feedback loops jobs in 2026 — demand, top roles hiring, and related skills

As of 2026-09-30, feedback loops appears in 263 job postings indexed by Skillenai over the past 90 days — Product Manager has the most postings mentioning feedback loops, with demand share up 5.2% vs the prior 4 weeks.

Last updated · 90d ending 2026-09-30

Postings · last 90 days
263
Demand vs prior month
up 5.2% vs the prior 4 weeks
Top role · 20.5% of skill postings
Top hiring metro
San Francisco

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Frequently asked questions about feedback loops

+Is feedback loops in demand in 2026?

Yes. feedback loops appears in 263 job postings indexed by Skillenai over the 90 days ending 2026-09-30. Product Manager accounts for the most postings mentioning feedback loops (20.5% of all postings mentioning feedback loops).

+What jobs require feedback loops?

According to the Skillenai jobs index over the 90 days ending 2026-09-30, among roles with at least 20 postings, the highest shares mentioning feedback loops are Agent Product Manager (27.9% of that role’s postings mention feedback loops), Chief Architect (5.4% of that role’s postings mention feedback loops), Agent Engineer (4.8% of that role’s postings mention feedback loops).

+What skills are commonly paired with feedback loops?

Across job postings indexed by Skillenai (90 days ending 2026-09-30), feedback loops most often appears alongside machine learning, Python, model evaluation, LLMs, experimentation.

+Where is feedback loops most in demand?

As of 2026-09-30, the metro areas posting the most jobs requiring feedback loops are San Francisco, New York City, Singapore, London, Austin, according to the Skillenai jobs index.

+How can I keep up with new feedback loops content and jobs?

Skillenai indexes news, blog posts, and research papers mentioning feedback loops alongside the jobs index. You can subscribe to a daily email digest of new feedback loops content from your Skillenai account.

+Which skills come before and after feedback loops?

The skill-flow chart shows skills documented in adjacent positions across observed employer changes. An outgoing skill is documented in the following position but not the preceding one. These are ideas to explore, not proven prerequisites, acquisition dates, or levels of mastery. Each ribbon counts employer moves with that skill pair; one move can contribute several pairs.

Weekly indexed postings requiring feedback loops — last 90 days

Career paths around feedback loops

Skills documented before and after this skill across employer changes.

Historical career profiles · all locations

Skills before feedback loops

Before feedback loopsMYSQL → feedback loops: 2 observed employer moves with this skill pairJavaScript → feedback loops: 2 observed employer moves with this skill pairTally Prime → feedback loops: 1 observed employer moves with this skill paircorrelation ratio → feedback loops: 1 observed employer moves with this skill pairIndexing → feedback loops: 1 observed employer moves with this skill pairStock Exchange → feedback loops: 1 observed employer moves with this skill pairgoogle → feedback loops: 1 observed employer moves with this skill pairPHP → feedback loops: 1 observed employer moves with this skill pairfeedbackloopsMYSQL: 2 movesMYSQL2 movesJavaScript: 2 movesJavaScript2 movesTally Prime: 1 movesTally Prime1 movescorrelation ratio: 1 movescorrelation ratio1 movesIndexing: 1 movesIndexing1 movesStock Exchange: 1 movesStock Exchange1 movesgoogle: 1 movesgoogle1 movesPHP: 1 movesPHP1 moves

Skills after feedback loops

After feedback loopsfeedback loops → MobileMini: 1 observed employer moves with this skill pairfeedback loops → version release: 1 observed employer moves with this skill pairfeedback loops → Kendall-Jackson: 1 observed employer moves with this skill pairfeedback loops → technical presentations: 1 observed employer moves with this skill pairfeedback loops → Business Intelligence: 1 observed employer moves with this skill pairfeedback loops → contract negotiations: 1 observed employer moves with this skill pairfeedback loops → project management: 1 observed employer moves with this skill pairfeedback loops → Needs analysis: 1 observed employer moves with this skill pairfeedbackloopsMobileMini: 1 movesMobileMini1 movesversion release: 1 movesversion release1 movesKendall-Jackson: 1 movesKendall-Jackson1 movestechnical presentations: 1 movestechnicalpresentations1 movesBusiness Intelligence: 1 movesBusinessIntelligence1 movescontract negotiations: 1 movescontractnegotiations1 movesproject management: 1 movesproject management1 movesNeeds analysis: 1 movesNeeds analysis1 moves
How to read this chart · view counts

Each side is an independent set of observed employer moves, not the same people followed through three stages. Ribbon widths compare move counts within that side. Internal moves are not included.

The following position documents a skill that the preceding position does not. Skills must be linked to both positions, with clear dates and no overlap. One move can connect several skill pairs. These patterns suggest skills to explore; they do not establish prerequisites, when a skill was learned, or a higher skill level.

Source: Skillenai talent graph, historical career profiles. Historical descriptions and coverage can change. Only the leading published connections are shown.

Observed connections and move counts
ConnectionMoves
Before: MYSQL2
Before: JavaScript2
Before: Tally Prime1
Before: correlation ratio1
Before: Indexing1
Before: Stock Exchange1
Before: google1
Before: PHP1
After: MobileMini1
After: version release1
After: Kendall-Jackson1
After: technical presentations1
After: Business Intelligence1
After: contract negotiations1
After: project management1
After: Needs analysis1

Roles most likely to require feedback loops

Among roles with at least 20 postings in the same period.

RolePostings mentioning skill% of role postings mentioning skill
Agent Product Manager1227.9%
Chief Architect25.4%
Agent Engineer14.8%
Founding AI Engineer14.8%
AI Ops Engineer14.3%
AI Enablement Engineer23.6%
Product Lead53.1%
AI Engineering Lead12.9%
Software Product Manager12.8%
Operations Program Manager22.5%

Roles with the most feedback loops postings

RolePostings mentioning skillShare of skill postings
Product Manager5420.5%
Software Engineer238.7%
Technical Product Manager134.9%
Agent Product Manager124.6%
Program Manager114.2%
AI Engineer103.8%
Backend Software Engineer93.4%
Engineering Manager62.3%
Machine Learning Engineer62.3%
Product Designer62.3%

Top companies posting jobs requiring feedback loops

Employers ranked by indexed job postings in the last 90 days.

Top companies posting jobs requiring feedback loops
CompanyPostings · 90 days
Bjakcareer25
Decagon12
Brex9
Hopper9
Stripe7
CLERA6
Sourcegraph5
Freshworks4
ANDE3
OKX3

Job postings indexed over the past 90 days, grouped by resolved employer. Counts are postings, not hires. Companies without a published page appear without a link.

Top metros hiring for feedback loops

NamePostingsShare
San Francisco3011.4%
New York City238.7%
Singapore103.8%
London93.4%
Austin83.0%
Seattle72.7%
Palo Alto41.5%
Seoul41.5%
Berlin31.1%

Skills commonly paired with feedback loops

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How this was computed

Counts derive from the Skillenai jobs index over the 90 days ending 2026-09-30. Skills are resolved against the Skillenai canonical taxonomy, so the same entity is counted whether a posting writes 'Python', 'Python 3', or 'python'. Role prevalence divides postings mentioning feedback loops by all postings for each role in the same window, ranking roles with at least 20 postings. Role distribution divides each role’s feedback loops postings by all feedback loops postings, including postings without a role. Shares need not sum to 100% for the displayed roles. Pages refresh weekly (or daily for the top-50 most-requested skills). Adjusted posting share: 0.1% to 0.1%. Demand share change is the relative percentage change between these adjusted shares. Each employer-and-ATS group has at least 10 postings in each 90-day window; its earlier posting count supplies the same weight in both windows. The panel includes 2,595 identified employers and covers 68% of earlier and 72% of latest indexed postings. Windows: 2026-06-02 to 2026-08-31 and 2026-06-30 to 2026-09-28 (UTC; end dates excluded). The windows overlap by 62 days. Dates reflect indexing, not the employer’s posting date. This measures posting mix, not total hiring or market-wide demand. Matching excludes entrants and exits; changes in crawl completeness within an employer or ATS can still affect the result.

source
Skillenai jobs index, deduplicated daily
entity_id
8214752f58df710c
data_as_of
2026-09-30
window_days
90
Hiring engineers who use feedback loops?

The demand, skills, and geo numbers on this page come from the same Skillenai labor market index that powers our API. Use it for compensation benchmarking, hiring-competition analysis, and skill-adoption tracking.

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Compiled by Jared Rand · Data sourced from the Skillenai labor market index