Instagram Influencer Dataset — Fashion

A Instagram (fashion influencers) dataset of 3,411,944 posts from fashion 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 fashion 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.

#Fashion#Influencer marketing#Timestamps

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Analytics

Content metrics

3,411,944 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

like countμ 6.2K ± 47.9K
min 0max 7.8M
comment countμ 83.205 ± 1.3K
min 0max 772.6K
tagged user countμ 3.108 ± 4.374
min 0max 34
has location59.1% true
true 59.1%false 40.9%
follower countμ 183.8K ± 1.3M
min 1Kmax 96.5M
followee countμ 1.4K ± 1.4K
min 0max 8.4K
post count by userμ 1.4K ± 2.1K
min 112max 127.5K
widthμ 1.1K ± 84.23
min 320max 1.1K
heightμ 1.2K ± 208
min 167max 1.4K
11.0
Flesch–Kincaid grade
US school grade level
14.1
Automated readability index
Frequent terms
lovelikedayquenewhappyootdfashionliketoknowtimelooktodaylinkstyleoutfitlifeliketkitbiobloggoodfashionbloggerweekendknowshopdonweeksummerichbestbeautifuldresslittleyearbloggerfavoritehairundphotopostamazinggotwantbeautygirlappthankwaythingscheckcode
Topic clusters

Topic 0

want
sorry
stop
like
look
lose
double
view

Topic 1

skin
hair
product
makeup
skincare
lip
foundation
beauty

Topic 2

life
feel
thing
people
know
love
year
like

Topic 3

vous
pour
les
avec
sur
des
une
mon

Topic 4

que
por
para
não
todo
las
como
pra

Topic 5

coffee
breakfast
food
brunch
tea
eat
sugar
drink

Topic 6

birthday
happy
love
year
woman
thank
celebrate
day

Topic 7

ich
und
ihr
die
der
auf
das
ist

Topic 8

flower
sun
night
spring
cute
bloom
rain
sunshine

Topic 9

weekend
friday
monday
sunday
week
happy
saturday
ready

Topic 10

jsem
tak
się
een
har
ale
jag
nie

Topic 11

travel
beach
travelblogger
travelgram
travelphotography
wanderlust
summer
vacation
Show all 25 topics

Topic 12

dress
wear
pant
jean
denim
outfit
rebelgal
bag

Topic 13

che
non
più
sono
una
con
mio
del

Topic 14

morning
day
home
today
good
yesterday
happy
time

Topic 15

christmas
merry
eve
year
family
tree
holiday
gift

Topic 16

week
today
baby
day
like
little
work
momlife

Topic 17

wedding
bride
bridal
bracelet
liketkit
jewelry
weddingstyle
watch

Topic 18

que
por
para
con
los
este
una
blogger

Topic 19

selfie
color
pink
pose
sparkle
shine
pic
photo

Topic 20

style
fashion
ootd
streetstyle
styleblogger
fashionblogger
fashionista
fashionblogg

Topic 21

shop
link
fall
look
liketkit
app
ltkstyletip
wear

Topic 22

pokemongo
china
hello
sparkle
airmax
eyeball
greatwallofchina
instahome

Topic 23

giveaway
winner
enter
win
follow
tag
comment
friend

Topic 24

life
feel
positive
hard
measure
work
success
change
Top hashtags
#ootd244.9K
#fashion194.8K
#liketkit167.4K
#ad153.1K
#fashionblogger148.8K
#style127K
#love115.7K
#blogger105.5K
#streetstyle74.5K
#styleblogger74.3K
#outfit71.2K
#instagood67.6K
#outfitoftheday66.7K
#travel60.5K
#photooftheday59.1K
#fashionista59.1K
#ltkunder5057.1K
#photography56.5K
#beauty56.1K
#model53.1K
Top emoji
🏼281.8K
🏻265.1K
😍210.1K
💕164.1K
😂146.6K
📸139.1K
🙌130.5K
🏽108.3K
🖤103.4K
🌸76.8K
😘75.6K
📷74.8K
💙72.2K
💋68.1K
🙈64.4K

Sampled: text metrics from 50K of 3.4M records; topic model from 20K.

Record

Catalog key
instagram-influencer-fashion
Authors
Kim, Seungbae; Han, Jinyoung
Year
2020
Source paper
Instagram Influencer Dataset
License
Academic research use only (LicenseRef-Research-Only)
Records
3,411,944
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 — Fashion [Data set]. https://instagram-influencer-fashion.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 — Fashion. 2020, instagram-influencer-fashion.echo.directory/.

BibTeX · RIS · CSL-JSON

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