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 · Big Data Developer
41
0.2% of evaluated
Applied
12
4 reached interview
Median salary (matches)
$100k
across 2 postings with pay

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 · 0
Aug 31
evaluated matched ≥ 6.9
table view
week ofevaluatedmatchedmatch rate
Jun 859520%
Jun 1558131%
Jun 2262410%
Jun 2952500%
Jul 657110%
Jul 1347820%
Jul 2046520%
Jul 2755441%
Aug 357510%
Aug 1053310%
Aug 1738231%
Aug 2488630%
Aug 317100%

Salary distribution — matched postings with pay (2 of 41)

2
100–120k
p25$100k
median$100k
p75$110k
$100k other
senior-tier · other levels — median $100k (2). Yearly-normalized midpoints of the posted ranges (hourly ×2080). Range $100k–$110k; currencies mixed as posted (CAD/USD).

Repeat-match companies (≥ 2 matches)

Cogency 5 · avg 7.9
Iris Software Inc. 3 · avg 7.6
Tata Consultancy Services 3 · avg 7.6
Galent 3 · avg 7.5
Themesoft Inc. 3 · avg 7.1
Centraprise 2 · avg 7.6
Tekshapers 2 · avg 7.6
Capgemini 2 · avg 7.5
Smart IT Frame LLC 2 · avg 7.5
K&K Global Talent Solutions INC. 2 · avg 7.4
J&M Group 2 · avg 7.4

Verdicts across matches

Lateral 27 · 63%
Step Up 9 · 21%
Pivot 4 · 9%
Title Regression 3 · 7%

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 — Big Data Developer

hadoop 20
scala 17
java 11
kafka 10
hive 9
spark 6
cloudera 6
skillset 5
pyspark 5
detection 4
big 4
aws 4
fraud 4
developer 3
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.