We counted how often Anthropic's own 77 ads (those with a full description) state each requirement. This shows the filters the ads apply before anyone reads a resume. We have no data on why candidates are rejected after applying, and we do not guess.
Years of experience. 55 of 77 ads (71%) state a number of years. The median is 5 years; 71% ask for 5 or more and 5% for 10 or more.
Education
Sort:
Requirement ⇅
Ads that state it ⇅
Share of ads ⇅
Bachelor's degree
77
100%
PhD or doctorate
10
13%
'or equivalent experience' accepted
6
8%
Master's degree
1
1%
Legal and eligibility: what can rule you out
Sort:
Requirement ⇅
Ads that state it ⇅
Share of ads ⇅
Security clearance mentioned
4
5%
Work authorization required
2
3%
Says it does NOT sponsor visas
2
3%
U.S. person / export-control (ITAR, EAR) rules
1
1%
Working conditions
Sort:
Requirement ⇅
Ads that state it ⇅
Share of ads ⇅
Travel mentioned
20
26%
On-site or in-person work
7
9%
Nights, weekends, holidays or on-call
1
1%
Skills and tools named most often
Sort:
Requirement ⇅
Ads that state it ⇅
Share of ads ⇅
python
47
61%
machine learning
26
34%
sql
12
16%
typescript
5
6%
aws
3
4%
gcp
3
4%
cad
3
4%
excel
2
3%
c++
2
3%
kubernetes
2
3%
azure
1
1%
linux
1
1%
How to stand out
First, cover the basics the ads ask for most (see the requirements above: python (61%), machine learning (34%), sql (16%), typescript (6%)). Then look at what separates higher-paid ads:
Among the 74 ads that publish a pay range, we compared the median pay of ads that name each item with ads that do not. This is a correlation in the ads, not a promise: an item can pay more because it comes with senior roles.
Sort:
Item named in the ad ⇅
Ads naming it ⇅
Ads not naming it ⇅
Median pay midpoint with it ⇅
Difference vs ads without it ⇅
python
45
29
$332,500
+$32,500
sql
12
62
$332,500
+$22,500
machine learning
26
48
$310,000
-$22,500
PhD or doctorate
10
64
$310,000
-$22,500
'or equivalent experience' accepted
6
68
$310,000
-$22,500
typescript
5
69
$300,000
-$27,500
We describe only what the ads state. We do not know how recruiters rank candidates.
Same role elsewhere
Where else the same role family is open, with the pay each posts: