Instagram Influencer Dataset — Family

A Instagram (family influencers) dataset of 1,170,485 posts from family influencers, collected by Seungbae Kim and Jinyoung Han (2020). Each record contains post caption text, like count, comment count, video/ad flags, tagged user count, location presence, image dimensions, timestamp, and influencer follower count. The dataset is notable for its subset of 9.7M-post Instagram influencer dataset covering the family category, with rich per-post engagement signals and influencer-level metadata. Intended for research into influencer marketing analysis, engagement prediction, social media content analysis, and sponsorship detection. This package holds the post metadata (one JSON .info file per post) and influencer lists; the post images, which the authors distribute separately on request, are not included.

#Family#Influencer marketing

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Analytics

Content metrics

1,170,485 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

like countμ 4.8K ± 46.6K
min 0max 8.4M
comment countμ 65.266 ± 702.104
min 0max 234.1K
tagged user countμ 1.824 ± 3.083
min 0max 35
has location37.6% true
true 37.6%false 62.4%
follower countμ 137.6K ± 1.2M
min 1Kmax 80.5M
followee countμ 1.6K ± 1.6K
min 0max 7.5K
post count by userμ 1.5K ± 1.5K
min 141max 27K
widthμ 1.1K ± 105.2
min 320max 1.1K
heightμ 1.1K ± 220.2
min 167max 1.4K
9.9
Flesch–Kincaid grade
US school grade level
12.2
Automated readability index
Frequent terms
lovedayliketimelittlequetodayhappynewbabyfamilykidsknowlifeyeardongoodfunbestweekgothomelinkgoingdaysthingswantmomlifewayweekendchristmasamazingbeautifulfeelchelookblogthinkconnightfriendsfavoriterightbioneedmomgirlphotocomegreat
Topic clusters

Topic 0

food
delicious
coffee
recipe
eat
meal
dinner
snack

Topic 1

beach
travel
trip
weather
summer
vacation
weekend
family

Topic 2

che
non
sono
una
con
più
anche
della

Topic 3

night
think
place
good
vibe
like
wait
fun

Topic 4

weekend
monday
friday
sunday
morning
ready
rain
happy

Topic 5

birthday
happy
love
good
happybirthday
girl
year
celebrate

Topic 6

childhoodunplugge
momlife
letthembelittle
motherhood
candidchildhood
magicofchildhood
motherhoodunplugge
clickinmom

Topic 7

pour
vous
les
des
une
pas
avec
mon

Topic 8

tak
ale
jsem
jak
nie
jsme
jako
nebo

Topic 9

disney
disneyland
disneyworld
disneygram
disneymom
disneystyle
mickey
waltdisneyworld

Topic 10

und
ich
die
das
ist
der
ihr
nicht

Topic 11

giveaway
winner
tag
enter
entry
win
follow
comment
Show all 50 topics

Topic 12

room
house
home
bedroom
bed
wall
decor
new

Topic 13

ㅤㅤㅤㅤㅤㅤㅤㅤㅤㅤㅤㅤㅤ
infinite
コーデ
korang
smarby
ママリ
mamagirl
親バカ部

Topic 14

toy
play
kid
fun
craft
christmas
love
imagination

Topic 15

dress
wear
shoe
style
pair
outfit
shop
ootd

Topic 16

jeg
det
har
til
med
fra
som
dag

Topic 17

sleep
nap
bed
night
morning
time
hour
day

Topic 18

halloween
pumpkin
costume
halloweencostume
trick
treat
happyhalloween
trickortreat

Topic 19

que
por
los
para
pero
las
con
más

Topic 20

video
dance
dancer
link
vlog
channel
guy
bio

Topic 21

kidsfashion
bow
trendykiddie
kidsstyle
babyfashion
fashionkid
outfit
style

Topic 22

game
football
baseball
ball
team
wright
sport
david

Topic 23

feel
pregnant
know
pregnancy
birth
time
like
mom

Topic 24

육아맘
맘스타그램
젊줌마
untuk
yang
cocoa
ㅋㅋㅋ
dan

Topic 25

que
não
você
mais
uma
pra
mas
minha

Topic 26

skin
product
skincare
beauty
oil
use
mask
makeup

Topic 27

hair
hairstyle
curlyhair
naturalhair
curl
kiddycurl
curly
frobabie

Topic 28

feel
life
fear
know
people
love
thing
like

Topic 29

anniversary
wedding
year
marriage
marry
husband
love
life

Topic 30

dad
father
mother
mom
day
happy
fathersday
fathers

Topic 31

christmas
elf
tree
santa
christmastree
decorate
elfontheshelf
holiday

Topic 32

selfie
photo
filming
film
hypekid
scene
shoot
snapchat

Topic 33

christmas
merry
santa
eve
hope
house
marksandspencer
sleigh

Topic 34

thankful
friend
thank
forever
thanksgiving
valentine
wknd
bless

Topic 35

people
blogger
post
follower
life
want
instagram
content

Topic 36

run
mile
runner
bibchat
bibravepro
treadmill
instarunner
marathon

Topic 37

brother
dad
sibling
love
daddy
dadlife
little
sister

Topic 38

een
het
niet
dat
mijn
voor
van
wat

Topic 39

lip
lipstick
lash
makeup
brow
palette
mascara
matte

Topic 40

girl
smile
feelin
bride
tampaweddingphotographer
lady
thank
couple

Topic 41

easter
egg
hunt
bunny
basket
candy
chocolate
easterbasket

Topic 42

workout
yoga
fitness
gym
training
muscle
fitmom
fitnessmotivation

Topic 43

cat
catsofinstagram
cute
kitty
purr
kitten
pet
catstagram

Topic 44

year
new
happy
happynewyear
years
newyear
nye
wish

Topic 45

school
kindergarten
day
backtoschool
preschool
firstdayofschool
start
grade

Topic 46

little
boy
girl
walkie
ireland
penguin
prettiest
peter

Topic 47

woman
internationalwomensday
women
elect
international
support
powerful
change

Topic 48

dog
puppy
dogsofinstagram
pup
puppylove
pet
dogstagram
cuddle

Topic 49

book
read
reading
library
kid
child
reader
series
Top hashtags
#ad56.1K
#momlife55.8K
#love42.3K
#motherhood30.2K
#family26K
#candidchildhood24.8K
#letthembelittle24.7K
#momblogger24.7K
#momswithcameras24.7K
#childhoodunplugged23.5K
#motherhoodunplugged22.8K
#ootd20.2K
#instagood20K
#sponsored18.8K
#blogger18.7K
#thatsdarling17.9K
#ig_motherhood17.1K
#baby16.9K
#fashion16.5K
#thehappynow16.3K
Top emoji
🏻110.8K
🏼108.2K
😍99.3K
😂98.5K
💕63.7K
🙌53.3K
💙36.4K
😘32.8K
🙈28.8K
🤣26.4K
💗24.6K
🏽24.1K
🎉23.7K
💛23.3K
😉23K

Sampled: text metrics from 50K of 1.2M records; topic model from 20K.

Record

Catalog key
instagram-influencer-family
Authors
Kim, Seungbae; Han, Jinyoung
Year
2020
Source paper
Instagram Influencer Dataset
License
Academic research use only (LicenseRef-Research-Only)
Records
1,170,485
Text corpus
post text
Languages
en
Collected
2018-2020 (2010s, 2020s)
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://sites.google.com/site/sbkimcv/dataset/instagram-influencer-dataset link checked
Hosted copy
Mirrored on echo.directory on 2026-10-21, 37.2 GB across 20 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{kim2020instagram,
  title        = {Instagram Influencer Dataset},
  author       = {Kim, Seungbae and Han, Jinyoung},
  year         = {2020},
  howpublished = {\url{https://sites.google.com/site/sbkimcv/dataset/instagram-influencer-dataset}}
}

APA

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

Kim, S., & Han, J. (2020). Instagram Influencer Dataset — Family [Data set]. https://instagram-influencer-family.echo.directory/

MLA

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

Kim, Seungbae, and Jinyoung Han. Instagram Influencer Dataset — Family. 2020, instagram-influencer-family.echo.directory/.

BibTeX · RIS · CSL-JSON

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