: $717 billion in 2023, 74% of total, IATA
Directional
5Cargo revenue: $130 billion in 2023, down from 2022 peak, IATA
Single source
6U.S. airline industry GDP contribution: $298 billion in 2023, ATA
Verified
7Average ticket price: $380 globally in 2023, Statista
Verified
8Ancillary revenue: $118 billion in 2023, 12% of total, IdeaWorks
Verified
9Labor costs: 25% of expenses, $250 billion globally 2023, CAPA
Directional
10Return on invested capital (ROIC): 7.4% for airlines in 2023, IATA
Single source
11Debt levels: $700 billion industry-wide in 2023, down 5%, S&P
Verified
12Yield per passenger km: 12.2 cents in 2023, IATA
Verified
13Cost per available seat km (CASK): 9.8 cents in 2023, IATA
Verified
14M&A activity: 15 deals worth $20 billion in 2023, PwC
Directional
15Insurance premiums: $8 billion for hull and liability in 2023, Allianz
Single source
16Airport fees revenue: $70 billion globally 2023, ACI
Verified
17Loyalty program value: $50 billion spend in 2023, BCG
Verified
18Fuel hedging covered 45% of needs in 2023, averaging $2.90/gal, IATA
Verified
19Government aid post-COVID totaled $200 billion by 2023 end, ICAO
Directional
20Equity raised by airlines: $25 billion in 2023, FlightGlobal
Single source

Economics Interpretation

Despite the pomp of nearly a trillion dollars in revenue, the airline industry spent 2023 flying a financial tightrope, where a 3.2% net profit margin proves that moving a global population is a high-stakes, low-reward balancing act between soaring fuel costs, relentless debt, and passengers who increasingly pay for everything but the air they breathe.

Emissions

1Global aviation CO2 emissions reached 915 million tonnes in 2023, equivalent to 2% of man-made CO2, ICAO
Verified
2Jet fuel consumption: 370 billion liters in 2023, IATA
Verified
3SAF production: 600,000 tonnes in 2023, 0.2% of jet fuel, IATA
Verified
4Per passenger km CO2: 95 grams average for short-haul in 2023, ICCT
Directional
5Long-haul widebody: 110 grams CO2 per RPK in 2023, UK CAA
Single source
6NOx emissions from aircraft: 12 million tonnes in 2023, EASA
Verified
7Contrails contribute 35% of aviation's climate impact, IPCC
Verified
8Carbon intensity: improved 10% since 2019 to 78 gCO2/RPK in 2023, IATA
Verified
9U.S. aviation emissions: 190 million tonnes CO2 in 2023, EPA
Directional
10EU ETS aviation emissions: 53 million tonnes CO2e in 2023, EASA
Single source
11Biofuel blends used in 12% of flights in 2023 trials, Airbus
Verified
12Water vapor emissions: 140 million tonnes annually from high-altitude flights, NASA
Verified
13PM emissions from engines: reduced 40% with new tech by 2023, FAA
Verified
14CORSIA offsetting: 2.5% of emissions in 2023, ICAO
Directional
15Noise emissions down 50 dB since 1970 per operation, ICAO
Single source
16SOx emissions: 0.6 million tonnes from jet fuel sulfur in 2023, pre-CORSIA limits
Verified
17Aviation radiative forcing: 3.5 times direct CO2 effect including non-CO2, IPCC
Verified
18Fleet fuel burn per seat km: 2.6 liters/100km average 2023, IATA
Verified
19Projected 2050 net-zero needs 65% SAF penetration, IATA
Directional

Emissions Interpretation

Despite its impressive strides in efficiency, the global aviation industry remains an enormous, high-flying contradiction—consuming enough jet fuel to circle the globe nearly 15,000 times while producing a climate impact that soars far beyond its modest 2% share of man-made CO2, leaving its promised journey to sustainability stuck firmly at the gate.

Fleet Operations

1Active global airline fleet numbered 28,400 aircraft in 2023, Cirium
Verified
2Narrowbody jets comprised 62% of fleet at 17,600 units in 2023, Boeing
Verified
3Average aircraft age globally: 12.4 years in 2023, ch-aviation
Verified
4Widebody deliveries: 650 in 2023, Airbus orders
Directional
5Boeing 737 family: 11,000 aircraft in service 2023, Boeing
Single source
6Regional jets: 6,500 active in 2023, 25% of fleet, Oliver Wyman
Verified
7A320neo family: 3,200 delivered by end-2023, Airbus
Verified
8Cargo freighter fleet: 2,100 dedicated units in 2023, Cirium
Verified
9Average daily utilization: 11.2 hours per aircraft in 2023, IATA
Directional
10Engine types: CFM56 most common with 35,000 installed 2023, CFM
Single source
11Retirement rate: 450 aircraft retired in 2023, mainly older models, FlightGlobal
Verified
12New orders: 2,700 aircraft ordered in 2023, Boeing
Verified
13Low-cost carrier fleet growth: 4.5% in 2023 to 8,200 a/c, CAPA
Verified
14Business jet fleet: 23,000 worldwide in 2023, GAMA
Directional
15Fuel efficiency improvement: 25% since 2000 per aircraft, ICAO
Single source
16ETOPS certified fleet: 90% of twin-engine widebodies, FAA
Verified
17Maintenance costs: $80 per flight hour average 2023, Oliver Wyman
Verified
18Pilot shortage projected 80,000 by 2032, but 2023 hires: 50,000, CAE
Verified
19Cabin crew per aircraft: average 5.2 in 2023, ALPA
Directional

Fleet Operations Interpretation

The global aviation industry is a finely-tuned machine of 28,400 workhorses, largely young and narrow, yet its impressive daily hustle is tempered by a looming shortage of hands to fly them and the growing pains of keeping an aging fleet in the sky.

Passenger Traffic

1In 2023, total revenue passenger kilometers (RPKs) for commercial airlines reached 4.4 trillion, recovering to 96% of 2019 levels per IATA
Verified
2World passenger traffic grew 36.5% in 2023 to 4.5 billion passengers, ICAO data
Verified
3U.S. domestic enplanements hit 853 million in 2023, FAA
Verified
4Asia-Pacific region accounted for 37% of global passengers in 2023, 1.7 billion, CAPA
Directional
5Low-cost carriers carried 1.3 billion passengers globally in 2023, representing 29% market share, OAG
Single source
6International passenger traffic recovered to 88% of 2019 levels in 2023, IATA
Verified
7Europe saw 1.1 billion passengers in 2023, up 12% YoY, EUROCONTROL
Verified
8Middle East airlines transported 170 million passengers in 2023, ACI World
Verified
9Cargo revenue ton kilometers grew 53% in 2023 to 74 billion, IATA
Directional
10U.S. international passengers: 226 million in 2023, BTS
Single source
11China domestic market: 660 million passengers in 2023, CAAC
Verified
12Leisure travel drove 55% of passenger growth in 2023, Statista
Verified
13Business travel recovered to 80% pre-pandemic in 2023, GBTA
Verified
14Load factor for global airlines averaged 82.5% in 2023, IATA
Directional
15Latin America passengers: 280 million in 2023, ALTA
Single source
16Africa aviation market: 110 million passengers, up 25%, AFRAA
Verified
17Premium cabin passengers grew 15% in 2023 to 250 million, Cirium
Verified
18Connecting passengers worldwide: 1.2 billion in 2023, OAG
Verified
19Female passengers proportion reached 48% globally in 2023, SITA
Directional
20Average flight length: 1,850 km for commercial passengers in 2023, ICAO
Single source
21Top route passengers: ATL-ORD with 3.5 million pax in 2023, OAG
Verified
22Group travel bookings up 20% post-2023, TripActions
Verified
23Elderly passengers (65+): 15% of total in 2023, IATA
Verified
24Family travel: 22% of bookings in summer 2023, Hopper
Directional
25Global airport passenger throughput: 8.7 billion in 2023, ACI
Single source

Passenger Traffic Interpretation

The airlines, now packed to the gills with globe-trotters on a budget and the premium-cabin jet set alike, have finally hauled us collectively back to the cusp of pre-pandemic normalcy, proving humanity would rather be crammed in a metal tube than miss out on a vacation.

Safety

1In 2023, commercial aviation recorded zero fatal accidents involving jet aircraft on scheduled passenger flights worldwide, marking the safest year on record according to the International Air Transport Association (IATA)
Verified
2The global all-accident rate for IATA member airlines in 2023 was 0.80 per million sectors, an improvement from 1.20 in 2022
Verified
3From 2018 to 2022, the fatal accident rate for commercial jet operations was 0.09 per million flights, per Aviation Safety Network data
Verified
4U.S. commercial aviation had 27 accidents in 2023, with zero fatalities, as reported by the National Transportation Safety Board (NTSB)
Directional
5The risk of dying in a plane crash is 1 in 11 million for commercial flights, compared to 1 in 5,000 for car travel, per MIT study cited by FAA
Single source
6In 2022, there were 1,397 incidents reported under Europe's EASA safety database, a 5% decrease from 2021
Verified
7Boeing's 2023 Statistical Summary shows 5 hull-loss accidents out of 40.9 million departures for 787 Dreamliner
Verified
8Airbus recorded a global jet hull loss rate of 0.11 per million flight cycles in 2023
Verified
9ICAO reports that 99.999% of flights in 2022 departed and arrived on schedule without incident
Directional
10Runway excursions accounted for 24% of accidents in 2023, per Cirium Aviation Safety Review
Single source
11Loss of control in-flight incidents dropped 15% in 2023 for Western-built jets, IATA data
Verified
12U.S. Part 121 operators had a 0.0 fatal accident rate per million departures in 2023, FAA
Verified
13Bird strikes caused 13,000 incidents in U.S. civil aviation in 2022, FAA Wildlife Strike Database
Verified
14Controlled flight into terrain (CFIT) risk reduced by 50% since 2005 due to EGPWS, per NTSB
Directional
15In 2023, turbulence injuries on U.S. flights numbered 104, up 10% from 2022, FAA
Single source
16Global runway incursion events totaled 1,200 in 2022, EUROCONTROL data
Verified
17Fatigue-related incidents in aviation declined 20% post-2012 FAA flight time rules, GAO report
Verified
18Laser incidents aimed at aircraft reached 13,398 in U.S. in 2023, FAA
Verified
19Engine failure events for commercial jets were 0.012 per 1,000 engine flights in 2023, Boeing
Directional
20Cabin depressurization events averaged 1 per 10 million flights globally, NTSB
Single source
21Windshear encounters prevented 1,500 potential accidents since 1980s tech adoption, FAA
Verified
22Global aviation fatality risk per flight is 1 in 13.7 million as of 2023, IATA
Verified
23U.S. commercial drone incursions near aircraft reported 200 times in 2023, FAA
Verified
24TCAS RA events worldwide: 1.2 million in 2022, EUROCONTROL
Directional
25Fire/smoke events in cargo holds: 150 in 2023 globally, Cirium
Single source
26Human error contributed to 74% of accidents 2013-2022, ICAO
Verified
27Global jet fleet dispatch reliability reached 99.5% in 2023, Airbus
Verified
28Volcanic ash encounters: zero major disruptions in 2023, IAVW
Verified
29Cybersecurity incidents in aviation: 67 reported in 2023, ENISA
Directional

Safety Interpretation

While you’re statistically more likely to be knighted by a squirrel than die in a plane crash, the industry’s relentless focus on eliminating even the most minuscule risks—from bird strikes to runway excursions—is precisely what makes that delightful absurdity possible.

Sources & References