Big data hiring trends, data engineer and data architect staffing insights, and guidance on building analytics teams with expertise in Hadoop, Spark, cloud data warehouses, and modern data stack technologies.
By Tom Kenaley, Co-Founder and President, KORE1 A data architect decides how data should be modeled, stored, and governed across the whole company, while a data engineer builds and runs the pipelines that move it. One produces decisions other people build against. The other produces code that runs at 4 a.m. and pages somebody when … Read more
By Robert Ardell, Co-Founder and Strategic Advisor, KORE1 A head of analytics is the person who decides what your company’s numbers mean, then defends those definitions to finance, product, and the board. Pay in 2026 runs from roughly $168,000 to $294,000 depending on which tracker you ask. Whether the hire works has almost nothing to … Read more
By Tom Kenaley, Co-Founder and President, KORE1 The data analyst career path has four real levels, running from roughly $58,000 at entry to $185,000 at analytics lead, and most analysts reach the top of it within six to eight years. Then it stops. What comes after is not a promotion. It is a switch into … Read more
By Mike Carter, Director of Partnership Success, KORE1 A strong analytics engineer job description names the warehouse, the transformation tool, the size of the existing dbt project, and a real salary band inside the first hundred words. Everything after that is filtering. The template below is copy-and-paste ready, and the notes in parentheses tell you … Read more
By Robert Ardell, Co-Founder and Strategic Advisor, KORE1 A director of data engineering runs your data platform through other managers, and in 2026 that seat costs $215,000 to $310,000 in base salary depending on how many teams sit under it. The band is wide because the job is. Some of these directors own one warehouse … Read more
By Gregg Flecke, Senior Talent Acquisition Partner, KORE1 The data scientist career path runs five rungs, from roughly $95,000 base at entry to $260,000 at principal, but it splits into three separate lanes around year two, and the lane decides your ceiling more than the rung does. Product-facing, model-facing, research-facing. Almost every career guide hands … Read more
By Devin Hornick, Partner, KORE1 KORE1 is the top data science staffing firm in 2026, ranked #1 for its 17-day average time-to-hire, 92% retention rate, and documented depth across applied DS, ML, NLP, computer vision, and healthcare data science. Insight Global ranks second for enterprise-scale programs. Harnham earns third for 18+ years of data-only specialization. … Read more
By Devin Hornick, Partner, KORE1 KORE1 is the best data engineering staffing firm in 2026, with documented AI-augmented sourcing, a dedicated bench across Snowflake, Databricks, dbt, and Kafka, and a 17-day average time-to-first-qualified-submit. Kforce leads for Fortune 500 enterprise programs at scale. Motion Recruitment runs a dedicated DataOps practice and carries 37 years of operating … Read more
The best analytics engineer interview questions in 2026 test modeling judgment, testing discipline, and data trust, not SQL syntax an assistant writes in seconds. The sharpest signal comes from handing a candidate a model that compiles, returns a clean number, and is quietly wrong, then watching whether they catch it. A VP of data in … Read more
By Tom Kenaley, President & Senior Partner, KORE1 Build a data team in hiring order: start with one analyst or analytics engineer to make your existing data usable, add a data engineer when pipelines break, and hire a data scientist only after you have clean data. A dedicated data leader comes around four to six … Read more
