Data & Analytics for Job Seekers
Hiring trends, salary benchmarks, and skills demand for Data & Analytics roles across all markets.
9,787+
Jobs tracked
9
Cities covered
London Data & Analytics -- Job Seeker Guide
AI appears in 15% of tracked roles as a skill requirement, and AI and Machine Learning is the fastest-growing industry segment (+3.0pp). Pairing Python (35%) and SQL (33%) with AI/ML capabilities posi...
London Data & Analytics -- Job Seeker Guide
Python (34%) and SQL (31%) remain the two most requested skills among tracked roles, and the Python + SQL pair appears in 21% of postings. Ensure these are front and center on your CV, with concrete p...
AI Skills Are Reshaping London's Data Hiring Market
London's data job market is shifting toward AI-heavy roles. ML Engineer now accounts for 22% of tracked specializations, overtaking Data Engineer (20%) for the first time. AI appeared in 10% of skill mentions and LLMs in 6%, while Python and SQL remain the foundational pair at 34% and 31% respectively.
From Data Analyst to Data Engineer: Consumer to Producer
A third of data engineering skills overlap with analyst roles, but the other two-thirds are almost entirely infrastructure. Here's what the market data shows about making the transition.
From Data Scientist to ML Engineer: When SQL Stops Being the Point
SQL appears in 85% of data scientist roles and 19% of ML engineer postings. The transition is fundamentally about moving from the analytical layer to the systems layer.
Emerging Skills Radar: What Companies Are Actually Hiring For
The gap between what the AI conversation emphasises and what hiring managers actually screen for is wider than most people assume. LLM appears in 16% of descriptions while context engineering barely registers.
Hidden Job Families: The Roles Nobody Talks About
Project and programme managers together account for 4,229 postings -- 37% of all tracked roles. Analytics engineering, growth PM, and platform PM are substantial markets with distinct profiles that rarely feature in career advice.
Monthly Market Pulse: January-February 2026
Delivery management is surging while data and product roles cool. Project manager postings nearly doubled (+95%), while technical PM dropped 65% and data engineering fell 47%.
The Seniority Skills Ladder: How Skill Requirements Change as You Level Up
Leveling up is defined as much by what drops off your requirements as by what gets added. SQL drops 9 points from junior to senior. AI climbs 5 points. Seniority is a move from tools to judgment.
New York City
View full New York City Data & Analytics report →New York Data & Analytics -- Job Seeker Guide
With 27% of roles focused on ML Engineering and a median salary of $229,500 among those with disclosed pay, investing in production ML skills (PyTorch, model deployment, MLOps) likely offers a strong ...
New York Data & Analytics -- Job Seeker Guide
These sectors account for 25% of roles. Capital One alone has 7% of tracked postings, suggesting active hiring programs.
AI Skills Are Reshaping London's Data Hiring Market
London's data job market is shifting toward AI-heavy roles. ML Engineer now accounts for 22% of tracked specializations, overtaking Data Engineer (20%) for the first time. AI appeared in 10% of skill mentions and LLMs in 6%, while Python and SQL remain the foundational pair at 34% and 31% respectively.
From Data Analyst to Data Engineer: Consumer to Producer
A third of data engineering skills overlap with analyst roles, but the other two-thirds are almost entirely infrastructure. Here's what the market data shows about making the transition.
From Data Scientist to ML Engineer: When SQL Stops Being the Point
SQL appears in 85% of data scientist roles and 19% of ML engineer postings. The transition is fundamentally about moving from the analytical layer to the systems layer.
Emerging Skills Radar: What Companies Are Actually Hiring For
The gap between what the AI conversation emphasises and what hiring managers actually screen for is wider than most people assume. LLM appears in 16% of descriptions while context engineering barely registers.
Hidden Job Families: The Roles Nobody Talks About
Project and programme managers together account for 4,229 postings -- 37% of all tracked roles. Analytics engineering, growth PM, and platform PM are substantial markets with distinct profiles that rarely feature in career advice.
Monthly Market Pulse: January-February 2026
Delivery management is surging while data and product roles cool. Project manager postings nearly doubled (+95%), while technical PM dropped 65% and data engineering fell 47%.
The Seniority Skills Ladder: How Skill Requirements Change as You Level Up
Leveling up is defined as much by what drops off your requirements as by what gets added. SQL drops 9 points from junior to senior. AI climbs 5 points. Seniority is a move from tools to judgment.
Denver Data & Analytics -- Job Seeker Guide
Invest in Airflow, Snowflake, and dbt skills alongside Python and SQL. These tools appear in 10-11% of postings and are frequently paired together, reflecting the leading data infrastructure pattern i...
Denver Data & Analytics -- Job Seeker Guide
27% of tracked roles include employer-disclosed salary ranges. Where available, use these figures to benchmark expectations before negotiating.
AI Skills Are Reshaping London's Data Hiring Market
London's data job market is shifting toward AI-heavy roles. ML Engineer now accounts for 22% of tracked specializations, overtaking Data Engineer (20%) for the first time. AI appeared in 10% of skill mentions and LLMs in 6%, while Python and SQL remain the foundational pair at 34% and 31% respectively.
From Data Analyst to Data Engineer: Consumer to Producer
A third of data engineering skills overlap with analyst roles, but the other two-thirds are almost entirely infrastructure. Here's what the market data shows about making the transition.
From Data Scientist to ML Engineer: When SQL Stops Being the Point
SQL appears in 85% of data scientist roles and 19% of ML engineer postings. The transition is fundamentally about moving from the analytical layer to the systems layer.
Emerging Skills Radar: What Companies Are Actually Hiring For
The gap between what the AI conversation emphasises and what hiring managers actually screen for is wider than most people assume. LLM appears in 16% of descriptions while context engineering barely registers.
Hidden Job Families: The Roles Nobody Talks About
Project and programme managers together account for 4,229 postings -- 37% of all tracked roles. Analytics engineering, growth PM, and platform PM are substantial markets with distinct profiles that rarely feature in career advice.
Monthly Market Pulse: January-February 2026
Delivery management is surging while data and product roles cool. Project manager postings nearly doubled (+95%), while technical PM dropped 65% and data engineering fell 47%.
The Seniority Skills Ladder: How Skill Requirements Change as You Level Up
Leveling up is defined as much by what drops off your requirements as by what gets added. SQL drops 9 points from junior to senior. AI climbs 5 points. Seniority is a move from tools to judgment.
San Francisco
View full San Francisco Data & Analytics report →San Francisco Data & Analytics -- Job Seeker Guide
With 36% of roles seeking ML Engineers, investment in production ML skills offers the strongest job security. Focus on Python (53% demand), PyTorch (11%), and MLOps tools like Airflow (11%). The combi...
San Francisco Data & Analytics -- Job Seeker Guide
With 40% of positions being ML Engineer roles, candidates with PyTorch, TensorFlow, and LLM experience are well-positioned in this market.
AI Skills Are Reshaping London's Data Hiring Market
London's data job market is shifting toward AI-heavy roles. ML Engineer now accounts for 22% of tracked specializations, overtaking Data Engineer (20%) for the first time. AI appeared in 10% of skill mentions and LLMs in 6%, while Python and SQL remain the foundational pair at 34% and 31% respectively.
From Data Analyst to Data Engineer: Consumer to Producer
A third of data engineering skills overlap with analyst roles, but the other two-thirds are almost entirely infrastructure. Here's what the market data shows about making the transition.
From Data Scientist to ML Engineer: When SQL Stops Being the Point
SQL appears in 85% of data scientist roles and 19% of ML engineer postings. The transition is fundamentally about moving from the analytical layer to the systems layer.
Emerging Skills Radar: What Companies Are Actually Hiring For
The gap between what the AI conversation emphasises and what hiring managers actually screen for is wider than most people assume. LLM appears in 16% of descriptions while context engineering barely registers.
Hidden Job Families: The Roles Nobody Talks About
Project and programme managers together account for 4,229 postings -- 37% of all tracked roles. Analytics engineering, growth PM, and platform PM are substantial markets with distinct profiles that rarely feature in career advice.
Monthly Market Pulse: January-February 2026
Delivery management is surging while data and product roles cool. Project manager postings nearly doubled (+95%), while technical PM dropped 65% and data engineering fell 47%.
The Seniority Skills Ladder: How Skill Requirements Change as You Level Up
Leveling up is defined as much by what drops off your requirements as by what gets added. SQL drops 9 points from junior to senior. AI climbs 5 points. Seniority is a move from tools to judgment.
Singapore Data & Analytics -- Job Seeker Guide
With ML Engineers leading demand at 25%, focus on practical experience with production ML systems, not just model building.
AI Skills Are Reshaping London's Data Hiring Market
London's data job market is shifting toward AI-heavy roles. ML Engineer now accounts for 22% of tracked specializations, overtaking Data Engineer (20%) for the first time. AI appeared in 10% of skill mentions and LLMs in 6%, while Python and SQL remain the foundational pair at 34% and 31% respectively.
From Data Analyst to Data Engineer: Consumer to Producer
A third of data engineering skills overlap with analyst roles, but the other two-thirds are almost entirely infrastructure. Here's what the market data shows about making the transition.
From Data Scientist to ML Engineer: When SQL Stops Being the Point
SQL appears in 85% of data scientist roles and 19% of ML engineer postings. The transition is fundamentally about moving from the analytical layer to the systems layer.
Emerging Skills Radar: What Companies Are Actually Hiring For
The gap between what the AI conversation emphasises and what hiring managers actually screen for is wider than most people assume. LLM appears in 16% of descriptions while context engineering barely registers.
Hidden Job Families: The Roles Nobody Talks About
Project and programme managers together account for 4,229 postings -- 37% of all tracked roles. Analytics engineering, growth PM, and platform PM are substantial markets with distinct profiles that rarely feature in career advice.
Monthly Market Pulse: January-February 2026
Delivery management is surging while data and product roles cool. Project manager postings nearly doubled (+95%), while technical PM dropped 65% and data engineering fell 47%.
The Seniority Skills Ladder: How Skill Requirements Change as You Level Up
Leveling up is defined as much by what drops off your requirements as by what gets added. SQL drops 9 points from junior to senior. AI climbs 5 points. Seniority is a move from tools to judgment.
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