stats — Demo

All-time pipeline history for Demo · match bar = score ≥ 6.9
All titles1983 Data Engineer1161 Software Engineer200 Analytics Engineer100 Azure Data Engineer74 Data Architect68 Data Scientist64 Aws Data Engineer62 Data Analyst62
Jobs scraped
29,245
Jobs evaluated
23,235
avg score 5.5
Matches ≥ 6.9 · Software Engineer
200
0.9% of evaluated
Applied
12
4 reached interview
Median salary (matches)
$142k
senior $168k · other $113k

Weekly volume — last 13 weeks

1837
Aug 3
Aug 10
Aug 17
Aug 24
Aug 31
Sep 7
Sep 14
Sep 21
Sep 28
Oct 5
Oct 12
Oct 19
Oct 26
102 · 0
Nov 2
evaluated matched ≥ 6.9
table view
week ofevaluatedmatchedmatch rate
Aug 329610%
Aug 1053320%
Aug 1738262%
Aug 2488610%
Aug 317100%
Sep 722421%
Sep 143600%
Sep 21183770%
Sep 28105871%
Oct 569861%
Oct 1255531%
Oct 1963300%
Oct 2656931%
Nov 210200%

Salary distribution — matched postings with pay (38 of 200)

60–80k
80–100k
100–120k
9
120–140k
140–160k
160–180k
180–200k
200–220k
220–240k
240–260k
p25$122k
median$142k
p75$185k
$168k sr
$113k other
senior-tier — median $168k (25) · other levels — median $113k (13). Yearly-normalized midpoints of the posted ranges (hourly ×2080). Range $72k–$253k; currencies mixed as posted (CAD/USD).

Repeat-match companies (≥ 2 matches)

Scotiabank 21 · avg 7.7
TD 18 · avg 7.9
Capital One 9 · avg 7.4
Kaseya 6 · avg 7.7
Achievers 5 · avg 7.7
Jerry 5 · avg 7.5
Sun Life 4 · avg 7.7
ZoomInfo 4 · avg 7.4
Morningstar 3 · avg 8.0
Equinix 3 · avg 7.8
Tactable 3 · avg 7.7
Affirm 3 · avg 7.6

Verdicts across matches

Pivot 77 · 38%
Lateral 65 · 32%
Step Up 55 · 27%
Title Regression 7 · 3%
unknown 1 · 0%

Top matched job titles

Data Engineer 1161 · 530 sr · avg 7.9
Software Engineer 200 · 125 sr · avg 7.6
Analytics Engineer 100 · 43 sr · avg 8.0
Azure Data Engineer 74 · 12 sr · avg 7.7
Data Architect 68 · 21 sr · avg 7.8
Data Scientist 64 · 22 sr · avg 7.5
Aws Data Engineer 62 · 10 sr · avg 7.9
Data Analyst 62 · 15 sr · avg 7.5
Data Platform Engineer 51 · 24 sr · avg 7.7
Big Data Developer 50 · 1 sr · avg 7.6
Platform Engineer 44 · 12 sr · avg 7.6
Seniority variants (senior / lead / staff / II…) fold into one family; = senior-tier postings, = other levels. Click a title or chip to narrow every section to it.

Common gaps flagged by the evaluator — Software Engineer

software 40
domain 23
broader 18
architecture 17
general 17
java 17
scope 10
responsibilities 9
skillset 9
platform 9
application 8
pipeline 8
api 7
backend 7
From the evaluator's "key gap" note per job — themes, not a strict ranking; your own stack can appear as contrast.

Application funnel

Applied 12 · 100%
Screen 4 · 33%
Interview 2 · 17%
Offer 1 · 8%

What happened to them

In process 4 · 33%
Awaiting reply 0 · 0%
Ghosted 5 · 42%
Rejected 2 · 17%
Offer 1 · 8%
Stages are cumulative — an interview also counts in screen. In process = screen/interview underway; awaiting reply = applied < 21 days ago; ghosted = 21+ days with no reply.