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 · Data Engineer
986
5.6% of evaluated
Applied
12
4 reached interview
Median salary (matches)
$113k
senior $118k · other $110k

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 · 1
Aug 31
evaluated matched ≥ 6.9
table view
week ofevaluatedmatchedmatch rate
Jun 8595346%
Jun 15581254%
Jun 22624315%
Jun 29525255%
Jul 6571315%
Jul 13478225%
Jul 20465306%
Jul 27554285%
Aug 3575326%
Aug 10533306%
Aug 17382185%
Aug 24886425%
Aug 317111%

Salary distribution — matched postings with pay (125 of 986)

60–80k
80–100k
44
100–120k
120–140k
140–160k
160–180k
180–200k
200–220k
220–240k
240–260k
260–280k
p25$100k
median$113k
p75$133k
$118k sr
$110k other
senior-tier — median $118k (63) · other levels — median $110k (62). Yearly-normalized midpoints of the posted ranges (hourly ×2080). Range $72k–$275k; currencies mixed as posted (CAD/USD).

Repeat-match companies (≥ 2 matches)

RBC 52 · avg 8.0
TD 47 · avg 7.9
Scotiabank 34 · avg 7.8
Konrad Group 15 · avg 7.7
Capgemini 14 · avg 7.9
Insight Global 13 · avg 7.9
Hays 13 · avg 7.8
Realign 12 · avg 8.4
Tata Consultancy Services 12 · avg 8.3
CI Financial 11 · avg 7.9
Manulife 11 · avg 7.9
Synechron 10 · avg 7.8

Verdicts across matches

Lateral 576 · 57%
Title Regression 254 · 25%
Step Up 132 · 13%
Pivot 45 · 4%
unknown 6 · 1%

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 — Data Engineer

azure 134
aws 121
databricks 102
exceed 82
one 77
expectations 75
leadership 59
cloud 52
mid 46
far 43
lower 39
gcp 35
domain 33
implied 28
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.