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AI learning from job data

Explore job titles, skills and responsibilities from tracked job postings, see salary amounts recorded with job postings, and read research-backed ideas for where AI may help in the work.

Job data is a current snapshot across tracked locations. AI ideas are editorial suggestions, not measures of hiring demand.

Choose a career role

Compare the current job snapshot, posted salary evidence and researched AI-use possibilities.

Showing SDET job-data trends.

Current job snapshot

Job trends and AI for SDET

Across tracked locations · 114 candidate job postings captured · observed Oct 28, 2026

Limited evidence
Candidate postings
114
Confirmed in-role
54
Off-role excluded
56
Awaiting role-fit review
4

Title, skill, responsibility and salary summaries use only confirmed in-role postings. Across the candidate inventory, 51 descriptions were usable; 0 were missing, 0 were truncated, and extraction failed for 63. This is a snapshot, not a forecast of job growth.

What employers mention

Job titles, skills and responsibilities

Counts show distinct job postings in this snapshot. Similar postings across locations are deduplicated.

Job titles

Among 54 postings reviewed as in-role

  1. Principal Software Development Engineer in Test#1

    3 of 54 postings · 6%

    Mentioned by 3 employers

    Limited evidence

  2. Senior Manager, Software Development Engineer in Test#2

    3 of 54 postings · 6%

    Mentioned by 3 employers

    Limited evidence

  3. Software Test Engineer#3

    2 of 54 postings · 4%

    Mentioned by 2 employers

    Small sample

  4. Software Development Engineer in Test#4

    1 of 54 postings · 2%

    Mentioned by 1 employers

    Small sample

  5. Sr Software Development Engineer in Test - AI-First Development#5

    1 of 54 postings · 2%

    Mentioned by 1 employers

    Small sample

  6. Senior QA Automation Engineer - HELOC (LATAM)#6

    1 of 54 postings · 2%

    Mentioned by 1 employers

    Small sample

  7. Software Integration and Test Engineer / Principal Software Integration and Test Engineer#7

    1 of 54 postings · 2%

    Mentioned by 1 employers

    Small sample

  8. Software Engineer, Test Infrastructure (Application Software)#8

    1 of 54 postings · 2%

    Mentioned by 1 employers

    Small sample

  9. QA Automation Engineer#9

    1 of 54 postings · 2%

    Mentioned by 1 employers

    Small sample

  10. SDE-T , Ring/Blink CS Technology Enablement#10

    1 of 54 postings · 2%

    Mentioned by 1 employers

    Small sample

Skills

Among 51 in-role postings with usable skill evidence

  1. Automated testing#1

    41 of 51 postings · 80%

    Mentioned by 29 employers

    Limited evidence

  2. API testing#2

    14 of 51 postings · 27%

    Mentioned by 12 employers

    Limited evidence

Responsibilities

Among 51 in-role postings with usable responsibility evidence

  1. Build test frameworks#1

    23 of 51 postings · 45%

    Mentioned by 16 employers

    Limited evidence

  2. Validate software releases#2

    11 of 51 postings · 22%

    Mentioned by 11 employers

    Limited evidence

Posted salary data

Salary amounts recorded for job postings

Salary coverage uses only postings confirmed as in-role for this guide. Amounts, currencies and pay periods use the normalized values stored with job postings. The original pay context is not independently verified for every posting, so pay basis can vary. If captured compensation text clearly conflicts with a stored period, that posting is excluded. This snapshot is not a personal salary estimate; we do not convert currencies or annualize pay.

USD per hour

Recorded posting values · 1 postings · 1 employers

Observed stored range

$36.06 – $43.27

Full span of complete ranges in this snapshot, not a typical pay range.

Median withheld because the complete-range sample is below the reporting threshold.

1 complete ranges · 0 one-sided postings · 1 employers with complete ranges

Limited sample

USD per year

Recorded posting values · 38 postings · 27 employers

Observed stored range

$39,900.00 – $720,000.00

Full span of complete ranges in this snapshot, not a typical pay range.

Median stored midpoint from 38 complete ranges: $161,075.00

38 complete ranges · 0 one-sided postings · 27 employers with complete ranges

39 of 54 in-role postings had usable stored salary fields. 15 were missing or excluded by the salary rules.

How salary postings are grouped and excluded

Groups use the stored salary minimum, maximum, currency and pay period. Not all original posting context is retained with those normalized fields, so this page does not claim every figure is base pay. When nearby captured compensation text contains both stored range endpoints and one clear, different pay period, that record is excluded. Mixed or unclear context can remain grouped under the stored period. Currency and period are kept separate; amounts are not converted or annualized.

  • 14 missing salary
  • 0 invalid salary values
  • 0 unsupported salary source
  • 1 stored periods contradicted by captured posting context
  • 0 ambiguous geographic bands
  • 0 source conflicts

Practical ideas, with human review

How AI may support this role

These are research-informed possibilities, separate from measured job demand. People remain responsible for decisions and final work.

Draft tests from a contract

Given an approved API or component contract and existing test examples, propose unit or integration tests for expected behavior, edge cases, invalid inputs, and failures.

Possible output

Reviewable unit or integration test code.

Human checks

  • Define expected behavior independently and verify tests fail for the intended reason.
  • Inspect coverage and run the tests in the project's test environment.

Turn a browser scenario into a test draft

An AI-assisted test workflow could turn an approved browser scenario into a written test plan and candidate Playwright tests, then suggest a repair when a recorded test fails.

Possible output

A test plan, candidate test file, and proposed locator or assertion change.

Human checks

  • Confirm the plan and assertions reflect accepted requirements.
  • Distinguish a product defect from a brittle selector, review all changes, and run tests before merging.

Research reviewed Oct 28, 2026.

Release seed-public-v10. AI Learning