[Portfolio Demo]Quietshift Academy is a fictional cohort academy created byUpstate Web Co.— enrollment numbers, revenue figures, and quotes are illustrative.

Outcomes — published quarterly

78% of cohort grads
land a data eng role.

These are the numbers I run my business on — same dashboard, same data. Reported quarterly. Career-transition module + alumni referrals are the multipliers.

78%

Job-placement rate

Within 6 months of cohort completion.

+$38K

Median comp delta

Pre-cohort role to post-cohort role.

4.2mo

Median months to offer

From cohort completion to signed offer.

41%

Placed via alumni

Job referrals through Quietshift alumni network.

Recent placements

Where alumni land.

Initials + role categories only — alumni privacy preserved. Specific company names available on request to active applicants.

AM

Senior Data Engineer

A Series-C SaaS

3.5 mo

$185K

PR

Analytics Engineer

A public DTC retailer

4 mo

$165K

SK

Data Engineering Lead

A Series-B fintech

5 mo

$210K

NJ

Senior Analytics Engineer

An open-source dev tool

4.5 mo

$175K

LE

Staff Data Engineer

A unicorn marketplace

6 mo

$240K

TM

Senior DE

A B2B AI company

3 mo

$195K

Methodology

How we count.

What counts as a placement

  • · Full-time data-engineering, analytics-engineering, or staff-DE role
  • · Signed offer + start date confirmed by alumni self-report
  • · Within 6 months of cohort completion
  • · Internal promotions count if scoped change is significant

What we don't count

  • · Contract / part-time / freelance roles
  • · Self-employment or solo consulting
  • · Roles where data-eng is < 50% of the work
  • · Alumni who don't respond to the 6-month check-in (counted as "no offer")

Important caveat

These are PORTFOLIO DEMO numbers — Quietshift Academy is a fictional academy created by Upstate Web Co. for demonstration purposes. The methodology and reporting cadence shown here are real — we use the same approach with working education clients.

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