We counted how often Natera's own 32 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. 26 of 32 ads (81%) state a number of years. The median is 5 years; 58% ask for 5 or more and 12% for 10 or more.
Education
Sort:
Requirement ⇅
Ads that state it ⇅
Share of ads ⇅
PhD or doctorate
18
56%
Master's degree
14
44%
'or equivalent experience' accepted
10
31%
Bachelor's degree
8
25%
Legal and eligibility: what can rule you out
Sort:
Requirement ⇅
Ads that state it ⇅
Share of ads ⇅
Background check or drug test
1
3%
Working conditions
Sort:
Requirement ⇅
Ads that state it ⇅
Share of ads ⇅
Nights, weekends, holidays or on-call
24
75%
On-site or in-person work
2
6%
Travel mentioned
2
6%
Heavy lifting
2
6%
Skills and tools named most often
Sort:
Requirement ⇅
Ads that state it ⇅
Share of ads ⇅
excel
8
25%
python
7
22%
aws
2
6%
linux
2
6%
sql
1
3%
machine learning
1
3%
How to stand out
First, cover the basics the ads ask for most (see the requirements above: excel (25%), python (22%), aws (6%), linux (6%)). Then look at what separates higher-paid ads:
Among the 23 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 ⇅
PhD or doctorate
18
5
$154,550
+$28,356
Master's degree
10
13
$147,250
+$15,850
python
7
16
$147,250
+$5,600
'or equivalent experience' accepted
6
17
$134,300
-$12,950
excel
5
18
$131,400
-$22,250
Bachelor's degree
5
18
$130,250
-$24,300
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: