SkyTrax Airline Reviews Dataset

A SkyTrax dataset of 41,396 airline reviews from 362 airlines, collected by quankiquanki via SkyTrax (2014-2020). Each record contains review text, airline name, traveller type, cabin flown, overall rating, seat comfort, cabin staff, food and beverages, inflight entertainment, ground service, WiFi, value for money, and recommendation status. A comprehensive collection of airline reviews with detailed sub-ratings across multiple service dimensions, enabling granular sentiment analysis and service quality research. Suitable for sentiment analysis, service quality prediction, recommendation systems, customer satisfaction research.

#Airline#Customer satisfaction#Service quality

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Analytics

Content metrics

41,396 records scored

recommended53.4% true
true 53.4%false 46.6%
overall ratingavg 6.04 / 10
1std 3.2110
seat comfort ratingavg 3.09 / 5
0std 1.415
cabin staff ratingavg 3.32 / 5
0std 1.545
food beverages ratingavg 2.81 / 5
0std 1.585
inflight entertainment ratingavg 2.39 / 5
0std 1.705
value money ratingavg 3.16 / 5
0std 1.525
ground service ratingavg 2.74 / 5
1std 1.575
wifi connectivity ratingavg 2.25 / 5
1std 1.545
8.0
Flesch–Kincaid grade
US school grade level
8.4
Automated readability index
Frequent terms
flightcustomerreviewservicetimeairlinesgoodfoodseatsseatflightsaircrewstaffplaneclasscabinreturnairlinecheckhoursbusinessairportflyflewairwayspassengershoureconomyentertainmentnewfriendlycomfortableaircraftboardingexperiencegreatdelayedexcellentlegmealtriptoldminutesgotwaydrinksarrivedlongnice
Topic clusters

Topic 0

rouge
canada
air
toronto
ipad
seat
fly
room

Topic 1

france
cdg
paris
air
seychelles
algerie
seat
economy

Topic 2

etihad
dhabi
abu
auh
airways
class
staff
lounge

Topic 3

cathay
pacific
hkg
kong
hong
airways
economy
class

Topic 4

allegiant
delay
hour
air
vegas
plane
airport
fly

Topic 5

canada
air
toronto
yyz
vancouver
montreal
yvr
flight

Topic 6

china
beijing
pek
tpe
chinese
taipei
english
air

Topic 7

easyjet
gatwick
bag
boarding
speedy
lgw
drop
queue

Topic 8

finnair
hel
helsinki
estonian
seat
flight
business
food

Topic 9

frontier
denver
airlines
carry
bag
pay
check
ticket

Topic 10

aer
lingus
dublin
dub
boston
flight
crew
customer

Topic 11

southern
guangzhou
china
airlines
english
food
good
auckland
Show all 78 topics

Topic 12

zealand
auckland
new
akl
air
tahiti
lax
nui

Topic 13

flybe
southampton
birmingham
manchester
exeter
cancel
delay
belfast

Topic 14

india
delhi
del
air
bom
mumbai
dreamliner
indian

Topic 15

alitalia
rome
fco
flight
italian
seat
plane
review

Topic 16

berlin
txl
dusseldorf
air
dus
tegel
flight
seat

Topic 17

asiana
icn
seoul
incheon
airlines
korean
syd
excellent

Topic 18

eastern
shanghai
china
pvg
airlines
chinese
pudong
kunming

Topic 19

eva
tpe
bkk
taipei
laurel
air
lhr
good

Topic 20

transat
air
toronto
club
calgary
gatwick
plus
vancouver

Topic 21

austrian
vie
vienna
airlines
seat
business
class
fokker

Topic 22

ana
nippon
nrt
airways
japanese
narita
tokyo
hnd

Topic 23

british
lhr
airways
club
world
good
seat
crew

Topic 24

egyptair
cai
cairo
memphis
egypt
luxor
old
sharm

Topic 25

aeroflot
russian
svo
moscow
airlines
terminal
good
english

Topic 26

aerolineas
argentinas
buenos
aires
gol
eze
azul
rio

Topic 27

alaska
seattle
sea
airlines
anc
horizon
portland
anchorage

Topic 28

aegean
athens
ath
airlines
greek
skg
clean
mykonos

Topic 29

hawaiian
hnl
honolulu
airlines
sydney
hawaii
maui
seat

Topic 30

bangkok
bkk
airways
samui
usm
lounge
koh
phuket

Topic 31

iberia
mad
madrid
nostrum
business
seat
food
flight

Topic 32

ethiopian
addis
add
ababa
airlines
nairobi
flight
dreamliner

Topic 33

bmi
midland
british
lhr
baku
airways
azerbaijan
atlasglobal

Topic 34

brussels
bru
airlines
flex
avro
low
economy
service

Topic 35

dubai
emirates
emirate
service
qantas
food
fly
business

Topic 36

israel
tlv
arkefly
tel
aviv
airlines
security
seat

Topic 37

american
airlines
mia
miami
dfw
jfk
ord
class

Topic 38

dxb
emirate
emirates
dubai
bkk
ice
good
excellent

Topic 39

fiji
nadi
nan
airways
pacific
lax
sydney
syd

Topic 40

gulf
bah
bahrain
arabia
air
sharjah
lhr
ife

Topic 41

icelandair
kef
iceland
reykjavik
saga
keflavik
flight
class

Topic 42

europa
madrid
mad
air
havana
spanish
check
flight

Topic 43

avianca
bog
bogota
domestic
ecuador
salvador
flight
good

Topic 44

delta
lines
atl
lax
msp
economy
dtw
air

Topic 45

condor
frankfurt
airlines
fra
gate
check
lufthansa
pay

Topic 46

delta
lines
atlanta
minneapolis
gate
flight
tell
air

Topic 47

continental
ewr
newark
iah
airlines
houston
united
seat

Topic 48

american
dallas
airlines
delay
gate
dfw
chicago
hour

Topic 49

airasia
asia
kuala
lumpur
kul
check
lcct
perth

Topic 50

germanwing
germanwings
cologne
cgn
eurowing
lufthansa
stuttgart
hamburg

Topic 51

flydubai
edelweiss
airblue
dubai
dxb
zrh
swiss
islamabad

Topic 52

aeromexico
mexico
mex
city
cancun
flight
pvr
hour

Topic 53

dragonair
hkg
kong
hong
khh
pvg
shanghai
flight

Topic 54

mauritius
mru
austral
air
reunion
seat
food
return

Topic 55

cebu
pacific
manila
mnl
zest
kalibo
ceb
flight

Topic 56

copa
pty
panama
airlines
city
flight
sjo
business

Topic 57

croatia
moldova
freebird
zag
zagreb
kiv
chisinau
airlines

Topic 58

astana
almaty
ala
air
kazakhstan
tse
good
business

Topic 59

airbaltic
riga
rix
baltic
vilnius
check
pay
ticket

Topic 60

namibia
zimbabwe
windhoek
cape
botswana
air
wdh
harare

Topic 61

cityjet
lcy
city
london
cambridge
airport
florence
check

Topic 62

cgk
garuda
indonesia
dps
avod
mel
upg
executive

Topic 63

csa
czech
prague
prg
airlines
drink
crew
plane

Topic 64

toronto
airlines
cancun
puerto
vallarta
leave
hour
select

Topic 65

indigo
goair
delhi
mumbai
chennai
bangalore
bom
del

Topic 66

kul
airasia
lcct
asia
premium
stn
price
seat

Topic 67

hainan
beijing
pek
airlines
english
chinese
seattle
attendant

Topic 68

british
airways
world
seat
cabin
club
business
class

Topic 69

malta
mla
air
return
check
crew
rome
hot

Topic 70

caribbean
pos
cayman
trinidad
miami
spain
airlines
bahamas

Topic 71

garuda
indonesia
jakarta
dps
indonesian
bali
service
perth

Topic 72

kong
hong
hkg
express
delay
airlines
hanoi
shanghai

Topic 73

cubana
havana
holguin
cuba
airlines
gatwick
plane
delay

Topic 74

serbia
belgrade
beg
jat
air
beirut
meal
serve

Topic 75

eagle
american
ord
gate
chicago
flight
tell
day

Topic 76

arik
islands
blue
lagos
jersey
jer
guernsey
gci

Topic 77

bulgaria
sofia
sof
air
sandwich
bulgarian
moscow
company
Top hashtags
#114
#28
#35
#5183
#73
#232
#42
#4222
#44372
#4622
#52
#92
#0541
#1021
#10431
#10641
#10651
#1071
#1121
#11261

Computed over the full corpus.

Record

Catalog key
skytrax-reviews
Authors
quankiquanki
Year
2020
License
CC0 1.0 (repository); review text by Skytrax users (CC0-1.0)
Records
41,396
Text corpus
review text
Languages
en
Collected
2014-2020 (2010s, 2020s)
Tasks
Rating prediction (regression; overall_rating, seat_comfort_rating, cabin_staff_rating, food_beverages_rating, inflight_entertainment_rating, value_money_rating, ground_service_rating, wifi_connectivity_rating) inferred
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://github.com/quankiquanki/skytrax-reviews-dataset link checked
Hosted copy
Mirrored on echo.directory on 2026-10-09, 49.7 MB across 7 files. Checksums in MANIFEST.json.

How to cite

BibTeX

@misc{echo2026,
  title  = {ECHO: Exploratory Compendium of Humanity Online},
  author = {Switzer, Braden and Zafarani, Reza},
  year   = {2026},
  url    = {https://echo.directory},
  note   = {Syracuse University}
}

@misc{skytrax_reviews,
  title        = {SkyTrax Airline Reviews Dataset},
  author       = {{quankiquanki}},
  year         = {2020},
  howpublished = {\url{https://github.com/quankiquanki/skytrax-reviews-dataset}}
}

APA

Switzer, B., & Zafarani, R. (2026). ECHO: Exploratory Compendium of Humanity Online [Data repository]. Syracuse University. https://echo.directory

quankiquanki (2020). SkyTrax Airline Reviews Dataset [Data set]. https://skytrax-reviews.echo.directory/

MLA

Switzer, Braden, and Reza Zafarani. ECHO: Exploratory Compendium of Humanity Online. Syracuse University, 2026, echo.directory.

quankiquanki. SkyTrax Airline Reviews Dataset. 2020, skytrax-reviews.echo.directory/.

BibTeX · RIS · CSL-JSON

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