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 · Data Scientist
64
0.3% of evaluated
Applied
12
4 reached interview
Median salary (matches)
$117k
senior $135k · other $117k

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 329600%
Aug 1053300%
Aug 1738210%
Aug 2488600%
Aug 317100%
Sep 722400%
Sep 143600%
Sep 21183710%
Sep 28105810%
Oct 569810%
Oct 1255500%
Oct 1963300%
Oct 2656900%
Nov 210200%

Salary distribution — matched postings with pay (7 of 64)

4
100–120k
120–140k
140–160k
160–180k
p25$116k
median$117k
p75$135k
$135k sr
$117k other
senior-tier — median $135k (3) · other levels — median $117k (4). Yearly-normalized midpoints of the posted ranges (hourly ×2080). Range $105k–$160k; currencies mixed as posted (CAD/USD).

Repeat-match companies (≥ 2 matches)

TD 7 · avg 7.6
McKesson 4 · avg 7.5
Achievers 2 · avg 8.1
Robert Half 2 · avg 7.7
LatentView Analytics 2 · avg 7.5
Dexian 2 · avg 7.4
Canadian Tire Corporation 2 · avg 7.4
Fusemachines 2 · avg 7.1
Deloitte 2 · avg 7.1
RBC 2 · avg 7.0
Vertex Elite LLC 2 · avg 7.0

Verdicts across matches

Pivot 32 · 49%
Lateral 21 · 32%
Step Up 10 · 15%
Title Regression 2 · 3%

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 — Data Scientist

science 12
learning 10
machine 10
modeling 6
advanced 6
tensorflow 4
framework 4
analytics 4
leadership 4
pytorch 3
databricks 3
master 2
model 2
azure 2
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.