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
7,278
31.3% of evaluated
Applied
12
4 reached interview
Median salary (matches)
$130k
senior $142k · other $119k

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 · 8
Nov 2
evaluated matched ≥ 6.9
table view
week ofevaluatedmatchedmatch rate
Aug 32969231%
Aug 1053319136%
Aug 1738212533%
Aug 2488629233%
Aug 31711521%
Sep 72246529%
Sep 14362261%
Sep 21183741523%
Sep 28105830729%
Oct 569815122%
Oct 1255513725%
Oct 1963314623%
Oct 265698715%
Nov 210288%

Salary distribution — matched postings with pay (1141 of 7278)

60–80k
80–100k
289
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$109k
median$130k
p75$162k
$142k sr
$119k other
senior-tier — median $142k (559) · other levels — median $119k (582). Yearly-normalized midpoints of the posted ranges (hourly ×2080). Range $63k–$345k; currencies mixed as posted (CAD/USD).

Repeat-match companies (≥ 2 matches)

RBC 266 · avg 7.8
TD 222 · avg 7.7
Scotiabank 222 · avg 7.6
Amazon Web Services 169 · avg 8.3
Realign 112 · avg 7.8
Astra-North Infoteck Inc. ~ Conquering today’s challenges, achieving tomorrow’s vision! 105 · avg 7.7
Citi 75 · avg 7.7
Affirm 68 · avg 7.9
Cognizant 68 · avg 7.7
Manulife 64 · avg 7.6
Deloitte 63 · avg 7.6
Apptoza Inc. 63 · avg 7.6

Verdicts across matches

Lateral 3373 · 46%
Step Up 2148 · 29%
Pivot 1240 · 17%
Title Regression 642 · 9%
unknown 9 · 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

azure 821
aws 679
databricks 578
domain 498
leadership 474
cloud 435
architecture 352
platform 289
management 282
10+ 281
technical 261
systems 259
governance 231
infrastructure 213
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.