Skills & Capabilities
Skills Overview
A comprehensive view of technical and business capabilities, built across roles in data, product, and engineering. Each skill is mapped to real career evidence and market demand.
Core
Strong
Working
Gap
Product & Strategy
11 skillsProduct Strategy & Roadmapping
Core
76%
Agile & Scrum Methodologies
Strong
56%
Go-to-Market Strategy
Core
24%
Product Management & Lifecycle
Core
65%
Backlog & Requirements Management
Strong
24%
A/B Testing & Experimentation
Strong
21%
User Research & UX
Strong
24%
Product-Led Growth (PLG)
Core
15%
Jira & Confluence
Working
15%
0-to-1 Product Launches
Core
15%
Prototyping & Design Tools
Working
15%
Technical
16 skillsAI/ML & LLM Integration
Strong
59%
Data-Driven Decision Making & Analytics
Core
50%
API Design & Integrations
Working
41%
SQL & Data Querying
Core
26%
Python
Strong
15%
Data Pipelines & ETL
Core
18%
Platform Architecture & Engineering
Strong
32%
Cloud Platforms (AWS/GCP/Azure)
Working
21%
RAG & Agentic AI Architectures
Working
21%
Prompt Engineering
Working
15%
Data Governance & Quality
Working
18%
Microservices & Distributed Systems
Gap
21%
Data Warehousing & BI Tools
Strong
18%
Web Scraping & Data Collection
Core
3%
Product Analytics Tools (Mixpanel/GA4/PostHog)
Core
12%
NLP & Text Analytics
Working
12%
Business & Operations
9 skillsDigital Transformation
Strong
24%
Revenue Growth & Monetization
Core
24%
P&L Ownership & Business Metrics
Core
21%
OKR & KPI Management
Strong
18%
Market Research & Analysis
Strong
15%
Fundraising & Investor Relations
Core
6%
Sales & Business Development
Core
15%
Content Strategy & Brand Campaigns
Strong
12%
Offline & Field Operations
Core
6%
Tools & Platforms
9 toolsPostHog
AnalyticsMixpanel
AnalyticsFigma
DesignStatsig
ExperimentationHightouch
Reverse ETLMake
AutomationSemrush
SEOGA4
AnalyticsUserGuiding
Onboarding