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 Engineer
1,161
5.0% of evaluated
Applied
12
4 reached interview
Median salary (matches)
$113k
senior $120k · other $110k

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 3296155%
Aug 10533306%
Aug 17382185%
Aug 24886415%
Aug 317111%
Sep 7224115%
Sep 143638%
Sep 211837573%
Sep 281058303%
Oct 5698233%
Oct 1255592%
Oct 19633295%
Oct 26569153%
Nov 210200%

Salary distribution — matched postings with pay (165 of 1161)

60–80k
80–100k
55
100–120k
120–140k
140–160k
160–180k
180–200k
200–220k
220–240k
240–260k
260–280k
p25$100k
median$113k
p75$134k
$120k sr
$110k other
senior-tier — median $120k (78) · other levels — median $110k (87). Yearly-normalized midpoints of the posted ranges (hourly ×2080). Range $72k–$275k; currencies mixed as posted (CAD/USD).

Repeat-match companies (≥ 2 matches)

RBC 59 · avg 8.0
TD 59 · avg 7.8
Scotiabank 38 · avg 7.8
Konrad Group 15 · avg 7.7
Realign 14 · avg 8.3
Tata Consultancy Services 14 · avg 8.2
Insight Global 14 · avg 7.9
Capgemini 14 · avg 7.9
BMO 13 · avg 8.0
Hays 13 · avg 7.8
Luxoft 13 · avg 7.6
CI Financial 12 · avg 7.9

Verdicts across matches

Lateral 683 · 57%
Title Regression 303 · 26%
Step Up 150 · 13%
Pivot 46 · 4%
unknown 6 · 1%

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 Engineer

azure 160
aws 152
databricks 124
one 96
exceed 94
leadership 91
expectations 84
cloud 62
mid 53
far 50
step 47
lower 46
down 45
domain 42
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.