Measured, not surveyed

The most in-demand skills by role, August 2026

We index job postings continuously. This report counts what 30,706 of them actually named in August 2026 — no survey, no panel, no opinion. Every share below is shown with the number of postings behind it.

Most in-demand Business skills

1,026 postings measured in August 2026.

Terms most named by Business postings in August 2026
TermShare of postingsvs all roles
Project Manager17.3% (177)8.2x
SOPs9.1% (93)3.5x
PMP8.3% (85)5.3x
Coordinator7.4% (76)3.4x
Administrator7.3% (75)3.7x
follow-through6.6% (68)3.4x
project plans6.2% (64)5.0x
operational processes5.4% (55)3.9x
Operations Manager5.2% (53)6.4x
operational support5.0% (51)3.6x
Asana4.5% (46)4.4x
project coordination4.3% (44)6.7x
action items4.2% (43)4.8x
operational performance4.2% (43)4.4x

Most in-demand Customer Service skills

1,221 postings measured in August 2026.

Terms most named by Customer Service postings in August 2026
TermShare of postingsvs all roles
customer service41.8% (510)4.6x
phone31.7% (387)3.9x
calls28.3% (346)3.2x
Customer Success27.6% (337)3.6x
inquiries24.0% (293)4.8x
customer support20.0% (244)7.8x
account management18.7% (228)3.7x
inbound16.0% (195)4.3x
customer satisfaction16.0% (195)3.4x
chat15.8% (193)6.8x
Representative15.1% (184)3.5x
high school14.6% (178)3.6x
technical support13.2% (161)4.7x
call center12.9% (158)10.9x

Most in-demand Data skills

787 postings measured in August 2026.

Terms most named by Data postings in August 2026
TermShare of postingsvs all roles
Python56.9% (448)4.6x
SQL53.1% (418)5.7x
analytics50.3% (396)3.2x
models50.1% (394)3.0x
pipelines42.8% (337)4.2x
modeling31.8% (250)4.8x
machine learning30.2% (238)7.4x
data science29.4% (231)7.7x
datasets26.4% (208)8.3x
BI25.2% (198)6.7x
data quality24.1% (190)7.2x
ML22.4% (176)8.3x
data engineering21.9% (172)8.7x
data pipelines21.1% (166)8.0x

Most in-demand Design skills

361 postings measured in August 2026.

Terms most named by Design postings in August 2026
TermShare of postingsvs all roles
portfolio63.2% (228)4.5x
visual59.8% (216)11.4x
creative56.2% (203)4.3x
Figma47.6% (172)33.6x
user46.3% (167)3.8x
ideas41.3% (149)3.2x
brand40.4% (146)4.0x
consistency36.0% (130)4.7x
UX34.3% (124)16.9x
Adobe32.7% (118)11.7x
craft31.9% (115)8.3x
product design30.5% (110)28.9x
interaction30.5% (110)6.9x
usability28.8% (104)17.8x

Most in-demand Human Resources skills

615 postings measured in August 2026.

Terms most named by Human Resources postings in August 2026
TermShare of postingsvs all roles
HR33.7% (207)5.5x
administrative30.4% (187)5.2x
Assistant27.2% (167)9.9x
sourcing25.5% (157)7.8x
recruiter24.6% (151)3.6x
Talent Acquisition24.2% (149)4.6x
confidential20.0% (123)4.5x
discretion18.0% (111)5.6x
Human Resources16.9% (104)7.1x
ATS16.7% (103)21.0x
calendar16.7% (103)5.5x
maintain accurate16.6% (102)3.8x
full-cycle15.1% (93)13.7x
administrative support14.6% (90)10.1x

Most in-demand Marketing skills

1,145 postings measured in August 2026.

Terms most named by Marketing postings in August 2026
TermShare of postingsvs all roles
content56.6% (648)4.3x
campaigns50.7% (581)7.7x
brand40.2% (460)3.9x
media39.4% (451)3.9x
channels33.1% (379)4.9x
messaging31.0% (355)4.9x
B2B30.7% (352)4.1x
audience25.3% (290)6.4x
social media23.3% (267)5.8x
digital marketing19.1% (219)10.7x
Product Marketing17.5% (200)9.5x
pages15.7% (180)8.6x
funnel15.7% (180)7.0x
SEO15.3% (175)9.1x

Most in-demand Product skills

901 postings measured in August 2026.

Terms most named by Product postings in August 2026
TermShare of postingsvs all roles
roadmap55.0% (496)6.1x
define53.7% (484)3.7x
product management51.4% (463)11.9x
Product Manager47.7% (430)23.0x
user42.8% (386)3.5x
features32.4% (292)3.1x
launch28.5% (257)4.5x
Agile27.2% (245)3.4x
product strategy25.5% (230)13.3x
discovery25.1% (226)3.5x
prioritization23.9% (215)4.5x
backlog19.9% (179)11.0x
defining19.4% (175)4.0x
product development17.5% (158)4.3x

Most in-demand Sales skills

2,972 postings measured in August 2026.

Terms most named by Sales postings in August 2026
TermShare of postingsvs all roles
pipeline46.4% (1,379)3.4x
selling36.6% (1,088)4.8x
CRM36.1% (1,073)3.6x
targets28.9% (859)3.6x
business development24.7% (734)4.4x
prospecting23.0% (684)7.3x
closing22.8% (678)4.1x
deals22.0% (654)4.4x
prospects20.2% (600)5.7x
consultative20.1% (597)4.6x
outbound19.3% (574)5.0x
Account Executive17.6% (523)7.1x
account management16.6% (493)3.3x
sales cycle15.9% (473)6.7x

Most in-demand Software Development skills

4,080 postings measured in August 2026.

Terms most named by Software Development postings in August 2026
TermShare of postingsvs all roles
APIs31.1% (1,269)3.4x
AWS29.9% (1,220)3.4x
CI/CD27.9% (1,138)4.1x
developer25.2% (1,028)3.6x
software engineering23.7% (967)4.0x
backend22.9% (934)4.4x
coding22.5% (918)3.5x
software development22.0% (898)3.5x
JavaScript20.5% (836)4.8x
observability19.5% (796)3.8x
DevOps19.2% (783)3.8x
Kubernetes19.1% (779)4.0x
Software Engineer17.1% (698)5.2x
distributed systems15.3% (624)4.3x

How this was measured

Every posting we indexed in August 2026 with a usable description was read once and its terms counted — 30,706 in total. A term is listed for a role when it appears in at least 3% of that role's postings, comes from at least four different employers, and is used more there than across the corpus as a whole. That last column is the ratio: 3.5x means postings in that role name the term three and a half times as often as the average posting does.

Nothing here is drawn from a fixed list of skills. Terms are found by counting what postings say, so a tool that did not exist last year appears as soon as employers start naming it. Words that every posting uses regardless of role are excluded automatically, by measuring them against the whole corpus rather than by maintaining a stopword list.

What this is not

These are the postings we indexed, not the job market. The corpus is drawn from public job boards and company career pages, so it leans toward remote and technology roles, and toward employers who post publicly. Read it as “30,706 postings we measured said this”, never as “30,706 jobs require this”. Roles with too few postings to report are left out entirely rather than shown with a small-sample percentage.

Common questions

What skills are most in demand for Business roles?
Across the 1,026 Business postings we indexed in August 2026, the most frequently named were Project Manager (17.3% of postings), SOPs (9.1% of postings), PMP (8.3% of postings), Coordinator (7.4% of postings), Administrator (7.3% of postings).
What skills are most in demand for Customer Service roles?
Across the 1,221 Customer Service postings we indexed in August 2026, the most frequently named were customer service (41.8% of postings), phone (31.7% of postings), calls (28.3% of postings), Customer Success (27.6% of postings), inquiries (24.0% of postings).
What skills are most in demand for Data roles?
Across the 787 Data postings we indexed in August 2026, the most frequently named were Python (56.9% of postings), SQL (53.1% of postings), analytics (50.3% of postings), models (50.1% of postings), pipelines (42.8% of postings).
What skills are most in demand for Design roles?
Across the 361 Design postings we indexed in August 2026, the most frequently named were portfolio (63.2% of postings), visual (59.8% of postings), creative (56.2% of postings), Figma (47.6% of postings), user (46.3% of postings).
What skills are most in demand for Finance / Legal roles?
Across the 880 Finance / Legal postings we indexed in August 2026, the most frequently named were accounting (54.0% of postings), prepare (32.7% of postings), controls (32.3% of postings), tax (26.0% of postings), transactions (24.2% of postings).
What skills are most in demand for Human Resources roles?
Across the 615 Human Resources postings we indexed in August 2026, the most frequently named were HR (33.7% of postings), administrative (30.4% of postings), Assistant (27.2% of postings), sourcing (25.5% of postings), recruiter (24.6% of postings).

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