Compare the skills named in role descriptions and qualifications on each remote board. The useful comparison is within a field; pooled counts across different professions would hide that context.
How to read this comparison
Each board has its own denominator: current visible roles with substantive descriptions or qualifications. The full board reports link to example roles from separate employers where possible. These are observed mentions, not a measure of the whole labor market or a prediction of future hiring.
Design
61 of 61 roles with substantive text · 50 employers
Figma
21 of 61 roles · 18 employers
Use Figma to take flows from early concepts to interactive prototypes and prepare designs for engineering handoff.
Prototyping
20 of 61 roles · 15 employers
Create quick prototypes, interaction studies, and specifications that clarify complex workflows before delivery.
Interaction design
11 of 61 roles · 9 employers
Shape end-to-end flows, information architecture, and interaction behavior for complex product experiences.
Work crossing into this field
Front-end fluency and code-based prototyping: 9 of 61 roles · 8 employers
Use front-end concepts or code to prototype or work with engineers as designs move into implementation. Some listings name HTML/CSS, React, or AI coding tools.
AI skill signal
AI-assisted design and prototyping: 6 of 61 roles · 6 employers
Use or understand AI tools in the design process. Some listings specifically ask for AI-assisted code and interactive prototypes.
Engineering
124 of 124 roles with substantive text · 25 employers
TypeScript
64 of 124 roles · 19 employers
Build server and product features in TypeScript, often alongside Node.js and React, across frontend and backend boundaries.
React
62 of 124 roles · 17 employers
Ship product interfaces and reusable components in React or React Native while working closely with design and engineering.
AWS
47 of 124 roles · 15 employers
Build and operate AWS-hosted systems, including cloud infrastructure, serverless services, and event-driven applications.
AI skill signal
AI-assisted software development: 14 of 124 roles · 7 employers
Use AI coding tools in daily development and understand their limits rather than accepting output without review.
Product
38 of 38 roles with substantive text · 17 employers
Roadmapping
28 of 38 roles · 12 employers
Turn customer feedback and quantitative signals into priorities, product plans, and platform roadmap decisions.
Go-to-market
9 of 38 roles · 6 employers
Partner with go-to-market teams on launches, customer education, conversion, and retention.
Product analytics
3 of 38 roles · 3 employers
Use product data and analysis tools to understand behavior and support prioritization decisions.
AI skill signal
AI product delivery: 6 of 38 roles · 4 employers
Decide where AI or agentic workflows solve customer problems and guide cross-functional teams through delivery.
Data
28 of 28 roles with substantive text · 16 employers
SQL
25 of 28 roles · 14 employers
Write and tune SQL for large datasets, validate pipeline outputs, and own the logic behind reported numbers.
Python
16 of 28 roles · 11 employers
Analyze data or build production pipelines in Python, depending on the role and its data volume.
Snowflake
11 of 28 roles · 9 employers
Work with Snowflake or comparable warehouses as part of analytics pipelines and data delivery.
AI skill signal
AI-assisted analysis: 6 of 28 roles · 4 employers
Use AI or LLM workflows to accelerate analysis and operational triage while checking accuracy and choosing suitable automation.
Marketing
37 of 37 roles with substantive text · 20 employers
Experimentation
11 of 37 roles · 7 employers
Test channel, creative, or lifecycle changes and use measurement to judge their incremental effect.
HubSpot
9 of 37 roles · 8 employers
Use HubSpot or a similar CRM and marketing automation tool to run workflows and measure performance.
Lifecycle marketing
3 of 37 roles · 3 employers
Build segmented email and CRM programs focused on customer activation, retention, and ongoing engagement.
AI skill signal
Specific AI-skill mentions do not yet reach the three-role, three-employer threshold on this board. The full report describes limited mentions without calling them a trend.
Sales
108 of 108 roles with substantive text · 24 employers
Prospecting
32 of 108 roles · 15 employers
Source, qualify, and contact prospects through outbound work, turning early conversations into pipeline.
Pipeline management
24 of 108 roles · 13 employers
Maintain a reliable view of deal stages, account health, and forecasts for the sales team.
Salesforce
15 of 108 roles · 6 employers
Keep CRM records accurate so leaders can see deal progress, account health, and reliable forecasts.
AI skill signal
AI product fluency: 20 of 108 roles · 3 employers
Understand AI and LLM products and developer ecosystems well enough to discuss their fit with buyers and partners.
Most mentions come from one employer (17 of 20 roles).
How to read the findings
Start with the role family you care about. Open its full baseline and the linked listings to see the employer’s exact context. A skill name can refer to different responsibilities across fields and teams.
This is the first baseline under the current skills definitions. Monthly snapshots can establish a comparable series from this point forward; earlier skill labels were not measured the same way. City career boards use a different inventory and are not included in this comparison.
Read the reporting methodology