Skillenai

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

As of 2026-10-30, Summarization appears in 124 job postings indexed by Skillenai over the past 90 days — Software Engineer has the most postings mentioning Summarization.

Last updated · 90d ending 2026-10-30

Postings · last 90 days
124
Top role · 12.1% of skill postings
Software Engineer
Top hiring metro
Boston

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Frequently asked questions about Summarization

+Is Summarization in demand in 2026?

Yes. Summarization appears in 124 job postings indexed by Skillenai over the 90 days ending 2026-10-30. Software Engineer accounts for the most postings mentioning Summarization (12.1% of all postings mentioning Summarization).

+What jobs require Summarization?

According to the Skillenai jobs index over the 90 days ending 2026-10-30, among roles with at least 20 postings, the highest shares mentioning Summarization are ML Scientist (7.5% of that role’s postings mention Summarization), AI Manager (4.3% of that role’s postings mention Summarization), AI Analyst (3.1% of that role’s postings mention Summarization).

+What skills are commonly paired with Summarization?

Across job postings indexed by Skillenai (90 days ending 2026-10-30), Summarization most often appears alongside Python, LLMs, classification, machine learning, prompt engineering.

+Where is Summarization most in demand?

As of 2026-10-30, the metro areas posting the most jobs requiring Summarization are Boston, Warsaw, Pune, Seattle, Bengaluru, according to the Skillenai jobs index.

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

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

+Which skills come before and after Summarization?

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 Summarization — last 90 days

Career paths around Summarization

Skills documented before and after this skill across employer changes.

Historical career profiles · all locations

Skills before Summarization

Before SummarizationTableau → Summarization: 4 observed employer moves with this skill pairscikit-learn → Summarization: 3 observed employer moves with this skill pairpython → Summarization: 3 observed employer moves with this skill pairnltk → Summarization: 3 observed employer moves with this skill pairdocker → Summarization: 3 observed employer moves with this skill pairsql → Summarization: 3 observed employer moves with this skill pairFlask → Summarization: 3 observed employer moves with this skill pairspacy → Summarization: 3 observed employer moves with this skill pairSummarizationTableau: 4 movesTableau4 movesscikit-learn: 3 movesscikit-learn3 movespython: 3 movespython3 movesnltk: 3 movesnltk3 movesdocker: 3 movesdocker3 movessql: 3 movessql3 movesFlask: 3 movesFlask3 movesspacy: 3 movesspacy3 moves

Skills after Summarization

After SummarizationSummarization → python: 3 observed employer moves with this skill pairSummarization → aws sagemaker: 3 observed employer moves with this skill pairSummarization → GitHub Actions: 2 observed employer moves with this skill pairSummarization → T5: 2 observed employer moves with this skill pairSummarization → OpenAI: 2 observed employer moves with this skill pairSummarization → NLP: 2 observed employer moves with this skill pairSummarization → testing: 2 observed employer moves with this skill pairSummarization → azure ml: 2 observed employer moves with this skill pairSummarizationpython: 3 movespython3 movesaws sagemaker: 3 movesaws sagemaker3 movesGitHub Actions: 2 movesGitHub Actions2 movesT5: 2 movesT52 movesOpenAI: 2 movesOpenAI2 movesNLP: 2 movesNLP2 movestesting: 2 movestesting2 movesazure ml: 2 movesazure ml2 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: Tableau4
Before: scikit-learn3
Before: python3
Before: nltk3
Before: docker3
Before: sql3
Before: Flask3
Before: spacy3
After: python3
After: aws sagemaker3
After: GitHub Actions2
After: T52
After: OpenAI2
After: NLP2
After: testing2
After: azure ml2

Roles most likely to require Summarization

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

RolePostings mentioning skill% of role postings mentioning skill
ML Scientist37.5%
AI Manager14.3%
AI Analyst13.1%
AI Research Engineer22.9%
AI Research Scientist22.6%
Data Engineering Intern12.3%
Technology Architect11.8%
Data Science Director11.6%
AI Training Expert11.5%
Sales Operations Analyst11.5%

Roles with the most Summarization postings

RolePostings mentioning skillShare of skill postings
Software Engineer1512.1%
Data Scientist1310.5%
Product Manager86.5%
AI Engineer75.6%
Program Manager54.0%
ML Scientist32.4%
AI Implementation Engineer21.6%
AI Research Engineer21.6%
AI Research Scientist21.6%
Automation Engineer21.6%

Top companies posting jobs requiring Summarization

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

Top companies posting jobs requiring Summarization
CompanyPostings · 90 days
OpenBrain10
Netflix5
Snowflake5
Barclays4
Elsevier4
Warner Bros.3
Toast2
Yubi2
Included Health2
Axon2

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 Summarization

NamePostingsShare
Boston75.6%
Warsaw54.0%
Pune43.2%
Seattle43.2%
Bengaluru32.4%
Hyderabad32.4%
Alpharetta21.6%
Atlanta21.6%
Costa Mesa21.6%

Skills commonly paired with Summarization

Python (48)LLMs (25)classification (22)machine learning (21)prompt engineering (20)RAG (18)Natural language processing (17)Java (16)NLP (14)embeddings (14)

Explore related pages

How this was computed

Weekly job-count charts omit the incomplete current week (weeks start Monday, UTC). Totals include all postings in the stated window. Counts derive from the Skillenai jobs index over the 90 days ending 2026-10-30. 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 Summarization by all postings for each role in the same window, ranking roles with at least 20 postings. Role distribution divides each role’s Summarization postings by all Summarization 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). An adjusted trend is not shown because comparable posting coverage is insufficient.

source
Skillenai jobs index, deduplicated daily
entity_id
113adbf83df2623e
data_as_of
2026-10-30
window_days
90
Compiled by Jared Rand · Data sourced from the Skillenai labor market index