Insights
For Job Seekers
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.
Denver Project & Delivery -- Job Seeker Guide
With 57% of tracked roles fully remote and another 26% flexible, Denver delivery candidates can access a wide range of opportunities without relocating. Highlight remote collaboration skills and distr...
Denver Product Management -- Job Seeker Guide
With 62% remote availability, Denver-based roles offer access to talent nationwide. Position yourself for remote-first companies if location flexibility matters.
From Core PM to AI/ML PM: Two Ways AI Is Changing Product Management
AI already appears in 21% of core PM postings. But AI/ML PM roles require a deeper layer: understanding LLMs, model evaluation, and build-versus-buy decisions for AI infrastructure.
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%.
From Project Manager to Programme Manager: Same Skills, Bigger Canvas
Ten of fifteen top skills overlap between project and programme managers. The transition is about scope and seniority, not new technical skills, with a 33% salary premium.
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.
For Employers
Denver Data & Analytics -- Employer Benchmarks
With 67% of roles already remote, simply offering remote work is table stakes. Differentiate through other factors: async-first culture, equipment stipends, co-working allowances, or quarterly in-pers...
Denver Data & Analytics -- Employer Benchmarks
With 69% of roles offering remote work, on-site requirements may limit your candidate pool considerably.
Denver Project & Delivery -- Employer Benchmarks
With 57% of tracked delivery roles fully remote and only 4% onsite, employers requiring in-office presence may face a smaller candidate pool. Consider flexible arrangements to remain competitive for p...
Denver Product Management -- Employer Benchmarks
With 62% of tracked roles offering remote work, in-office requirements may meaningfully limit your candidate pool.
Competitive Hiring Benchmarks: Is Your Job Spec Aligned with the Market?
If your data engineer posting lists 20 required skills, the market median is 11. If you're offering onsite-only for an ML role, 74% of competing postings offer remote or hybrid.
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.
Fill Rate Intelligence: How Long Does It Actually Take to Hire?
The median time to fill is 33 days across all roles. Project managers fill fastest at 30 days. ML engineers take longest at 36. These benchmarks exist, but most hiring managers operate without them.
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.
Skills Inflation Tracker: Are Employers Asking for More Than They Used To?
The skills inflation narrative is overstated. Average skills per posting held steady at 9.4-9.6 across all roles. AI skill demands have stabilised at roughly a third of all postings.
Talent Pool Sizing: Where the Demand Is and Who's Driving It
Google alone accounts for 9.4% of all programme manager postings. The data engineer market is so fragmented that no employer holds more than 2.1%. These concentration patterns shape hiring strategy.
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