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As part of a Follow The Sun (FTS) team of global network engineers, you will engineer, automate, monitor, and support high-performance networks with extreme uptime requirements utilizing cutting-edge network technologies.</p>\n<p>Responsibilities:</p>\n<ul>\n<li>Engineer, operate, and implement enterprise network solutions across Market Data, low latency execution, datacenter, backbone, desktop connectivity, corporate Wi-Fi, and remote offices.</li>\n<li>Serve as an escalation point for critical issues, connecting the global team to key network challenges and advocating for the needs of the APAC region.</li>\n<li>Implement global standards and contribute to the network automation framework for deployment and operations.</li>\n<li>Provision connectivity to various exchanges and counterparty B2B connections within trading network environments.</li>\n<li>Train and mentor junior engineers while driving operational process improvements.</li>\n</ul>\n<p>Requirements:</p>\n<ul>\n<li>Minimum 3 years of hands-on experience in a network engineering role, with strong technical ownership in a global organisation, including DC/enterprise leaf-spine designs, WAN engineering, and enterprise QoS.</li>\n<li>Strong knowledge of BGP, OSPF/IS-IS, multicast, and Trading Network implementation &amp; operations.</li>\n<li>Working knowledge of Internet Perimeter designs with Firewalls, Load Balancers, Proxies, and SD-WAN technologies.</li>\n<li>Proficiency with packet capture analysis and monitoring tools (e.g., FMAD, Corvil, Grafana, Prometheus).</li>\n<li>An &quot;Automation First&quot; mindset with exposure to Python or Go for network automation and tooling.</li>\n</ul>","enriched_at":1785792040002},{"id":"job_fa080e47-3a4","title":"Security Engineer","source_url":"https://mlp.eightfold.ai/careers/job/755957784264","location":"Miami, Florida","job_type":"full-time","experience_level":"senior","work_arrangement":null,"category":"IT","description":"<p>We are seeking a skilled Security Engineer to join our Information Security team at Millennium, a global alternative investment firm. As a Security Engineer, you will play a critical role in protecting our firm&#39;s information and computer systems across a complex global environment.</p>\n<p><strong>Responsibilities:</strong></p>\n<ul>\n<li>Develop, implement, and maintain security policies, procedures, and standards related to Data Lake, Email security, SOAR, Breach Attack Simulation, and network security</li>\n<li>Monitor, manage, and analyze security logs, alerts, and events across multiple systems to identify threats, vulnerabilities, and suspicious activity</li>\n<li>Provide security engineering and consulting support to the Security Operations and Information Security teams</li>\n<li>Strengthen perimeter security through automation, improved monitoring, vulnerability identification, and actionable alerting and reporting</li>\n<li>Partner with stakeholders across Technology, Trading, Legal, Internal Audit, and Compliance to support and enforce security policies and controls</li>\n<li>Conduct system audits and vulnerability assessments, manage remediation efforts, and help address findings from audits, penetration tests, and process reviews</li>\n<li>Contribute to incident response activities and use threat intelligence to improve detection, defense, and response capabilities</li>\n<li>Support the transition of security solutions into production, maintain clear documentation, and provide guidance to junior security professionals</li>\n</ul>\n<p><strong>Requirements:</strong></p>\n<ul>\n<li>3+ years of experience in a technical role, including 2+ years focused on network and information security; experience in financial services is preferred</li>\n<li>Proven experience as a Security Engineer with hands-on expertise in logging pipelines, data lakes or SIEM (platforms such as Splunk, ELK, Sentinel, S3/Athena or similar tools) and SOAR automation</li>\n<li>Strong hands-on experience with network security technologies, including firewalls, intrusion detection and prevention, network detection and response, and network access control</li>\n<li>Additional experience in at least one of the following: breach and attack simulation, Email Security or AI Security</li>\n<li>Strong understanding of TCP/IP and related infrastructure concepts, including DNS, Wi-Fi, virtualization, and core networking fundamentals</li>\n<li>Experience using packet capture and network analysis tools such as tcpdump, Wireshark, or ngrep for troubleshooting and investigation</li>\n<li>Knowledge of cloud platforms such as AWS, GCP, or Azure, along with scripting or development skills in Python, PowerShell, shell scripting, or similar languages</li>\n<li>Experience with proxy technologies and a practical understanding of proxy engineering concepts</li>\n<li>Bachelor’s degree in Computer Science, Engineering, or a related field is preferred; an industry certification such as CISSP, GCIA, or CISM is also preferred</li>\n</ul>","enriched_at":1785265999112},{"id":"job_b99c3339-1d6","title":"Cloud Engineer","source_url":"https://mlp.eightfold.ai/careers/job/755957630980","location":"Miami, Florida","job_type":"full-time","experience_level":"senior","work_arrangement":null,"category":"IT","description":"<h4>Cloud Engineer</h4>\n<p>Millennium is a global, diversified alternative investment firm, founded in 1989. We are seeking a Cloud Platform / Infrastructure Engineer to design, build, and operate cloud-native infrastructure that enables teams across the firm to deploy workloads safely and reliably at scale.</p>\n<h4>What You&#39;ll Do</h4>\n<ul>\n<li>Design cloud-native architecture solutions grounded in the pillars of the AWS Well-Architected Framework: Operational Excellence, Security, Reliability, Performance Efficiency, and Cost Optimization</li>\n<li>Build CI/CD pipelines for reliable deployments</li>\n<li>Establish infrastructure-as-code practices that make our systems reproducible and auditable</li>\n<li>Work closely with software engineers to ensure our cloud platforms are secure, scalable, and operationally excellent</li>\n<li>Use AI and other automation to increase teams&#39; visibility into their cloud costs and migration onto strategic infrastructure</li>\n<li>Help teams understand risks and plan for proper business continuity</li>\n<li>Beyond immediate delivery, you&#39;ll help define platform infrastructure best practices that scale across the firm&#39;s broader cloud-native footprint</li>\n</ul>\n<h4>What You Bring</h4>\n<ul>\n<li>Strong AWS expertise</li>\n<li>VPC architecture, IAM, EC2, S3, ECS/EKS, networking, and data lake architectures</li>\n<li>Hands-on experience with Kubernetes, including designing container architectures for multi-tenant workloads</li>\n<li>Strong Linux administration and troubleshooting skills, with Python and/or Bash for tooling and automation</li>\n<li>Proficiency with Infrastructure-as-Code tools such as Terraform, CloudFormation, plus GitOps workflows and CI/CD platforms (ArgoCD, GitHub Actions, Jenkins)</li>\n<li>Proficiency with Observability tooling similar to Datadog/Prometheus/Grafana</li>\n<li>Bachelor&#39;s degree in Computer Science or a related field, with 3+ years (or a Master&#39;s degree with 2 years) in a cloud/infrastructure/DevOps engineering role</li>\n<li>Technical leadership - ability to drive architectural decisions and mentor others, with strong communication and problem-solving skills</li>\n<li>A desire to deliver cutting-edge infrastructure in a fast-moving environment, with a commitment to staying current on cloud-native infrastructure, container security, and workload deployment</li>\n</ul>","enriched_at":1784999131737},{"id":"job_d0f096b3-5e5","title":"Cloud Engineer","source_url":"https://mlp.eightfold.ai/careers/job/755957052205","location":"New York, New York","job_type":"full-time","experience_level":"senior","work_arrangement":null,"category":"IT","description":"<p>We are seeking a Cloud Platform / Infrastructure Engineer to design, build, and operate cloud-native infrastructure that enables teams across the firm to deploy workloads safely and reliably at scale.</p>\n<p>Responsibilities:</p>\n<ul>\n<li>Design cloud-native architecture solutions grounded in the pillars of the AWS Well-Architected Framework: Operational Excellence, Security, Reliability, Performance Efficiency, and Cost Optimization</li>\n<li>Build CI/CD pipelines for reliable deployments</li>\n<li>Establish infrastructure-as-code practices that make our systems reproducible and auditable</li>\n<li>Work closely with software engineers to ensure our cloud platforms are secure, scalable, and operationally excellent</li>\n<li>Use AI and other automation to increase teams’ visibility into their cloud costs and migration onto strategic infrastructure</li>\n<li>Help teams understand risks and plan for proper business continuity</li>\n<li>Beyond immediate delivery, you will help define platform infrastructure best practices that scale across the firm&#39;s broader cloud-native footprint</li>\n</ul>\n<p>Requirements:</p>\n<ul>\n<li>Strong AWS expertise</li>\n<li>VPC architecture, IAM, EC2, S3, ECS/EKS, networking, and data lake architectures</li>\n<li>Hands-on experience with Kubernetes, including designing container architectures for multi-tenant workloads</li>\n<li>Strong Linux administration and troubleshooting skills, with Python and/or Bash for tooling and automation</li>\n<li>Proficiency with Infrastructure-as-Code tools such as Terraform, CloudFormation, plus GitOps workflows and CI/CD platforms (ArgoCD, GitHub Actions, Jenkins)</li>\n<li>Proficiency with Observability tooling similar to Datadog/Prometheus/Grafana</li>\n<li>Bachelor&#39;s degree in Computer Science or a related field, with 3+ years (or a Master&#39;s degree with 2 years) in a cloud/infrastructure/DevOps engineering role</li>\n<li>Technical leadership - ability to drive architectural decisions and mentor others, with strong communication and problem-solving skills</li>\n<li>A desire to deliver cutting-edge infrastructure in a fast-moving environment, with a commitment to staying current on cloud-native infrastructure, container security, and workload deployment</li>\n</ul>","enriched_at":1784823253438},{"id":"job_ec8d5786-1ee","title":"Executive Support Engineer","source_url":"https://mlp.eightfold.ai/careers/job/755953861242","location":"New York, New York","job_type":"full-time","experience_level":"senior","work_arrangement":"hybrid","category":"IT","description":"<p>We are seeking an Executive Support Engineer to join our Information Technology organization at Millennium. As a primary point of contact for executive technology support, you will serve across office, home office, and travel environments.</p>\n<p>Responsibilities:</p>\n<ul>\n<li>Provide high-touch technology support for senior leaders and VIP users</li>\n<li>Ensure executive meeting readiness, including VC and AV setup for Zoom, Webex, and other platforms</li>\n<li>Manage and support laptops, desktops, mobile devices, and executive peripherals across Windows, macOS, iOS, and Android environments</li>\n<li>Support core productivity and identity tools, including O365, Exchange, and multifactor authentication</li>\n<li>Monitor critical endpoints and partner with engineering teams to resolve emerging issues</li>\n<li>Maintain executive-ready spares, travel kits, and loaner equipment</li>\n<li>Document fixes, runbooks, and checklists, and track service trends and SLAs</li>\n</ul>\n<p>Requirements:</p>\n<ul>\n<li>5+ years of experience in VIP or executive support, trading floor support, or desktop engineering</li>\n<li>Bachelor’s degree in Computer Science or a related field</li>\n<li>Strong hands-on experience supporting Windows 11 and macOS environments</li>\n<li>Experience using AI platforms to support research, automation, and documentation workflows</li>\n<li>Hands-on experience with video conferencing platforms and conference room technology solutions</li>\n<li>Experience with mobile device management tools and core networking knowledge</li>\n<li>Outstanding communication, professionalism, and judgment</li>\n</ul>\n<p>Benefits:</p>\n<ul>\n<li>Comprehensive benefits package, including base salary, discretionary performance bonus, and more</li>\n<li>Estimated base salary range: $175,000 to $250,000</li>\n</ul>","enriched_at":1783585483589},{"id":"job_07e475cf-743","title":"Tech Support Engineer","source_url":"https://mlp.eightfold.ai/careers/job/755957103281","location":"Miami, Florida","job_type":"full-time","experience_level":"senior","work_arrangement":null,"category":"IT","description":"<h4>Job Overview</h4>\n<p>We are seeking a Tech Support Engineer to join our Information Technology team at Millennium, a global alternative investment firm.</p>\n<h4>Responsibilities</h4>\n<ul>\n<li>Deliver high-quality technical support to employees via phone, email, and in person, ensuring reliable helpdesk and phone coverage.</li>\n<li>Manage daily helpdesk operations in ServiceNow, including incident and problem workflows, ticket oversight, and timely resolution.</li>\n<li>Build, deploy, and support desktop workspace kits, including workstations, thin clients, monitors, phones, mobile devices, and peripherals.</li>\n<li>Execute moves, adds, and changes across end-user hardware and office technology setups as needed.</li>\n<li>Create and maintain technical documentation and contribute to knowledge sharing across the team.</li>\n<li>Identify service gaps and process inefficiencies, and drive automation and continuous improvement initiatives that enhance the end-user experience.</li>\n<li>Triage and escalate high-priority issues appropriately, using strong judgment in a fast-paced support environment.</li>\n<li>Contribute to and lead local, regional, and global IT projects while supporting the broader Technical Support and End User Services team.</li>\n</ul>\n<h4>Requirements</h4>\n<ul>\n<li>Bachelor’s degree in Computer Science or a related field.</li>\n<li>5+ years of enterprise-level technical support experience, ideally within financial services and including trade-floor support.</li>\n<li>Strong analytical and problem-solving skills, with experience using PowerShell, Python, or other scripting languages.</li>\n<li>Familiarity with AI prompting and AI agents for automation or decision support; experience with Claude Code and Copilot is a plus.</li>\n<li>Deep knowledge of Microsoft Windows, Windows infrastructure, DNS, DHCP, TCP/IP, Microsoft Office, Bloomberg, Citrix, modern authentication, and printing technologies.</li>\n<li>Solid understanding of PC hardware, mobile technologies including Microsoft Intune, Android and iOS, and collaboration tools such as Webex, Zoom, and Teams.</li>\n<li>Excellent written and verbal communication skills, with a methodical approach to troubleshooting and a strong focus on service quality.</li>\n<li>A proactive, team-oriented mindset with strong time management skills, adaptability under pressure, and willingness to provide night, weekend, on-call, and light travel coverage.</li>\n</ul>","enriched_at":1783051896659},{"id":"job_ecbd00e5-8c9","title":"Trade Floor Support Engineer","source_url":"https://mlp.eightfold.ai/careers/job/755956443536","location":"Chicago, Illinois, United States of America","job_type":"full-time","experience_level":"senior","work_arrangement":"onsite","category":"IT","description":"<p>We are seeking a highly skilled and motivated Trade Floor Support Engineer to join our team. This is a hands-on, end-user-facing role that requires exceptional technical expertise, outstanding problem-solving skills, and a commitment to delivering excellence in a fast-paced, high-pressure trading environment.</p>\n<p>As the first point of contact for our trading business units, you will play a critical role in ensuring seamless technology operations, proactively addressing issues, and maintaining open communication with stakeholders.</p>\n<p>The ideal candidate thrives in a collaborative environment, demonstrates a strong sense of ownership, and is passionate about providing world-class support to drive business success.</p>\n<p>Key Responsibilities:</p>\n<p>Serve as the primary interface with trading business units, ensuring the support team consistently meets and exceeds business needs.</p>\n<p>Deliver high-quality, hands-on technical support to end-users in a professional and courteous manner.</p>\n<p>Proactively communicate with stakeholders, keeping them informed of issue status and resolutions.</p>\n<p>Leverage ServiceNow to manage incident, problem, and change management workflows effectively.</p>\n<p>Troubleshoot and resolve issues related to desktop technology and applications in Windows environments, Microsoft Windows OS, Microsoft Office Suite, mobile devices, and other applications.</p>\n<p>Support trading floor operations, including adds/moves/changes and remote access tools.</p>\n<p>Maintain and expand technical knowledge through continuous learning, with a focus on delivering exceptional customer support.</p>\n<p>Collaborate with cross-functional teams to support firm-wide technical initiatives and projects.</p>\n<p>Ensure adherence to ITIL best practices, including CMDB, Incident Management, Change Management, and Quality Metrics.</p>\n<p>Provide expertise in market data platforms such as Bloomberg, LSEG Workspace, and ICE, including troubleshooting API integrations and Excel plug-ins.</p>\n<p>Assist with server and data center support as needed.</p>\n<p>Qualifications &amp; Skills:</p>\n<p>Experience: Minimum of 5+ years of progressive technical support experience in an enterprise-level environment, preferably within the financial industry.</p>\n<p>Education: Bachelor’s degree in Computer Science, Information Technology, or a related field.</p>\n<p>Strong knowledge of Active Directory and Exchange.</p>\n<p>Familiarity with ITIL frameworks and tools such as ServiceNow.</p>\n<p>Proven experience with market data platforms and vendor integrations.</p>\n<p>Broad understanding of mobile technology and remote access solutions.</p>\n<p>Certifications: Microsoft role-based certifications (e.g., Azure Fundamentals, Microsoft 365 Fundamentals), CCNA, or equivalent certifications are a plus.</p>\n<p>Strong customer service orientation with a hands-on approach to problem-solving.</p>\n<p>Ability to prioritize and perform under pressure in a fast-moving, constantly changing environment.</p>\n<p>A collaborative team player with a proactive mindset and a high sense of urgency</p>\n<p>Additional Requirements:</p>\n<p>Availability for night and weekend shifts, as well as light travel to branch offices.</p>\n<p>Experience supporting servers and data centers is a plus.</p>\n<p>Why Join Us?</p>\n<p>This is an exciting opportunity to work at the heart of a fast-paced trading environment, where technology and business intersect.</p>\n<p>You will have the chance to collaborate with top-tier professionals, tackle complex challenges, and make a direct impact on the success of our trading operations.</p>\n<p>If you are passionate about delivering excellence, thrive under pressure, and are eager to grow your career in financial technology, we want to hear from you.</p>\n<p>The estimated base salary range for this position is $175,000 to $250,000, which is specific to New York and may change in the future.</p>","enriched_at":1780574910898},{"id":"job_6d588964-411","title":"Operations Engineer - Enterprise Command Center","source_url":"https://mlp.eightfold.ai/careers/job/755955436025","location":"Miami, Florida, United States of America","job_type":"full-time","experience_level":null,"work_arrangement":null,"category":"IT","description":"<p>The Enterprise Command Center (ECC) is Millennium&#39;s first line of defense against infrastructure disruptions, production incidents, and service-impacting failures. The team is responsible for reacting quickly, efficiently, and effectively to maximize system uptime and minimize business and trading impact.</p>\n<p>In this role, you will monitor and support a broad technology estate spanning compute (Linux/Unix and Windows), monitoring, databases, storage, networking and more. You will troubleshoot infrastructure issues, fulfill operational requests, coordinate incident response, and help improve the reliability and efficiency of production support processes.</p>\n<p>This role also provides exposure to the practical use of AI in operations, including using AI-assisted tools to support alert triage, accelerate investigation, improve incident response workflows, and help build internal tooling and automation.</p>\n<p>Responsibilities:</p>\n<p>Infrastructure Monitoring - Continuously monitor Millennium&#39;s technology environment to proactively identify or respond to issues. Assess alerts and events to determine impact, urgency, and appropriate escalation paths.</p>\n<p>Infrastructure Operations - Troubleshoot and resolve issues across Millennium&#39;s IT infrastructure. Execute scheduled operational tasks and fulfill ad hoc service requests. Collaborate with local and global teams to maintain awareness of production environment health. Create, update, and maintain detailed runbooks, escalation procedures, and operational documentation.</p>\n<p>Incident Management - Coordinate and drive technical teams toward timely incident resolution. Manage responses to infrastructure and trading-related outages. Lead or support incident bridge calls and provide clear stakeholder communications during service events. Ensure incidents, actions, and resolutions are accurately documented in ITSM tools.</p>\n<p>Continuous Improvement - Identify opportunities to improve processes, workflow efficiency, and service quality. Review existing operational practices and recommend enhancements to strengthen support effectiveness.</p>\n<p>Qualifications/Skills Required:</p>\n<p>Understanding of networking concepts; Cisco knowledge or certification is helpful but not required.</p>\n<p>Operational experience with Linux and Windows environments.</p>\n<p>General understanding of core infrastructure components and topology.</p>\n<p>Strong problem-solving and analytical skills.</p>\n<p>Strong written and verbal communication skills.</p>\n<p>Excellent collaboration and interpersonal skills, with the ability to work effectively in a global team environment.</p>\n<p>Strong attention to detail, thoroughness, and ownership of assigned work.</p>\n<p>Ability to prioritize effectively in a fast-moving, high-pressure, and constantly changing environment.</p>\n<p>High sense of urgency and adaptability to new responsibilities.</p>\n<p>Team-oriented mindset and willingness to support colleagues.</p>\n<p>Preferred Qualifications:</p>\n<p>Degree in Information Technology or a related discipline.</p>\n<p>Experience using infrastructure monitoring tools.</p>\n<p>Exposure to incident management, crisis response, or production support in a complex environment.</p>\n<p>Schedule Requirements:</p>\n<p>Public holiday rotation coverage is required.</p>\n<p>Weekend coverage is required.</p>","enriched_at":1777388980438},{"id":"job_6722b21a-d69","title":"AI Product Manager - Infrastructure","source_url":"https://mlp.eightfold.ai/careers/job/755954012033","location":"New York, New York, United States of America","job_type":"full-time","experience_level":"senior","work_arrangement":"onsite","category":"IT","description":"<p>The AI Product Manager role within Infrastructure at Millennium will lead AI-focused product enablement and adoption initiatives across our global organization.</p>\n<p>The ideal candidate will have a mix of technical experience in AI/ML/LLM products and APIs, process automation, and proficiency in survey design and data analytics.</p>\n<p>They will play a key role in identifying pain points in the organization, understanding the landscape of existing AI solutions in the market (or what can be built internally), matching solutions to those problems, and onboarding teams with new and existing AI tools to foster a culture of AI awareness and innovation across Millennium.</p>\n<p>Key Responsibilities:</p>\n<p>Awareness of AI Ecosystem and Trends - Use Claude Code / Codex / Cursor / etc. as well as Skills in these tools.</p>\n<p>Follow developments among major players in the commercial and open-source AI/LLM space, including Anthropic, OpenAI, Google, xAI, and others.</p>\n<p>Communication - Communicate clearly and effectively with internal and external vendors and stakeholders about requirements, feature requests, scope, expectations, priorities, product releases, and timelines.</p>\n<p>Generate clear, consistent, and accurate documentation about products, tradeoffs, decisions, and value proposition of various efforts.</p>\n<p>AI Product Enablement and Adoption - Conduct consulting-style engagements with technical and non-technical teams to onboard them with AI tools and products available within Millennium.</p>\n<p>Collaborate with users to understand pain points, needs, feature requests, and requirements to design and execute product development with usability and scalability in mind.</p>\n<p>Feedback Collection and Data Analytics - Analyze usage and feedback data with accuracy and quality using SQL and Python to identify trends, gaps, and opportunities for product improvements.</p>\n<p>Use insights from your analysis to refine product roadmaps and enablement initiatives to maximize impact across the firm.</p>\n<p>Required Skills/Qualifications:</p>\n<p>Bachelor’s degree or higher in Computer Science, Data Science, Engineering, or a related technical field.</p>\n<p>Must have technical knowledge and experience.</p>\n<p>5-7+ years of experience in a combination of AI/ML/LLM engineering, startup, technical education, consulting, data science, product analytics, or product management roles.</p>\n<p>Some technical / engineering / building experience is a hard requirement, e.g. you must be able to use the CLI and analyze data.</p>\n<p>Strong knowledge of AI/ML concepts, especially Large Language Models (LLMs).</p>\n<p>Understanding of their capabilities and failings as a technology.</p>\n<p>Proficiency in SQL and Python for data analysis and visualization.</p>\n<p>Proficiency in survey software and analytics tools (e.g. Qualtrics).</p>\n<p>Strong familiarity with effective SDLC and CI/CD principles.</p>\n<p>Proven ability to use clear judgment and organizational skills to manage complex, cross-functional products involving technical and non-technical teams.</p>\n<p>Intellectual curiosity and strong aptitude for prioritization.</p>\n<p>The estimated base salary range for this position is $175,000 to $250,000, which is specific to New York and may change in the future.</p>\n<p>Millennium pays a total compensation package which includes a base salary, discretionary performance bonus, and a comprehensive benefits package.</p>\n<p>When finalizing an offer, we take into consideration an individual’s experience level and the qualifications they bring to the role to formulate a competitive total compensation package.</p>","enriched_at":1776550458605}],"category_normalised":[{"category":"it","count":9}],"velocity":{"weeks":[{"week_start":"2026-04-13","count":1},{"week_start":"2026-04-27","count":1},{"week_start":"2026-06-01","count":1},{"week_start":"2026-06-29","count":1},{"week_start":"2026-07-06","count":1},{"week_start":"2026-07-20","count":2},{"week_start":"2026-07-27","count":2}],"trend":"stable","wow_pct":0},"momentum":{"recent_14d":4,"prior_14d":1,"growth_pct":300,"classification":"stable"},"salary_vs_industry":{"company_median":212500,"industry_median":null,"percentile":null,"sample_size":3,"by_region":[{"region":"United States","company_median":212500,"industry_median":null,"sample":3}],"transparency_pct":33,"industry_transparency_pct":0,"transparency_warning":false},"market_share":{"company_jobs":9,"industry_total":9,"share_pct":100,"rank":1,"peer_count":1},"ai_exposure":{"occupation_weighted_score":0.413,"skill_weighted_score":0.369,"top_exposed_titles":[{"title":"Cloud Engineer","count":2,"score":0.288}],"top_exposed_skills":[{"skill":"Python","count":4,"score":0.369}]},"peer_set":[],"skills_lq":[],"geographic_shift":{"current":[{"region":"United States","count":8,"share_pct":88.9},{"region":"APAC","count":1,"share_pct":11.1}],"emerging":[{"region":"United States","recent_30d":4,"prior_30d":1,"growth_pct":300}],"shrinking":[]},"seniority_anomalies":{"exec_recent_30d":0,"exec_prior_90d_avg":0,"exec_growth_pct":0,"notable_exec_hires":[]},"posting_dynamics":{"median_days_open":18,"industry_median_days_open":null,"long_open_count":2,"closure_rate_pct":56}}}}