--- title: "Expert-Labeled Data Release: March 2026 | Findem" description: "This month's expert-labeled data release expands coverage across enterprise sales, global languages, technology certifications, finance, & technical experience." url: "https://www.findem.ai/blog/insights-expert-labeled-data-march-2026" --- # Expert-labeled data release for March 2026 ← Back to blog Madeline Andrews Head of Insights April 3, 2026 Findem released a new wave of expert-labeled attributes in March 2026, expanding how talent teams understand people across go-to-market specialization, technical experience, certifications, education, finance, executive leadership, and global language coverage. These attributes come from Findem’s [Labeling Engine](https://www.findem.ai/platform/data-labeling-engine), which produces the [Success Signals](https://www.findem.ai/why-findem/success-signals) that reveal a person’s real capabilities, trajectory, and potential. This foundation helps talent teams move beyond surface-level keywords to identify the deeper context that matters for hiring decisions. Most HR tech still relies heavily on self-reported profiles and [general-purpose AI trained on shallow data](https://www.findem.ai/guides-and-infographics/domain-specific-ai-talent-decisions). Findem adds richer company context and multi-layered structure to surface the specific skills and experiences that better predict fit and impact. This release adds new depth and breadth across millions of professionals. ## Go-to-market and industry specialization ### Enterprise, infrastructure, and financial-services sales This release expands coverage across high-value sales experience, making it easier to identify professionals with domain-specific commercial expertise. - **16.5M+** professionals with **enterprise sales experience** - **13M+** professionals with **BFSI experience (Banking, Financial Services, and Insurance)** - **4.8M+** professionals with **5+ years of sales leadership experience** - **3.6M+** professionals with **sales experience in the BFSI/FSI domain** These attributes help teams target candidates who understand complex buying cycles, regulated industries, technical product environments, and revenue leadership at scale. ## Language and global market reach ### Stated language proficiency New and expanded language attributes improve how teams identify candidates with explicitly stated multilingual capabilities across major global markets. - **20.5M+** professionals with **Spanish** stated on profile - **15.2M+** with **French** - **10.1M+** with **German** - **5.1M+** with **Italian** - **2.8M+** with **Arabic** - **1.5M+** with **Japanese** - **590K+** with **Hebrew** These signals are especially valuable for teams hiring into customer-facing, regional, multilingual, and globally distributed roles. ## Certifications and platform expertise ### Technology and admin certifications This release adds stronger coverage of certifications tied to enterprise platforms, cloud administration, endpoint management, analytics, and IT operations. - **3.0M+** professionals with a **Data Analytics certification** - **506K+** with **Microsoft 365 Administrator** - **775+** with **ServiceNow Integration Hub Implementation Specialist** - **96K+** with **ServiceNow Certified System Administrator (CSA)** - **42K+** with a **JAMF certification** - **10K+** with **JAMF 300 Certification** - **1.7K+** with **JAMF 370 Certification** - **10K+** with **JAMF 400 Certification** - **7K+** with **Genesys Cloud CX Certification** - **7K+** with **Endpoint Administrator** These attributes strengthen searches for candidates who bring validated expertise in widely used enterprise systems and support environments where certification-backed knowledge matters. ## Current role and leadership signals ### Live role coverage and executive scope This release also expands current-role visibility across technical, analytical, and [executive leadership](https://www.findem.ai/platform/executive-search) positions. - **4.8M+** professionals currently working as **Data Analysts** - **59K+** currently working as **ServiceNow Developers** - **30K+** current **CEOs of public companies** - **76K+** current or past **CEOs of public companies** These signals help teams quickly isolate talent with highly relevant current role execution, especially for specialized technical searches and leadership hiring. ## Finance experience and career-stage segmentation ### Financial Analyst experience by tenure New finance attributes add more precise segmentation for Financial Analyst talent by years of experience. - **1.3M+** professionals with **0–2 years** of Financial Analyst experience - **1.1M+** with **2–5 years** - **400K+** with **5–8 years** - **400K+** with **8+ years** This kind of tenure-based structure helps teams calibrate searches more precisely for early-career, mid-career, and highly experienced finance talent. ## Recent technical experience ### Programming and data-related experience in the last three years This release adds a broad set of recent technical experience attributes that improve precision for engineering and data searches. - **2.5M+** professionals with recent **SQL** experience - **2.5M+** with recent **Java** experience - **1.8M+** with recent **Python** experience - **1.3M+** with recent **C++** experience - **1.1M+** with recent **JavaScript** experience - **730K+** with recent **HTML** experience - **430K+** with recent **C#** experience - **380K+** with recent **PHP** experience - **150K+** with recent **XML** experience - **150K+** with recent **JSON** experience - **130K+** with recent **Bash** experience - **90K+** with recent **Ruby** experience - **28K+** with recent **Swift** experience These attributes are especially useful when teams need evidence of recent hands-on experience rather than legacy keywords from older parts of a profile. ## Education signals ### Advanced degree progression This release also adds visibility into candidates who are actively continuing their education. - **850K+** professionals actively pursuing a **Master’s degree** That makes it easier to identify candidates investing in continued specialization, advancement, and academic progression. ## Putting these attributes to work All attributes in this release are now live [across Findem](https://www.findem.ai/platform) and available in search, matching, rediscovery, insights, and [sourcing](https://www.findem.ai/products/talent-sourcing) workflows. Whether you need enterprise sellers, BFSI specialists, certified IT talent, current platform developers, finance professionals by career stage, multilingual candidates, or engineers with recent technical depth, these [Success Signals](https://www.findem.ai/why-findem/success-signals) bring more precision and context into every pipeline. When your AI is powered by verified, [expert-labeled data](https://www.findem.ai/why-findem/3d-data) instead of self-reported profiles, your team moves faster and makes decisions with more confidence. ## Recommended next reads October 9, 2026 ### [Your market map takes 7 to 14 days. The pitch is Thursday.](https://www.findem.ai/blog/executive-search-market-map-agent) Austin Belisle October 7, 2026 ### [Recruiting with MCP: Connecting agentic AI to your ATS](https://www.findem.ai/blog/mcp-for-recruiting-agentic-ai-ats) Austin Belisle October 2, 2026 ### [Your network is your firm's edge. Findem Studio turns it into warm intro paths.](https://www.findem.ai/blog/relationship-intelligence-findem-studio) Elan Keshen