thomasrayn

Finance leaders are entering 2026 with a wider operating brief than many companies used when they last hired a CFO. Deloitte’s Q4 2025 CFO Signals survey found that 87% of North American CFOs expect AI to be extremely or very important to finance operations in 2026, while 50% named digital transformation of finance as a top priority. Another 49% said automating processes so employees can focus on higher-value work is their leading finance talent priority. The Deloitte Q4 2025 CFO Signals survey shows why CFO hiring now has to test judgment around technology spending as carefully as reporting quality and capital decisions. The CFO mandate now reaches deeper into business decisions The role sits where investment choices meet operating performance. A CFO may own budgeting, cash flow, reporting, controls, and financing while also advising on AI spending, pricing, acquisition economics, workforce costs, and scenario planning. A search should begin with the decisions the incoming CFO mu...

  Healthcare hiring is showing a consistent pattern: demand is still growing while parts of the talent supply remain constrained. The U.S. Bureau of Labor Statistics projects healthcare and social assistance employment to rise 8.4% from 2024 to 2034, making it the fastest-growing major industry sector. Registered nursing alone is expected to generate about 189,100 openings each year during that period. At the same time, federal workforce projections continue to show shortages in parts of the nursing market. A second signal comes from the people already doing the work. The 2024 National Nursing Workforce Study found that more than 138,000 nurses had left the workforce since 2022, while almost 40% reported an intention to leave by 2029. Intentions don't guarantee future departures, and national projections don't describe every local labor market. Taken together, though, the findings suggest that healthcare employers are recruiting in a market where speed depends increasingly on...

  On May 2, 2022, Meta engineers published a detailed account of work on Cinder, a Python runtime created for Instagram’s large Django deployment. The team wasn’t solving a basic Python coding problem. It was dealing with bytecode execution, function-call overhead, type information, compiler behaviour, and production performance inside an unusually demanding application. Meta’s documented [Cinder JIT case] shows why a hiring brief that simply asks for “Python experience” can miss the skills a project actually needs. That distinction matters even more now because Python use continues to expand into different kinds of software work. GitHub reported about 2.6 million Python contributors in 2025, up 48.78% year over year, while Python was used in 582,196 AI-focused repositories, an increase of 50.7%. Those figures describe activity on GitHub rather than the entire developer market, but they show how widely Python now spans production software and AI work. A larger talent pool gives e...

Duluth’s labor market sits inside one of Georgia’s largest employment regions, which makes hiring both promising and competitive. The U.S. Census Bureau estimated Duluth’s population at 33,815 in July 2025, up 4.9% from its 2020 estimate base. Census data also shows that 73% of residents age 16 and older participated in the civilian labor force during 2020 to 2024. U.S. Census Bureau QuickFacts for Duluth, Georgia For employers, a large labor pool doesn’t automatically mean the right person is available when a role opens. Hiring needs vary by role difficulty, project duration, internal recruiting capacity, and the cost of leaving a position vacant. Staffing support has the most practical value when the hiring method matches the actual problem. Staffing support works best when the hiring problem is clearly defined A staffing agency searches, screens, and presents candidates based on requirements set by an employer. The arrangement may cover permanent placement, contract work, or a...

  An open healthcare role becomes an operational problem when coverage gaps begin affecting schedules, workload, or access to care. That pressure is unlikely to disappear through ordinary hiring alone. The U.S. Bureau of Labor Statistics healthcare employment projections show about 1.9 million openings per year across healthcare occupations from 2024 to 2034, including openings created when workers permanently leave an occupation. A vacancy therefore needs to be diagnosed before another job posting is added to the queue. Hiring leaders need to know whether they have a sourcing problem, a slow selection process, a licensing constraint, or a position that qualified candidates keep rejecting. Staffing agencies can shorten hiring time when they address the actual cause rather than treating every vacancy the same way. A vacancy becomes a staffing problem when the pattern repeats A normal vacancy creates temporary pressure while recruiters source candidates and managers complete i...

  Karrot’s Android team faced a practical problem in 2026. After expanding its marketplace into North America, the company found that 30% of users there had their devices set to a language other than English. The team wanted in-app translation, but the technical choice had consequences for translation quality, development time, device support, and ongoing cost. The resulting project offers a useful example for any company building AI features into an Android app. According to Google’s published Karrot Android case study , the team built its first proof of concept in under 3 hours and moved the feature into production in under 2 weeks. Karrot had more than 43 million registered users at the time, so the decision had to work beyond a small test environment. The case also shows why Android hiring now involves more than checking whether a developer knows Java or Kotlin. Teams building current mobile products need people who can judge where AI belongs, measure app performance, and u...