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 · Aws Data Engineer
62
0.3% of evaluated
Applied
12
4 reached interview
Median salary (matches)
$110k
across 5 postings with pay

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 1738272%
Aug 24886101%
Aug 317100%
Sep 722400%
Sep 143600%
Sep 21183700%
Sep 28105820%
Oct 569820%
Oct 1255510%
Oct 1963320%
Oct 2656931%
Nov 210200%

Salary distribution — matched postings with pay (5 of 62)

4
100–120k
120–140k
p25$109k
median$110k
p75$110k
$110k other
senior-tier · other levels — median $110k (5). Yearly-normalized midpoints of the posted ranges (hourly ×2080). Range $109k–$125k; currencies mixed as posted (CAD/USD).

Repeat-match companies (≥ 2 matches)

Apptoza Inc. 13 · avg 7.8
Iris Software Inc. 5 · avg 7.9
BMO Financial Group 3 · avg 8.4
J&M Group 3 · avg 8.2
Quantum World Technologies Inc. 3 · avg 7.8
BMO 2 · avg 8.4
Adastra Corporation 2 · avg 8.3
Fractal 2 · avg 8.3
Tekgence Inc 2 · avg 8.3
Virtusa 2 · avg 8.1
Astra-North Infoteck Inc. ~ Conquering today’s challenges, achieving tomorrow’s vision! 2 · avg 8.0
Atlantis IT Group 2 · avg 8.0

Verdicts across matches

Lateral 48 · 74%
Title Regression 11 · 17%
Step Up 4 · 6%
Pivot 1 · 2%
unknown 1 · 2%

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
Consultant En Livraison Infrastructure Cloud Delivery Consultant Cloud Infrastructure Professional Services Canada 47 · 0 sr · avg 8.3
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 — Aws Data Engineer

aws 8
10+ 7
kinesis 7
kafka 7
scope 6
airflow 6
leadership 5
ownership 5
streaming 5
real 5
12+ 5
step 5
architecture 5
time 5
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.