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profession
stringclasses
6 values
measured
stringdate
2026-10-20 00:00:00
2026-10-20 00:00:00
photos
int64
372
2.46k
attribute
stringclasses
13 values
value
stringlengths
3
35
n
int64
1
2.43k
pct
float64
0.1
100
therapists
2026-10-20
989
setting
plain_backdrop
396
40
therapists
2026-10-20
989
setting
outdoor_nature
262
26.5
therapists
2026-10-20
989
setting
indoor_home
175
17.7
therapists
2026-10-20
989
setting
indoor_office
58
5.9
therapists
2026-10-20
989
setting
other
50
5.1
therapists
2026-10-20
989
setting
outdoor_urban
48
4.9
therapists
2026-10-20
989
backdropColor
light gray
91
19.7
therapists
2026-10-20
989
backdropColor
beige
67
14.5
therapists
2026-10-20
989
backdropColor
gray
61
13.2
therapists
2026-10-20
989
backdropColor
white
49
10.6
therapists
2026-10-20
989
backdropColor
brown
42
9.1
therapists
2026-10-20
989
backdropColor
black
26
5.6
therapists
2026-10-20
989
backdropColor
dark gray
23
5
therapists
2026-10-20
989
backdropColor
blue
18
3.9
therapists
2026-10-20
989
backdropColor
light blue
18
3.9
therapists
2026-10-20
989
backdropColor
orange
16
3.5
therapists
2026-10-20
989
backdropColor
green
14
3
therapists
2026-10-20
989
backdropColor
teal
13
2.8
therapists
2026-10-20
989
backdropColor
yellow
12
2.6
therapists
2026-10-20
989
backdropColor
red
10
2.2
therapists
2026-10-20
989
backdropColor
pink
1
0.2
therapists
2026-10-20
989
backdropColor
purple
1
0.2
therapists
2026-10-20
989
attire
business_casual
626
63.3
therapists
2026-10-20
989
attire
casual
193
19.5
therapists
2026-10-20
989
attire
suit_or_blazer
147
14.9
therapists
2026-10-20
989
attire
other
23
2.3
therapists
2026-10-20
989
garment
blouse_or_dressy_top
295
29.8
therapists
2026-10-20
989
garment
blazer_or_sport_coat
158
16
therapists
2026-10-20
989
garment
sweater
150
15.2
therapists
2026-10-20
989
garment
collared_shirt
144
14.6
therapists
2026-10-20
989
garment
plain_top_or_tee
110
11.1
therapists
2026-10-20
989
garment
cardigan
50
5.1
therapists
2026-10-20
989
garment
other
46
4.7
therapists
2026-10-20
989
garment
suit_jacket
26
2.6
therapists
2026-10-20
989
garment
dress
6
0.6
therapists
2026-10-20
989
garment
scrubs
2
0.2
therapists
2026-10-20
989
garment
uniform
2
0.2
therapists
2026-10-20
989
garmentColor
black
279
28.2
therapists
2026-10-20
989
garmentColor
blue
131
13.2
therapists
2026-10-20
989
garmentColor
white
120
12.1
therapists
2026-10-20
989
garmentColor
brown_or_beige
98
9.9
therapists
2026-10-20
989
garmentColor
red_or_pink
88
8.9
therapists
2026-10-20
989
garmentColor
green
75
7.6
therapists
2026-10-20
989
garmentColor
grey
70
7.1
therapists
2026-10-20
989
garmentColor
navy
57
5.8
therapists
2026-10-20
989
garmentColor
other
46
4.7
therapists
2026-10-20
989
garmentColor
purple
25
2.5
therapists
2026-10-20
989
combos
plain_backdrop|blouse_or_dressy_top
99
16.8
therapists
2026-10-20
989
combos
plain_backdrop|blazer_or_sport_coat
69
11.7
therapists
2026-10-20
989
combos
outdoor_nature|blouse_or_dressy_top
51
8.6
therapists
2026-10-20
989
combos
plain_backdrop|collared_shirt
45
7.6
therapists
2026-10-20
989
combos
plain_backdrop|sweater
40
6.8
therapists
2026-10-20
989
combos
outdoor_nature|blazer_or_sport_coat
32
5.4
therapists
2026-10-20
989
combos
outdoor_nature|collared_shirt
20
3.4
therapists
2026-10-20
989
combos
outdoor_nature|sweater
20
3.4
therapists
2026-10-20
989
combos
indoor_office|blazer_or_sport_coat
17
2.9
therapists
2026-10-20
989
combos
plain_backdrop|suit_jacket
17
2.9
therapists
2026-10-20
989
combos
indoor_home|blouse_or_dressy_top
15
2.5
therapists
2026-10-20
989
combos
outdoor_nature|plain_top_or_tee
14
2.4
therapists
2026-10-20
989
expression
smile_teeth
669
67.6
therapists
2026-10-20
989
expression
smile_closed
235
23.8
therapists
2026-10-20
989
expression
neutral
85
8.6
therapists
2026-10-20
989
glasses
false
771
78
therapists
2026-10-20
989
glasses
true
218
22
therapists
2026-10-20
989
framing
chest_up
601
60.8
therapists
2026-10-20
989
framing
head_shoulders
292
29.5
therapists
2026-10-20
989
framing
waist_up_or_wider
96
9.7
therapists
2026-10-20
989
pose
facing_camera
715
72.3
therapists
2026-10-20
989
pose
angled
243
24.6
therapists
2026-10-20
989
pose
leaning_or_arms_crossed
31
3.1
therapists
2026-10-20
989
capture
professional
591
59.8
therapists
2026-10-20
989
capture
amateur_or_selfie
398
40.2
therapists
2026-10-20
989
grayscale
false
974
98.5
therapists
2026-10-20
989
grayscale
true
15
1.5
therapists
2026-10-20
989
states
georgia
103
10.4
therapists
2026-10-20
989
states
california
100
10.1
therapists
2026-10-20
989
states
new-york
99
10
therapists
2026-10-20
989
states
texas
99
10
therapists
2026-10-20
989
states
illinois
99
10
therapists
2026-10-20
989
states
ohio
99
10
therapists
2026-10-20
989
states
massachusetts
99
10
therapists
2026-10-20
989
states
colorado
98
9.9
therapists
2026-10-20
989
states
washington
97
9.8
therapists
2026-10-20
989
states
florida
96
9.7
lawyers
2026-10-20
1,171
setting
plain_backdrop
714
61
lawyers
2026-10-20
1,171
setting
indoor_office
229
19.6
lawyers
2026-10-20
1,171
setting
outdoor_nature
76
6.5
lawyers
2026-10-20
1,171
setting
outdoor_urban
72
6.1
lawyers
2026-10-20
1,171
setting
indoor_home
57
4.9
lawyers
2026-10-20
1,171
setting
other
23
2
lawyers
2026-10-20
1,171
backdropColor
gray
127
16.4
lawyers
2026-10-20
1,171
backdropColor
dark gray
121
15.6
lawyers
2026-10-20
1,171
backdropColor
white
102
13.2
lawyers
2026-10-20
1,171
backdropColor
light gray
97
12.5
lawyers
2026-10-20
1,171
backdropColor
black
73
9.4
lawyers
2026-10-20
1,171
backdropColor
brown
69
8.9
lawyers
2026-10-20
1,171
backdropColor
blue
58
7.5
lawyers
2026-10-20
1,171
backdropColor
beige
44
5.7
lawyers
2026-10-20
1,171
backdropColor
light blue
31
4
lawyers
2026-10-20
1,171
backdropColor
yellow
18
2.3
End of preview. Expand in Data Studio

HeadshotDB

Open reference data on professional headshots from HeadshotDB (DIY Headshots): what 6,615 professionals across 6 professions wear and use in their directory headshots, official profile photo requirements by platform with source quotes, US search trends for headshot queries, and a face-recognition likeness test of AI image models.

DOI

Source: diyheadshots.com/data. Each file is a copy of the site's download, built 2026-10-21.

Files

File What it is Page
headshot-census.csv / .json The Headshot Census: setting, backdrop colour, clothing, colour, expression, glasses, framing, pose and capture, per profession (therapists 989, lawyers 1171, realtors 762, doctors 865, nursing faculty 372, professors 2456). Totals only. /headshot-census
photo-specs.csv / .json Official profile photo sizes, file limits and formats by platform, each with the official wording and URL. /photo-specs
headshot-search-trends.json Monthly US Google search volume for headshot queries since October 2018, seasonal indexes by profession. /headshot-search-trends
ai-headshot-likeness-test.json 8 image models turning 12 selfies of fictional people into headshots, scored with face recognition (SFace), skin colour shift and AI-judge ranks. /ai-headshot-likeness-test

Method and privacy

  • Census: Public professional directory listings, read profession by profession; each profile photo labelled for presentation only (setting, clothing, colour, expression, framing, pose, capture) by an AI vision model. Only totals are kept. Aggregates only. No names, photos, links or face data were stored.
  • Likeness test: Fictional people, AI-generated from text descriptions; no real person's face was used.
  • Photo specs: quoted only from the organisation that sets each rule.

Licence and citation

CC BY 4.0. Please credit "HeadshotDB, DIY Headshots" and link to the page the data came from.

@misc{headshotdb2026,
  author = {{DIY Headshots}},
  title = {HeadshotDB: open reference data on professional headshots},
  year = {2026},
  url = {https://diyheadshots.com/data},
  doi = {10.5281/zenodo.23540000},
  note = {Version 2026.10.21. CC BY 4.0}
}
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