Borrowing Base Reporting: Contract Analysts, Automation, or Both

Warehouse loading dock at dusk with stacked pallets of boxes and a lit second-floor office where an analyst works, collateral behind borrowing base reporting

By Khurram Tehseen, FSA, Founder and Principal at Operating Alpha Staff certificate review with contract analysts while verification is automated, then shrink the bench as each field goes live. A two-seat bridge, one mid-level financial analyst and one mid-level data analyst, models at about $92,000 for three months at national medians (KORE1 Contract Rate Index … Read more

Four Dollars of People for Every Dollar of Technology: Staffing the People Side of an AI Budget

Overhead view of a table with one orange notebook alone and four people working together on laptops and papers

By Robert Ardell, Co-Founder and Strategic Advisor, KORE1 Bain finds that for every dollar companies spend on technology, four go to people and process, and on an AI program that people spend is data engineering, integration, and governance work. Those seats are contract-shaped. A mid-level contract data engineer bills $98 to $122 an hour nationally, … Read more

Cut for AI, Work Still There: Bridging the Gap With Contractors Instead of Rehiring

Orange temporary plank walkway spanning a gap in an office floor between two identical desk clusters, representing a contractor bridge after AI layoffs

By Jennifer Burdick, Recruiting Manager, KORE1 If AI did not absorb the work you cut, bridge with contractors before you rehire permanent staff. Orgvue found that 55% of leaders who made AI-driven redundancies admit they made the wrong decisions, and Careerminds found that 52.1% of HR leaders rehired eliminated roles within six months. A contractor … Read more

Who Owns the Model? Splitting AI Ownership Across Engineering, Data, and Product

Empty meeting room with a wall of blank sticky notes divided into four quadrants by crossing strips of burnt orange tape, above a light oak table with three gray chairs

By Kris Drouet, Engineering Executive, in partnership with KORE1 AI ownership works when each decision about a model gets one named owner, with product defining a correct answer, data owning what the model learns from, and engineering owning what ships and what rolls back. That split is the core of an AI operating model. Hand … Read more

The IMF’s AI ‘Slow Tsunami’: What 60% of Jobs Changing Means for Your Hiring Plan

A lone figure in a dark coat on a concrete breakwater watching a slow ocean swell roll in at dawn, a metaphor for the IMF warning on AI and jobs

By Devin Hornick, Co-Founder and Partner, KORE1 The IMF estimates AI will touch about 40% of jobs worldwide and 60% in advanced economies, but roughly half of those exposed jobs gain from it, so your real decision is which roles get augmented, downgraded, or cut. Kristalina Georgieva said it out loud on Monday in Bangkok, … Read more

AI Implementation Failure: Which Private Credit AI Pilots to Kill, and How to Decide

Empty boardroom at dusk with chairs pushed back and dimmed bar shapes on the wall screen after an AI pilot review

By Khurram Tehseen, FSA, Founder and Principal at Operating Alpha Kill any AI pilot that has no financial owner, cannot name the credit decision it changes, or has never been scored against a result that already happened. Most AI implementation failure in private credit is a pilot that nobody had the standing to stop. The … Read more