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They will build and evolve real-time algorithmic trading systems and execution platforms in a fast-paced environment.</p>\n<p>Responsibilities:</p>\n<ul>\n<li>Partner with technologists, Execution Services, and Equity Finance teams to enhance the firm&#39;s execution offering</li>\n<li>Build and evolve real-time algorithmic trading systems and execution platforms</li>\n<li>Develop high-quality new features and enhance functionality on a mission-critical platform</li>\n<li>Design and upgrade software to meet performance, scalability, and quality expectations</li>\n<li>Translate business requirements and market constraints into effective technical solutions</li>\n<li>Stay current on relevant technologies, tools, and technical libraries</li>\n<li>Support data analysis and provide L3 troubleshooting for issues affecting critical trading infrastructure</li>\n</ul>\n<p>Requirements:</p>\n<ul>\n<li>7+ years of experience with equities execution systems</li>\n<li>Experience developing execution algorithms such as VWAP, TWAP, Inline, and Pairs</li>\n<li>Experience working on matching engines and dark pools</li>\n<li>Experience implementing automated testing strategies for algorithms</li>\n<li>Deep understanding of market microstructure, pre-trade risk checks, limit frameworks, and regulatory requirements</li>\n<li>Expert-level Java skills, with extensive experience building low-latency, GC-aware, high-throughput distributed systems</li>\n<li>Strong understanding of distributed, event-driven architectures and messaging technologies such as Kafka, Solace, or similar tools</li>\n<li>Experience working with or building algo container frameworks; experience using AI tools to improve developer productivity is a plus</li>\n</ul>","enriched_at":1793340784872},{"id":"job_0136fc5d-ee7","title":"Software Engineer","source_url":"https://mlp.eightfold.ai/careers/job/755959236278","location":"Bangalore, Karnataka","job_type":"full-time","experience_level":"senior","work_arrangement":null,"category":"Engineering","description":"<p>We are seeking a Software Engineer to join our team at Millennium, a global alternative investment firm.</p>\n<h4>About the Role</h4>\n<p>As a Software Engineer, you will partner across the global technology organization to solve complex business problems. You will collaborate with global business stakeholders to define requirements and manage project delivery. You will own delivery timelines for Treasury applications and projects.</p>\n<h4>Responsibilities</h4>\n<ul>\n<li>Partner across the global technology organization to solve complex business problems.</li>\n<li>Collaborate with global business stakeholders to define requirements and manage project delivery.</li>\n<li>Own delivery timelines for Treasury applications and projects.</li>\n</ul>\n<h4>Requirements</h4>\n<ul>\n<li>6+ years of full-stack software development experience in a technology environment.</li>\n<li>Hands-on experience with .NET development, including C# and ASP.NET Web API.</li>\n<li>Hands-on UI development experience with Angular, TypeScript, and AG Grid.</li>\n<li>Experience with enterprise databases, including Microsoft SQL Server, Sybase, or Oracle.</li>\n<li>Strong programming foundations, including object-oriented programming, design patterns, service-oriented architecture, concurrency, and SOLID principles.</li>\n<li>Experience with Python is preferred.</li>\n<li>Experience with continuous delivery tools and a strong understanding of software delivery practices.</li>\n<li>Strong analytical, problem-solving, written, and verbal communication skills, with the ability to thrive in a dynamic, fast-paced environment.</li>\n</ul>","enriched_at":1793109851856},{"id":"job_17f08515-246","title":"Low Latency Network Engineer","source_url":"https://mlp.eightfold.ai/careers/job/755959327146","location":"London","job_type":"full-time","experience_level":"senior","work_arrangement":null,"category":"IT","description":"<p>We are seeking a Low Latency Network Engineer to join our team at Equity IT, supporting Millennium, a global alternative investment firm.</p>\n<p>The successful candidate will engineer low-latency network solutions for trading, market data, and colocation environments, balancing project delivery with operational support.</p>\n<p>Responsibilities:</p>\n<ul>\n<li>Own global network projects from requirements gathering and design through cost analysis, implementation, and deployment</li>\n<li>Lead research and evaluation of new network technologies, including RF, low-latency transport, routing, switching, and compute technologies</li>\n<li>Configure, install, maintain, and support critical network hardware and software</li>\n<li>Research, evaluate costs for, and implement data circuits to meet connectivity requirements</li>\n<li>Design and implement highly available, low-latency market data networks</li>\n<li>Deploy, monitor, and troubleshoot network infrastructure, providing hands-on technical ownership and responsive user support</li>\n<li>Maintain infrastructure documentation, policies, and procedures, and participate in after-hours work and an on-call rotation</li>\n</ul>\n<p>Requirements:</p>\n<ul>\n<li>At least seven years of experience in network engineering, operations, and support, with demonstrated hands-on technical ownership in a global organization</li>\n<li>Expert knowledge of low-latency networking, including multicast protocols such as IGMP and PIM, Layer 2 and Layer 3 networking, WAN design, BGP, and OSPF</li>\n<li>Experience with Arista and Cisco technologies, including Layer 1 switches; knowledge of FPGA and high-performance computing technologies is a plus</li>\n<li>Strong understanding of time synchronization technologies, including Precision Time Protocol, White Rabbit, and PPS, and their role in low-latency environments</li>\n<li>Expert IP networking and TCP/IP troubleshooting skills, strong Linux shell experience, and proficiency with Python, Bash, and automation tools such as Ansible</li>\n<li>Experience applying AI/ML tools to network performance optimization, anomaly detection, and predictive analytics, with an understanding of frameworks such as TensorFlow, PyTorch, and scikit-learn</li>\n<li>Experience using telemetry and observability frameworks such as Prometheus and Grafana for real-time network monitoring and troubleshooting</li>\n<li>Strong interpersonal and written communication skills, with the ability to deliver responsive, high-quality service to internal customers in a fast-paced environment</li>\n</ul>","enriched_at":1792685089832},{"id":"job_7d3cc79c-549","title":"Linux Low Latency Systems Engineer","source_url":"https://mlp.eightfold.ai/careers/job/755959245317","location":"Hong Kong, Hong Kong","job_type":"full-time","experience_level":"senior","work_arrangement":null,"category":"IT","description":"<p>We are seeking a Linux Low Latency Systems Engineer to join our team at Equity IT, working on a project for Millennium, a global alternative investment firm.</p>\n<p>The successful candidate will be responsible for supporting and maintaining Linux, virtualization, and related infrastructure as part of a globally deployed engineering team. They will also build, operate, and continuously improve a high-performance, low-latency trading platform in partnership with infrastructure and application support teams.</p>\n<p>Key responsibilities include:</p>\n<ul>\n<li>Supporting and maintaining Linux, virtualization, and related infrastructure</li>\n<li>Building, operating, and continuously improving a high-performance, low-latency trading platform</li>\n<li>Identifying, prioritizing, and resolving complex incidents and service requests</li>\n<li>Gathering requirements, evaluating technical options, and implementing solutions aligned with business and platform needs</li>\n<li>Monitoring platform health and performance, investigating latency and performance issues using diagnostic tools</li>\n<li>Delivering stable, repeatable, and high-performing Linux systems through automation and code-driven engineering practices</li>\n<li>Leading technical discussions, communicating clearly with stakeholders, and partnering across engineering, development, and business teams to solve complex problems</li>\n</ul>\n<p>The ideal candidate will have:</p>\n<ul>\n<li>5+ years of hands-on experience in financial technology services, including 3+ years supporting low-latency trading systems and scalable infrastructure</li>\n<li>Deep Linux systems engineering expertise, including performance tuning, low-latency networking, Solarflare OpenOnload, multicast networking, cgroups/cpusets, kernel parameters, and BIOS-level tuning</li>\n<li>Hands-on experience with enterprise server platforms, VMware ESXi/vCenter, networking, DNS, and time-synchronization services including NTP, PTP, PPS, and WR</li>\n<li>NVIDIA GPU/CUDA experience for Linux infrastructure and performance-sensitive workloads</li>\n<li>Experience using AI assistants in daily engineering work, including troubleshooting, coding/scripting, terminal workflows, and operational automation</li>\n<li>Strong Python and Bash scripting skills, with Ansible configuration-management experience; Chef, Puppet, and Terraform are a plus</li>\n</ul>","enriched_at":1792598297477},{"id":"job_429eaf54-b43","title":"Quant Developer - Equity Derivatives","source_url":"https://mlp.eightfold.ai/careers/job/755959294924","location":"Hong Kong, Hong Kong","job_type":"full-time","experience_level":"senior","work_arrangement":null,"category":"IT","description":"<p>We are seeking a Quant Developer to join our Equity Derivatives technology team at Equity IT in Hong Kong.</p>\n<p>The team partners with Asia-based and global investment teams to support technology solutions for equity derivatives and structured products.</p>\n<p>Responsibilities:</p>\n<ul>\n<li>Partner with Portfolio Managers and traders to deliver pricing, risk, and P&amp;L technology solutions for Equity Derivatives.</li>\n<li>Develop and support real-time applications for position management, pricing, risk, and P&amp;L.</li>\n<li>Collaborate with global Technology and Quant teams to deliver the Equity Derivatives technology roadmap.</li>\n</ul>\n<p>Requirements:</p>\n<ul>\n<li>Seven or more years of experience in equity derivatives technology, quantitative development, or front-office trading systems within financial markets.</li>\n<li>Strong practical knowledge of equity derivatives, including vanilla options and volatility products.</li>\n<li>Experience building and supporting real-time front-office position, risk, and P&amp;L applications, including P&amp;L explain, attribution, reconciliation, and intraday reporting.</li>\n<li>Understanding of the end-to-end risk lifecycle, from trade capture and market data updates through pricing, position aggregation, and risk calculation.</li>\n<li>Strong Java engineering skills, including high-performance and concurrent application design, latency and throughput optimization, JVM tuning, profiling, and memory management.</li>\n<li>Experience with event-driven, distributed messaging architectures, preferably Solace and Kafka.</li>\n<li>Proven ability to partner with Portfolio Managers, traders, quantitative developers, and global Technology teams to deliver robust solutions.</li>\n<li>Strong communication skills, with the ability to translate business requirements into clear technical designs and provide production support for business-critical trading or risk platforms in a fast-paced front-office environment.</li>\n</ul>","enriched_at":1792598217368},{"id":"job_29dad3be-84d","title":"Production Support Engineer","source_url":"https://mlp.eightfold.ai/careers/job/755959286638","location":"Hong Kong, Hong Kong","job_type":"full-time","experience_level":"senior","work_arrangement":null,"category":"IT","description":"<p>Production Support Engineer</p>\n<p>About Millennium Millennium is a global, diversified alternative investment firm, founded in 1989. Defined by evolution, innovation and focus, Millennium&#39;s mission is to deliver results for our investors.</p>\n<p>The Derivatives Trading Application Support Team provides front-office support for Equity Derivatives and Convertible Bond trading tools, analytics, and monitoring systems.</p>\n<p>Responsibilities:</p>\n<ul>\n<li>Provide Level 1+ front-office production support to Portfolio Managers and trading users of Equity Derivatives volatility and Convertible Bond platforms.</li>\n<li>Troubleshoot and resolve issues across market data, pricers, risk, trade capture, P&amp;L, and Convertible Bond analytics; coordinate escalation with engineering teams.</li>\n<li>Build and maintain monitoring, alerting, and operational dashboards for critical intraday and end-of-day processes.</li>\n<li>Automate recurring support and operational tasks through scripts and tools, reducing manual intervention and improving process reliability.</li>\n<li>Measure and improve platform availability, performance, data quality, and operational resilience; contribute to incident reviews, runbooks, and preventative fixes.</li>\n<li>Train users on supported platforms and communicate clearly during incidents, releases, and planned changes.</li>\n</ul>\n<p>Requirements:</p>\n<ul>\n<li>Experience in front-office trading support or development; approximately five years of experience is preferred.</li>\n<li>Strong knowledge of Equity Derivatives products, Convertible Bonds, volatility surfaces, and forward calibration.</li>\n<li>Proficiency in Python and Unix shell scripting, with the ability to work effectively in a Java environment.</li>\n<li>Experience with Asian listed and OTC derivatives markets; familiarity with structured products and warrant markets is preferred.</li>\n<li>Experience with market data and analytics vendors such as Bloomberg, Reuters, IHS Markit, ICE, Cscreen, or Monis is a plus.</li>\n<li>Strong written and verbal communication skills, with the ability to train and support front-office users.</li>\n<li>Ability to prioritize competing demands and operate with urgency in a fast-paced, high-pressure environment.</li>\n<li>Strong attention to detail, ownership mindset, problem-solving ability, and sound judgment when mitigating production issues.</li>\n</ul>","enriched_at":1792598144150},{"id":"job_3817d7a9-3ff","title":"Production Support Application & Middleware Engineer","source_url":"https://mlp.eightfold.ai/careers/job/755958070170","location":"New York, New York","job_type":"full-time","experience_level":"senior","work_arrangement":null,"category":"IT","description":"<p>Production Support Application &amp; Middleware Engineer</p>\n<p>About Millennium Millennium is a global, diversified alternative investment firm, founded in 1989. Defined by evolution, innovation and focus, Millennium&#39;s mission is to deliver results for our investors.</p>\n<p>Core to the health and growth of Millennium&#39;s business, the Information Technology department enables the firm&#39;s active, multi-manager business model through flexible, scalable technology and advanced proprietary systems. The team develops and supports the next generation of analytical, trading, integration, and enterprise capabilities in a global engineering environment.</p>\n<p>Responsibilities</p>\n<ul>\n<li>Provide production support for critical internal trading, integration, and event-driven messaging platforms across user-acceptance and production environments.</li>\n<li>Diagnose and resolve application, messaging, infrastructure, connectivity, latency, throughput, and data-delivery issues; coordinate escalations with subject-matter experts and external vendors as needed.</li>\n<li>Communicate clearly and promptly with trading staff and internal stakeholders during incidents, platform disruptions, releases, and exchange-related events.</li>\n<li>Partner with global teams across North America, Europe, and APAC to deliver seamless production support coverage and coordinate incident, problem, change, and release-management activities.</li>\n<li>Monitor platform health, identify emerging risks, and strengthen operational readiness through dashboards, alerting, capacity planning, runbooks, post-incident reviews, and root-cause analysis.</li>\n<li>Design, implement, administer, and support Solace PubSub+ event-driven integration solutions, including event brokers, message VPNs, client profiles, queues, subscriptions, ACLs, certificates, authentication, authorization, and monitoring.</li>\n<li>Establish and maintain event-driven architecture standards for topics, schemas, versioning, security, retention, resiliency, and lifecycle management; use Solace Event Portal and AsyncAPI-based practices to govern reusable event contracts.</li>\n<li>Develop source-controlled automation, configuration, and operational tooling using Python, shell scripting, GitHub, Artifactory, CI/CD pipelines, and infrastructure-as-code practices to improve reliability, observability, deployment, and recovery procedures.</li>\n</ul>\n<p>Requirements</p>\n<ul>\n<li>Experience supporting business-critical production systems in a fast-paced environment, ideally within financial services, trading technology, or another highly available enterprise setting.</li>\n<li>Hands-on experience with Solace PubSub+, including broker configuration, queues, topics, subscriptions, ACLs, client connectivity, routing, and operational support.</li>\n<li>Strong knowledge of event-driven architecture, asynchronous messaging, distributed systems, and integration patterns, including one or more of JMS, AMQP, MQTT, REST, WebSocket, or SMF.</li>\n<li>Strong Linux skills, including command-line troubleshooting, log analysis, process management, networking fundamentals, and shell scripting.</li>\n<li>Strong Python and shell scripting skills, with experience automating platform operations, environment management, configuration, deployment, monitoring, validation, or recovery.</li>\n<li>Experience with GitHub and Git-based workflows, including pull requests, branching strategies, CI/CD practices, and artifact repositories such as Artifactory.</li>\n<li>Demonstrated ability to troubleshoot complex incidents across application, messaging, infrastructure, and network layers, while communicating effectively with technical teams, business stakeholders, and trading staff.</li>\n<li>Bachelor&#39;s degree in Computer Science or a related field.</li>\n</ul>\n<p>Salary Range The estimated base salary range for this position is $175,000 to $250,000.</p>","enriched_at":1792156988126},{"id":"job_de682fac-653","title":"Quantitative Business Analyst - Equity Factor Models","source_url":"https://mlp.eightfold.ai/careers/job/755959162771","location":"New York, New York","job_type":"full-time","experience_level":"senior","work_arrangement":null,"category":"IT","description":"<p>We are seeking a Quantitative Business Analyst to join our Equity Factor Model team at Equity IT in New York.</p>\n<p>The successful candidate will serve as the primary liaison between quantitative research and software engineering teams, translating model specifications and investment strategies into clear, testable technical requirements.</p>\n<p>Responsibilities:</p>\n<ul>\n<li>Manage the end-to-end requirements lifecycle for equity risk modeling and trading tools, from discovery and functional specifications through acceptance criteria and delivery.</li>\n<li>Design and oversee the integration of quantitative models and datasets into the firm’s trading and risk infrastructure.</li>\n<li>Analyze and prototype against market, portfolio, and model data to validate inputs and outputs, strengthen data integrity, and support the quantitative research pipeline.</li>\n<li>Lead end-user testing and feature validation to ensure delivered solutions reflect the mathematical and business intent of investment professionals and portfolio research teams.</li>\n<li>Create and maintain clear documentation for quantitative tools and data feeds, including functional specifications, model logic descriptions, and data dictionaries.</li>\n</ul>\n<p>Requirements:</p>\n<ul>\n<li>Advanced degree (PhD or Masters) in finance, financial engineering, mathematics, statistics, economics, physics, computer science, or another quantitative discipline.</li>\n<li>At least 2 years of professional work experience (post-PhD) as a business analyst or project manager within a hedge fund, asset management firm, or investment bank.</li>\n<li>Strong knowledge of asset pricing, quantitative factor risk modeling, portfolio optimization and construction, and core risk management concepts.</li>\n<li>Proficiency in Python and SQL for data analysis, validation, and prototyping.</li>\n<li>Experience partnering directly with portfolio researchers and software engineers to translate complex quantitative needs into actionable technical specifications.</li>\n<li>Excellent written and verbal communication skills, with the ability to explain mathematical concepts accurately to technical and non-technical stakeholders.</li>\n</ul>\n<p>Preferred Skills:</p>\n<ul>\n<li>Experience with equity factor risk models, performance measurement and attribution, data quality controls, reproducible pipelines, model governance, or market data technologies.</li>\n</ul>\n<p>Millennium offers a total compensation package which includes a base salary, discretionary performance bonus, and comprehensive benefits. The estimated base salary range for this position is $175,000 to $250,000.</p>","enriched_at":1792156787814},{"id":"job_6c858fc1-635","title":"Market Data Real-Time Developer","source_url":"https://mlp.eightfold.ai/careers/job/755959128412","location":"Hong Kong, Hong Kong","job_type":"full-time","experience_level":"senior","work_arrangement":null,"category":"IT","description":"<p>We are seeking a Market Data Real-Time Developer to join our Information Technology team at Equity IT in Hong Kong.</p>\n<p>As a Market Data Real-Time Developer, you will develop real-time market data components that connect to brokers, exchanges, and other electronic trading venues. You will build and enhance systems that support the full data workflow, including design, delivery, and operational support across multiple data services. Your responsibilities will also include integrating market data solutions with related trading infrastructure, engineering low-latency, high-performance, multi-threaded applications in C++, analyzing large data sets to troubleshoot issues, and optimizing performance.</p>\n<p>Responsibilities:</p>\n<ul>\n<li>Develop real-time market data components that connect to brokers, exchanges, and other electronic trading venues</li>\n<li>Build and enhance systems that support the full data workflow, including design, delivery, and operational support across multiple data services</li>\n<li>Integrate market data solutions with related trading infrastructure, including pre-trade risk checking systems</li>\n<li>Engineer low-latency, high-performance, multi-threaded applications in C++ for production trading environments</li>\n<li>Analyze large data sets to troubleshoot issues, improve performance, and support platform reliability</li>\n<li>Tune applications and underlying OS and network settings across Windows and Linux environments to optimize performance</li>\n<li>Interpret exchange specifications and protocol definitions to implement and support connectivity solutions</li>\n<li>Partner closely with IT teams, developers, and Portfolio Managers to deliver robust market data capabilities</li>\n</ul>\n<p>Requirements:</p>\n<ul>\n<li>5+ years of professional experience in financial markets technology, ideally within a financial institution or financial services environment</li>\n<li>Advanced C++ development skills, with strong experience building low-latency, multi-threaded, high-performance systems</li>\n<li>Strong Linux programming experience, with hands-on knowledge of Windows and Linux at the OS and network tuning level</li>\n<li>Experience with kernel bypass optimization and performance on Linux platforms</li>\n<li>Proficiency in large-scale data analysis and advanced scripting, preferably in Python</li>\n<li>Strong understanding of trading asset classes such as equities, futures, and FX</li>\n<li>Deep familiarity with Asian market data feeds and market data platforms, including exchange raw feeds and third-party direct feeds</li>\n<li>Working knowledge of networking and connectivity concepts, including multicast, routing, and TCP/IP, along with strong written and verbal communication skills</li>\n</ul>","enriched_at":1791975982691},{"id":"job_5fbfe099-520","title":"Production Support Engineer - Post Trade Technology","source_url":"https://mlp.eightfold.ai/careers/job/755958939498","location":"Miami, Florida","job_type":"full-time","experience_level":"senior","work_arrangement":null,"category":"IT","description":"<p>We are seeking a Production Support Engineer to join our Post Trade Technology team at Equity IT, a part of Millennium&#39;s technology organization.</p>\n<p>The successful candidate will own the end-to-end production environment for business-critical post-trade technology applications, manage infrastructure, release planning, deployments, batch workflows, and capacity-planning activities to maintain stable, resilient platforms.</p>\n<p>Key responsibilities include:</p>\n<ul>\n<li>Leading incident and problem management, including timely investigation, stakeholder communication, root cause analysis, and delivery of lasting corrective actions</li>\n<li>Investigating functional, data, and application issues by understanding their impact on Middle Office, Operations, Treasury, and Trading workflows</li>\n<li>Partnering closely with application development, infrastructure, and business stakeholders to deliver responsive, high-quality production support</li>\n<li>Designing and building tooling and data engineering solutions that automate support processes, improve data quality, and reduce manual effort</li>\n<li>Strengthening operational discipline through high-quality documentation, runbooks, and business continuity planning and testing</li>\n<li>Building subject matter expertise across assigned applications and promoting DevOps practices focused on client service, ownership, and continuous improvement</li>\n</ul>\n<p>Requirements:</p>\n<ul>\n<li>Bachelor’s degree in Computer Science, Electrical Engineering, or a related field</li>\n<li>At least 5 years of experience supporting enterprise, business-facing applications in a production environment</li>\n<li>Strong understanding of how technology supports Middle Office, Operations, Treasury, and Trading, with the ability to assess the business impact of production issues</li>\n<li>Strong scripting skills in Python, PowerShell, Perl, or a similar language; Python preferred</li>\n<li>Excellent SQL skills and working knowledge of multiple database systems</li>\n<li>Ability to support applications across Windows and Unix/Linux environments</li>\n<li>Clear communication, ownership, collaboration, and reliable responsiveness during critical business windows and incidents</li>\n<li>Experience in a trading or financial services environment; familiarity with post-trade workflows, data warehousing, subledger, PnL actualization, reporting, messaging, or data distribution is preferred</li>\n</ul>\n<p>The estimated base salary range for this position is $100,000 to $175,000.</p>","enriched_at":1791889939679}],"category_normalised":[{"category":"it","count":13},{"category":"engineering","count":3},{"category":"finance","count":1}],"velocity":{"weeks":[{"week_start":"2026-05-18","count":1},{"week_start":"2026-07-06","count":1},{"week_start":"2026-07-20","count":1},{"week_start":"2026-09-07","count":1},{"week_start":"2026-10-05","count":2},{"week_start":"2026-10-12","count":4},{"week_start":"2026-10-19","count":4},{"week_start":"2026-10-26","count":2}],"trend":"stable","wow_pct":-50},"momentum":{"recent_14d":2,"prior_14d":8,"growth_pct":-75,"classification":"decelerating"},"salary_vs_industry":{"company_median":212500,"industry_median":null,"percentile":null,"sample_size":9,"by_region":[{"region":"United States","company_median":212500,"industry_median":null,"sample":9}],"transparency_pct":53,"industry_transparency_pct":0,"transparency_warning":false},"market_share":{"company_jobs":17,"industry_total":17,"share_pct":100,"rank":1,"peer_count":1},"ai_exposure":{"occupation_weighted_score":0.239,"skill_weighted_score":0.227,"top_exposed_titles":[],"top_exposed_skills":[{"skill":"Python","count":8,"score":0.232},{"skill":"Java","count":3,"score":0.215}]},"peer_set":[],"skills_lq":[],"geographic_shift":{"current":[{"region":"United States","count":10,"share_pct":58.8},{"region":"APAC","count":4,"share_pct":23.5},{"region":"United Kingdom","count":2,"share_pct":11.8},{"region":"India","count":1,"share_pct":5.9}],"emerging":[{"region":"United States","recent_30d":5,"prior_30d":1,"growth_pct":400},{"region":"APAC","recent_30d":4,"prior_30d":0,"growth_pct":100}],"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":4,"closure_rate_pct":70}}}}