stats — Demo

All-time pipeline history for Demo · match bar = score ≥ 6.9
All titles1689 Data Engineer986 Software Engineer172 Analytics Engineer84 Azure Data Engineer70 Data Scientist61 Data Analyst59 Aws Data Engineer52 Consultant En Livraison Infrastructure Cloud Delivery Consultant Cloud Infrastructure Professional Services Canada47
Jobs scraped
22,721
Jobs evaluated
17,523
avg score 5.7
Matches ≥ 6.9
5,940
33.9% of evaluated
Applied
12
4 reached interview
Median salary (matches)
$129k
senior $140k · other $118k

Weekly volume — last 13 weeks

886
Jun 8
Jun 15
Jun 22
Jun 29
Jul 6
Jul 13
Jul 20
Jul 27
Aug 3
Aug 10
Aug 17
Aug 24
71 · 15
Aug 31
evaluated matched ≥ 6.9
table view
week ofevaluatedmatchedmatch rate
Jun 859518030%
Jun 1558118632%
Jun 2262418029%
Jun 2952515229%
Jul 657114926%
Jul 1347814330%
Jul 2046513128%
Jul 2755416430%
Aug 357517430%
Aug 1053319136%
Aug 1738212533%
Aug 2488629233%
Aug 31711521%

Salary distribution — matched postings with pay (820 of 5940)

60–80k
80–100k
215
100–120k
120–140k
140–160k
160–180k
180–200k
200–220k
220–240k
240–260k
260–280k
280–300k
300–320k
320–340k
340–360k
p25$108k
median$129k
p75$161k
$140k sr
$118k other
senior-tier — median $140k (390) · other levels — median $118k (430). Yearly-normalized midpoints of the posted ranges (hourly ×2080). Range $68k–$345k; currencies mixed as posted (CAD/USD).

Repeat-match companies (≥ 2 matches)

RBC 238 · avg 7.7
Scotiabank 202 · avg 7.6
TD 177 · avg 7.8
Amazon Web Services 168 · avg 8.3
Realign 97 · avg 7.8
Astra-North Infoteck Inc. ~ Conquering today’s challenges, achieving tomorrow’s vision! 96 · avg 7.7
Citi 63 · avg 7.7
Capgemini 54 · avg 7.5
Affirm 52 · avg 7.9
Manulife 52 · avg 7.5
Lyft 51 · avg 7.8
Cognizant 51 · avg 7.7

Verdicts across matches

Lateral 2697 · 45%
Step Up 1652 · 27%
Pivot 1189 · 20%
Title Regression 512 · 8%
unknown 9 · 0%

Top matched job titles

Data Engineer 986 · 431 sr · avg 7.9
Software Engineer 172 · 102 sr · avg 7.6
Analytics Engineer 84 · 32 sr · avg 8.0
Azure Data Engineer 70 · 9 sr · avg 7.7
Data Scientist 61 · 21 sr · avg 7.5
Data Analyst 59 · 13 sr · avg 7.5
Aws Data Engineer 52 · 8 sr · avg 8.0
Platform Engineer 42 · 12 sr · avg 7.6
Big Data Developer 41 · 0 sr · avg 7.6
Cloud Engineer 38 · 16 sr · avg 7.4
Data Platform Engineer 37 · 17 sr · avg 7.7
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

azure 627
aws 496
databricks 420
domain 356
cloud 339
leadership 290
10+ 213
architecture 212
platform 202
systems 188
technical 181
management 179
infrastructure 152
governance 148
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.