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Infrastructure Collaboration: Collaborate with ML platform, infrastructure, ranking, safety, and product teams to build scalable, low-latency retrieval systems that can support the next generation of AI-powered recommendations.</li>\n<li>Operational Excellence: Maintain high standards for system performance, reliability, latency, cost efficiency, and responsible recommendation practices.</li>\n<li>Cross-Functional Partnership: Work with cross-functional partners from across the company to identify key areas of opportunity, set expectations, and communicate your team&#39;s work.</li>\n<li>Recruiting &amp; Growth: Partner with our incredible recruiting team to attract, interview, and hire diverse and talented machine learning engineers, growing a world-class team.</li>\n</ul>\n<h3>Qualifications</h3>\n<ul>\n<li>Experience Leading ML Teams: 2+ years of experience building and managing high-performing ML or recommender-systems teams.</li>\n<li>Deep ML Expertise: Hands-on experience with large-scale production ML systems, ideally including recommender systems, retrieval models, embedding-based systems, sequence models, transformer-based architectures, or LLM-powered recommendation applications.</li>\n<li>Technical Domain Knowledge: Strong understanding of recommender systems, especially candidate retrieval, embedding/indexing systems, ranking handoffs, feed personalization, exploration, content quality, and measurement strategies.</li>\n<li>Strategic Thinking: Ability to develop and communicate a clear technical strategy across ambiguous problem spaces, balancing user relevance, ecosystem health, system scalability, and business impact.</li>\n<li>Impact-Driven Mindset: Passion for developing scalable, well-designed, and responsible AI solutions that drive business value.</li>\n<li>Exceptional Communication &amp; Collaboration: Strong interpersonal skills and a collaborative mindset, with the ability to effectively communicate complex technical topics to diverse audiences and build strong relationships with cross-functional partners.</li>\n</ul>\n<h3>Benefits</h3>\n<ul>\n<li>Comprehensive Healthcare Benefits and Income Replacement Programs</li>\n<li>401k with Employer Match</li>\n<li>Global Benefit programs that fit your lifestyle, from workspace to professional development to caregiving support</li>\n<li>Family Planning Support</li>\n<li>Gender-Affirming Care</li>\n<li>Mental Health &amp; Coaching Benefits</li>\n<li>Flexible Vacation &amp; Paid Volunteer Time Off</li>\n<li>Generous Paid Parental Leave</li>\n</ul>","enriched_at":1785417024525},{"id":"job_5ab2c235-54e","title":"Machine Learning Manager, Feed Ecosystems","source_url":"https://job-boards.greenhouse.io/reddit/jobs/8095009","location":"Remote - United States","job_type":"full-time","experience_level":"senior","work_arrangement":"remote","category":"Engineering","description":"<p>Reddit is looking for an experienced Engineering Manager to lead our Feed Ecosystems team. In this role, you&#39;ll lead a high-impact team of Machine Learning Engineers focused on building recommendation systems that support sustainable growth across users, posts, and communities.</p>\n<p>Your team will improve relevance for new, low-signal, and logged-out users; help new posts and communities find the right audiences; and develop ML systems that balance personalization, discovery, and ecosystem quality across Reddit&#39;s 100,000+ active communities.</p>\n<p>Responsibilities:</p>\n<ul>\n<li>Define Technical Vision &amp; Strategy: Define the technical vision and long-term roadmap for Feed Ecosystems, aligning recommender-system investments with Reddit&#39;s goals around user growth, contribution, community health, and high-quality discovery.</li>\n<li>Team Leadership &amp; Development: Coach and support the development of your team, constantly seeking opportunities to grow their skills and impact.</li>\n<li>Cross-Functional Partnership: Work closely with product, design, data science, safety, community, ads, and platform partners to identify opportunities, set expectations, and communicate your team&#39;s work.</li>\n<li>Technical Execution &amp; Delivery: Oversee the design, development, and optimization of ML systems that improve cold-start relevance, new post and community distribution, community discovery, and feed quality.</li>\n<li>Quality &amp; Ecosystem Measurement: Help define and operationalize signals for subjective and objective quality, ensuring Feed systems optimize not only for engagement, but also for user value, community health, contribution, and long-term ecosystem outcomes.</li>\n<li>Platform &amp; Infrastructure Collaboration: Collaborate with platform and infrastructure teams to build scalable AI-powered systems that support discovery, personalization, and healthy content distribution across Reddit.</li>\n<li>Operational Excellence: Maintain high standards for system performance, reliability, efficiency, and responsible AI practices in alignment with user needs and ecosystem health.</li>\n<li>Recruiting &amp; Growth: Partner with our recruiting team to attract, interview, and hire diverse and talented machine learning engineers, growing a world-class team.</li>\n</ul>\n<p>Qualifications:</p>\n<ul>\n<li>Experience Leading ML Teams: 2+ years of experience building and managing high-performing ML or recommender-systems teams.</li>\n<li>Deep ML Expertise: Hands-on experience with large-scale production ML systems, ideally including recommender systems, personalization, cold-start modeling, content understanding, or LLM-powered recommendation applications.</li>\n<li>Technical Domain Knowledge: Strong understanding of recommender systems, including candidate retrieval, ranking, value modeling, ecosystem dynamics, and measurement strategies.</li>\n<li>Strategic Thinking: Ability to develop and communicate a clear, compelling technical strategy across ambiguous problem spaces, balancing user relevance, community growth, content quality, safety, and business impact.</li>\n<li>Impact-Driven Mindset: Passion for developing scalable, well-designed, and responsible AI systems that improve user value while supporting a healthy and sustainable content ecosystem.</li>\n<li>Exceptional Communication &amp; Collaboration: Strong interpersonal skills and a collaborative mindset, with the ability to effectively communicate complex technical topics to diverse audiences and build strong relationships with cross-functional partners.</li>\n</ul>\n<p>Benefits:</p>\n<ul>\n<li>Comprehensive Healthcare Benefits and Income Replacement Programs</li>\n<li>401k with Employer Match</li>\n<li>Global Benefit programs that fit your lifestyle, from workspace to professional development to caregiving support</li>\n<li>Family Planning Support</li>\n<li>Gender-Affirming Care</li>\n<li>Mental Health &amp; Coaching Benefits</li>\n<li>Flexible Vacation &amp; Paid Volunteer Time Off</li>\n<li>Generous Paid Parental Leave</li>\n</ul>","enriched_at":1785417001311},{"id":"job_15a439a6-c98","title":"Senior Product Manager, GTM Automation","source_url":"https://job-boards.greenhouse.io/reddit/jobs/7762079","location":"San Francisco, CA","job_type":"full-time","experience_level":"senior","work_arrangement":"hybrid","category":"Product Management","description":"<p>Reddit is seeking a Senior Product Manager for its Go-to-Market Systems team. This high-impact role focuses on building products, workflows, and AI capabilities to help the GTM organization scale efficiently and quickly.</p>\n<p>The ideal candidate will define and drive the product vision, roadmap, and architecture for GTM AI technology. They will deeply understand seller and stakeholder pain points, identify opportunities for automation, and build AI-powered tools to improve seller productivity.</p>\n<p>Key responsibilities include:</p>\n<ul>\n<li>Defining and driving the product vision, roadmap, and architecture for GTM AI technology</li>\n<li>Understanding seller and stakeholder pain points and identifying opportunities for automation</li>\n<li>Building AI-powered tools to improve seller productivity in areas such as account planning, pipeline management, and customer acquisition</li>\n<li>Defining and improving data foundations for GTM AI strategy</li>\n<li>Leading cross-functional efforts across engineering, vendors, and business stakeholders</li>\n<li>Translating GTM strategy and operational needs into scalable product capabilities</li>\n<li>Driving adoption and change management for new AI capabilities</li>\n</ul>\n<p>Requirements:</p>\n<ul>\n<li>7+ years of product management experience across GTM systems, Enterprise SaaS technology, and AI-powered tooling</li>\n<li>Strong fluency in modern GTM systems such as Salesforce, marketing automation, and data enrichment tools</li>\n<li>Proven ability to drive cross-functional influence, strategic alignment, and executive communication</li>\n<li>Highly analytical with experience defining KPIs, running experiments, and using data to prioritize product investments</li>\n</ul>\n<p>Preferred qualifications:</p>\n<ul>\n<li>Experience with digital advertising or consumption-based business models</li>\n<li>Experience implementing enterprise AI technology at scale</li>\n</ul>\n<p>Benefits include comprehensive healthcare benefits, income replacement programs, 401k with employer match, global benefit programs, flexible vacation and paid volunteer time off, and generous paid parental leave.</p>","enriched_at":1784977838616},{"id":"job_be3f847b-406","title":"Senior Product Adoption Strategist, Shopping","source_url":"https://job-boards.greenhouse.io/reddit/jobs/8081271","location":"Remote - United States","job_type":"full-time","experience_level":"senior","work_arrangement":"remote","category":"Sales","description":"<p>Reddit is seeking a Senior Product Adoption Strategist, Shopping to drive Reddit Ads product adoption within the Global Sales organization and with advertisers.</p>\n<p>The Product Adoption team’s mission is to accelerate and scale the adoption of priority products and features to drive advertiser success and revenue growth.</p>\n<p>As a Senior Product Adoption Strategist, you will be responsible for scaling ads product adoption and scale across the Large Customer Sales advertisers in the United States.</p>\n<p>You will partner with Sales to pitch, onboard, activate, and grow advertisers on our most critical product solutions and activate high-priority business opportunities.</p>\n<p>Your close partners include Sales, PMM, Product, Strategy &amp; Ops, Enablement, and other PA team members.</p>\n<p>You will drive the activation of the most relevant lower-funnel ad products to meet our customers&#39; performance goals.</p>\n<p>In particular, you will focus on Shopping products utilization.</p>\n<p>You will need to enable and equip Sales with the right knowledge, training, collateral, market insights, and tools needed to drive customer success.</p>\n<p>You will work directly with advertisers to pitch, onboard, and activate across a variety of our product solutions.</p>\n<p>And you will advocate for the needs, opportunities, and gaps that Reddit advertisers experience with Reddit’s PMM and Product teams.</p>\n<h3>Responsibilities:</h3>\n<ul>\n<li>Drive Growth: Lead efforts to scale the adoption of Reddit’s priority ads products, increasing advertiser engagement and revenue.</li>\n<li>Program Development: Develop and manage programs to support product adoption across Large Customer Sales (LCS) advertisers and sales teams in the United States.</li>\n<li>Client Engagement: Work directly with advertisers to identify, pitch, activate, onboard, and grow clients with strategic product opportunities.</li>\n<li>Collaborate Cross-Functionally: Partner closely with Sales, Product, Product Marketing Management (PMM), Revenue Strategy &amp; Analytics teams, GTM Enablement, and more in alignment to strategic goals.</li>\n<li>Sales Enablement: Equip sales teams with the necessary knowledge, training, collateral, and market insights to effectively position and implement Reddit&#39;s ad products.</li>\n<li>Feedback Loop: Advocate for advertiser needs and identify opportunities and gaps, providing feedback to PMM and Product teams to inform ongoing product development.</li>\n<li>Reporting and Measurement: Partner with Sales and Strategy/Ops leadership to understand progress to goal and identify steps that can be taken to accelerate outcomes.</li>\n</ul>\n<h3>Basic Qualifications:</h3>\n<ul>\n<li>5+ years of experience in digital advertising, sales, marketing strategy, operations, or relevant industries</li>\n<li>Industry Experience: A strong background in product adoption, growth, or sales strategy within the digital advertising industry.</li>\n<li>Cross-Functional Collaboration: Proven ability to work effectively with partner teams, leveraging cross-functional expertise to drive program success.</li>\n<li>Proficient in Google Suite and Salesforce.</li>\n</ul>\n<h3>Preferred Qualifications:</h3>\n<ul>\n<li>Client-Centric Approach: Passion for understanding client needs and delivering solutions that drive their success.</li>\n<li>Analytical Skills: Solid familiarity with data analysis techniques and tools such as Mode, Tableau, and Salesforce to track key metrics and outcomes.</li>\n<li>Project Management: Excellent program and project management skills, with the ability to prioritize and manage multiple initiatives concurrently.</li>\n<li>AI Proficiency: Familiarity with AI tools and automation skills, including ability to leverage AI for workflow optimization and productivity.</li>\n<li>Communication Skills: Strong written and verbal communication skills, capable of clearly articulating strategies and outcomes to internal and external stakeholders.</li>\n</ul>\n<h3>Benefits:</h3>\n<ul>\n<li>Comprehensive Healthcare Benefits and Income Replacement Programs</li>\n<li>401k with Employer Match</li>\n<li>Global Benefit programs that fit your lifestyle, from workspace to professional development to caregiving support</li>\n<li>Family Planning Support</li>\n<li>Gender-Affirming Care</li>\n<li>Mental Health &amp; Coaching Benefits</li>\n<li>Flexible Vacation &amp; Paid Volunteer Time Off</li>\n<li>Generous Paid Parental Leave</li>\n</ul>","enriched_at":1784887802492},{"id":"job_70f3d083-5c6","title":"Senior Frontend Engineer, Ads Creative","source_url":"https://job-boards.greenhouse.io/reddit/jobs/8082867","location":"Remote - United States","job_type":"full-time","experience_level":"senior","work_arrangement":"remote","category":"Engineering","description":"<p>Reddit is seeking a Senior Frontend Engineer for its Ads Creative team. The successful candidate will independently own complex areas of the product, from technical design through launch and iteration.</p>\n<h4>Team Description</h4>\n<p>The Ads Creative &amp; Recommendations team enables advertisers to maximize performance on Reddit through relevant creative and actionable recommendations.</p>\n<h4>Role Description</h4>\n<p>The ideal candidate will have deep JavaScript, TypeScript, and React experience, and be able to shape the next generation of Reddit&#39;s advertiser tools.</p>\n<h4>Responsibilities</h4>\n<ul>\n<li>Own technical design and delivery of complex frontend features across Ads Manager&#39;s creative and recommendation workflows.</li>\n<li>Translate AI-backed capabilities into interfaces that advertisers can understand, steer, and refine.</li>\n<li>Partner with product and design to work through ambiguous requirements and make sound product and engineering tradeoffs.</li>\n<li>Develop reusable frontend patterns and components that support a unified campaign creation experience.</li>\n<li>Instrument experiences, evaluate results, and use experiments and product data to guide iteration.</li>\n<li>Raise the quality of the codebase through thoughtful architecture, testing, observability, performance work, and accessibility.</li>\n<li>Provide high-quality code reviews and technical guidance, and help other engineers grow.</li>\n<li>Collaborate across frontend, backend, data, and machine learning systems to deliver reliable end-to-end experiences.</li>\n</ul>\n<h4>Required Qualifications</h4>\n<ul>\n<li>5+ years of experience building production web applications with JavaScript, TypeScript, and React.</li>\n<li>Comfort using Codex, Cursor, Claude, or comparable agentic coding tools in day-to-day software development.</li>\n<li>A track record of independently delivering complex frontend projects from technical design through launch and iteration.</li>\n<li>Sound judgment in frontend architecture, state management, component design, testing, and API integration.</li>\n<li>Experience building polished user interfaces with close attention to usability, performance, accessibility, and maintainability.</li>\n<li>Ability to work effectively through ambiguous product and technical problems.</li>\n<li>Strong communication and collaboration skills across engineering, product, design, and data disciplines.</li>\n<li>Experience using instrumentation, experimentation, or product metrics to understand and improve user experiences.</li>\n<li>A habit of improving engineering quality through code reviews, documentation, and technical mentorship.</li>\n</ul>\n<h4>Bonus Points</h4>\n<ul>\n<li>Experience building advertising, campaign management, creative tooling, or other complex business applications.</li>\n<li>Experience designing interfaces for generative AI, machine learning, or recommendation systems.</li>\n<li>Familiarity with asset management, media upload, image editing, creative versioning, or content generation workflows.</li>\n<li>Experience building or contributing to shared component libraries and design systems.</li>\n<li>Experience improving large frontend codebases through architecture, performance, testing, or accessibility work.</li>\n</ul>\n<h4>Benefits</h4>\n<ul>\n<li>Comprehensive Healthcare Benefits and Income Replacement Programs</li>\n<li>401k Match</li>\n<li>Family Planning Support</li>\n<li>Gender-Affirming Care</li>\n<li>Mental Health &amp; Coaching Benefits</li>\n<li>Flexible Vacation &amp; Reddit Global Days Off</li>\n<li>Generous paid Parental Leave</li>\n<li>Paid Volunteer time off</li>\n</ul>","enriched_at":1784887783997},{"id":"job_851ce094-dc0","title":"Senior Agile Client Partner, Large Customer Sales","source_url":"https://job-boards.greenhouse.io/reddit/jobs/8021287","location":"New York City, NY","job_type":"full-time","experience_level":"senior","work_arrangement":"hybrid","category":"Sales","description":"<p>Reddit is seeking a highly agile and adaptive Senior Client Partner to step into this dynamic, high-impact coverage role designed to maintain sales momentum on our Large Customer Sales US team during leaves.</p>\n<p>In this highly impactful role, you will sharpen your strategic versatility by partnering across 8 distinct industry verticals and mastering diverse product suites, unique buyer personas, and shifting market dynamics to drive seamless revenue growth and champion top-tier client success.</p>\n<p>Responsibilities:</p>\n<ul>\n<li>Proactively manage and deepen relationships with existing advertising partners, both with agencies and directly with clients to drive year-over-year revenue growth</li>\n<li>Proactively construct upfront and joint business plans with top clients</li>\n<li>Establish mutually beneficial relationships with new clients, educating them on Reddit and the Reddit ads platform</li>\n<li>Quickly adapt to new books and verticals by rapidly identifying key stakeholders and eliminating lengthy ramp-up times</li>\n<li>Leverage agency and client direct relationships to identify new buyers of Reddit advertising products</li>\n<li>Leverage data from internal and external sources to inform client strategies and pitch proposals</li>\n<li>Consistently meet deadlines for all projects, ensuring that clients receive the highest level of customer service</li>\n<li>Own client meetings from agenda to final presentation, instilling confidence and setting all interactions up for success by appropriately setting client expectations, identifying outcomes, and communicating clear next steps</li>\n<li>Act as the primary point of contact for clients to communicate major platform updates, releases, changes, and/or opportunities that will deepen or expand the relationship</li>\n<li>Provide strategic, proactive, and consultative advice to clients in order to uplevel and grow the relationship</li>\n<li>Persistently explore and uncover the needs of your clients, leveraging deep product knowledge to align their goals with new and unique opportunities on the platform</li>\n<li>Collaborate with Account Management and Ad Operations to meet and exceed clients’ marketing goals</li>\n<li>Shape Reddit’s ads product roadmap by aggregating and sharing client feedback and campaign metrics with cross-functional stakeholders</li>\n<li>Provide thought leadership and act as a Reddit evangelist with partners and at industry events</li>\n<li>Share your industry, client, and product expertise by mentoring and training other team members</li>\n<li>Collaborate closely with other Client Partners and Account Managers to craft a cohesive strategy across shared accounts</li>\n<li>Build and leverage deep internal relationships, both within your direct team and cross-functionally, working together to deliver on client and business goals</li>\n</ul>\n<p>Required Qualifications:</p>\n<ul>\n<li>8-10+ years of experience in digital media with at least 3-5+ years of experience in sales; enterprise client experience preferred</li>\n<li>Experience owning partnerships with complex enterprise tech organizations</li>\n<li>Proven experience managing relationships up through C-level executives</li>\n<li>Deep industry expertise in specific verticals, product types, and/or measurement solutions</li>\n<li>Deep existing relationships within the agency and client direct space</li>\n<li>Subject matter expertise in the social media landscape and native advertising</li>\n<li>Experience building and executing long-term account growth strategies</li>\n<li>Demonstrated top-performer achievement against sales targets</li>\n<li>Ability to lead special projects</li>\n<li>BA / BS degree or equivalent work experience</li>\n</ul>\n<p>Benefits:</p>\n<ul>\n<li>Comprehensive Healthcare Benefits and Income Replacement Programs</li>\n<li>401k with Employer Match</li>\n<li>Global Benefit programs that fit your lifestyle, from workspace to professional development to caregiving support</li>\n<li>Family Planning Support</li>\n<li>Gender-Affirming Care</li>\n<li>Mental Health &amp; Coaching Benefits</li>\n<li>Flexible Vacation &amp; Paid Volunteer Time Off</li>\n<li>Generous Paid Parental Leave</li>\n</ul>","enriched_at":1784801569000},{"id":"job_8078c777-d3e","title":"Staff Product Manager, Ads Trust and Safety","source_url":"https://job-boards.greenhouse.io/reddit/jobs/8070669","location":"Remote - United States","job_type":"full-time","experience_level":"staff","work_arrangement":"remote","category":"Product Management","description":"<p>Reddit is seeking a Staff Product Manager to spearhead the product strategy for Ads Trust &amp; Safety. In this role, you will architect and scale the next generation of systems across ad review, advertiser trust, fraud prevention, and platform safeguards.</p>\n<p>Your mission: protect our global community of users and brands while unlocking the safe, hyper-growth trajectory of Reddit’s ads business.</p>\n<p>You will collaborate with cross-functional partners to engineer products and processes that maximize advertiser success without ever compromising on safety, quality, or compliance.</p>\n<h3>Responsibilities:</h3>\n<ul>\n<li>Drive the Vision: Define and execute the product strategy and roadmap for Ads Integrity, encompassing ad review, fraud prevention, advertiser trust, and platform quality.</li>\n<li>Balance the Ecosystem: Masterfully balance advertiser experience, user safety, operational efficiency, business impact, and complex regulatory landscapes in every product decision.</li>\n<li>Unite Cross-Functional Partners: Lead alignment and deliver durable, long-term solutions alongside Engineering, Policy, Legal, Operations, Sales, Product Marketing, and broader product organizations.</li>\n<li>Translate Insights into Action: Convert advertiser pain points, integrity risks, and operational bottlenecks into sharp product requirements, robust success metrics, and measurable business outcomes.</li>\n<li>Innovate &amp; Automate: Identify high-leverage opportunities to enhance automation, elevate decision quality, optimize feedback loops, and drive enforcement consistency across both ambiguous 0-to-1 initiatives and mature scaling systems.</li>\n</ul>\n<h3>Required Qualifications:</h3>\n<ul>\n<li>6+ years of product management experience, with a proven history of owning complex, highly cross-functional product domains.</li>\n<li>Domain Expertise: Deep experience building products in digital advertising, advertiser workflows, ad policy, trust and safety, fraud prevention, abuse detection, risk-based decisioning, or platform integrity.</li>\n<li>Advanced Systems Thinking: The ability to reason holistically across user experience, policy frameworks, operational workflows, data pipelines, and technical architecture.</li>\n<li>Intelligent Automation: Hands-on experience building products that seamlessly blend automation, human review, feedback loops, machine learning, or AI-assisted workflows.</li>\n<li>Ambiguity to Execution: A demonstrated ability to lead ambiguous product spaces from zero to strategy, through execution, utilizing data and metrics to ruthlessly prioritize and guide trade-offs.</li>\n<li>Influence &amp; Communication: Elite cross-functional leadership skills, with the ability to influence without authority and distill highly complex topics into clear, actionable narratives.</li>\n</ul>\n<h3>Perks and Benefits:</h3>\n<ul>\n<li>100% remote opportunity (we have 4 office locations for hybrid/onsite work preference in NY, SF, LA and Chicago)</li>\n<li>Competitive salary and equity options</li>\n<li>Comprehensive health benefits (medical, dental, vision) &amp; workplace perks (home office set up stipend etc)</li>\n<li>Generous 401k matching</li>\n<li>Flexible vacation policy</li>\n<li>Paid parental leave (4+ months)</li>\n<li>Family planning support</li>\n<li>Paid volunteer time off</li>\n</ul>","enriched_at":1784711576454}],"category_normalised":[{"category":"engineering","count":115},{"category":"sales","count":39},{"category":"marketing","count":9},{"category":"hr","count":5},{"category":"finance","count":4},{"category":"operations","count":1},{"category":"legal","count":1}],"velocity":{"weeks":[{"week_start":"2026-04-13","count":13},{"week_start":"2026-04-20","count":6},{"week_start":"2026-05-04","count":3},{"week_start":"2026-05-11","count":7},{"week_start":"2026-05-18","count":9},{"week_start":"2026-05-25","count":3},{"week_start":"2026-06-01","count":11},{"week_start":"2026-06-08","count":3},{"week_start":"2026-06-15","count":44},{"week_start":"2026-06-22","count":29},{"week_start":"2026-06-29","count":9},{"week_start":"2026-07-06","count":8},{"week_start":"2026-07-13","count":16},{"week_start":"2026-07-20","count":8},{"week_start":"2026-07-27","count":4},{"week_start":"2026-08-03","count":1}],"trend":"decelerating","wow_pct":-75},"momentum":{"recent_14d":9,"prior_14d":25,"growth_pct":-64,"classification":"decelerating"},"salary_vs_industry":{"company_median":228950,"industry_median":null,"percentile":null,"sample_size":105,"by_region":[{"region":"Remote","company_median":260050,"industry_median":null,"sample":69},{"region":"United States","company_median":201000,"industry_median":null,"sample":36}],"transparency_pct":60,"industry_transparency_pct":0,"transparency_warning":false},"market_share":{"company_jobs":174,"industry_total":174,"share_pct":100,"rank":1,"peer_count":1},"ai_exposure":{"occupation_weighted_score":0.328,"skill_weighted_score":0.461,"top_exposed_titles":[{"title":"Senior Software Engineer, Core Platform","count":5,"score":0.288},{"title":"Staff Android Engineer, Brand Ad Formats","count":3,"score":0.288},{"title":"Staff Software Engineer, Media Experiences","count":2,"score":0.288},{"title":"Staff Site Reliability Engineer - Site Experience","count":2,"score":0.288},{"title":"Staff Machine Learning Engineer, ML Efficiency","count":2,"score":0.461},{"title":"Staff Data Scientist, Marketing","count":2,"score":0.461},{"title":"Staff Data Scientist, Consumer","count":2,"score":0.461},{"title":"Staff Data Scientist, Ads","count":2,"score":0.461},{"title":"Staff Data Scientist - Ads Measurement, Signals, Privacy","count":2,"score":0.461},{"title":"Software Engineer, Ads","count":2,"score":0.288}],"top_exposed_skills":[{"skill":"Large Language Models","count":5,"score":0.466},{"skill":"Experimental Design","count":6,"score":0.461},{"skill":"Causal Inference","count":8,"score":0.461},{"skill":"Data Science","count":4,"score":0.461},{"skill":"Relational Databases","count":4,"score":0.461},{"skill":"Statistics","count":6,"score":0.461},{"skill":"Mathematics","count":5,"score":0.461},{"skill":"Physics","count":4,"score":0.461},{"skill":"Economics","count":5,"score":0.461},{"skill":"Operations Research","count":4,"score":0.461}]},"peer_set":[],"skills_lq":[],"geographic_shift":{"current":[{"region":"Remote","count":114,"share_pct":65.5},{"region":"United States","count":37,"share_pct":21.3},{"region":"United Kingdom","count":8,"share_pct":4.6},{"region":"Canada","count":7,"share_pct":4},{"region":"EU","count":6,"share_pct":3.4},{"region":"Australia/NZ","count":2,"share_pct":1.1}],"emerging":[],"shrinking":[{"region":"United States","recent_30d":8,"prior_30d":22,"growth_pct":-64},{"region":"United Kingdom","recent_30d":0,"prior_30d":8,"growth_pct":-100},{"region":"Canada","recent_30d":1,"prior_30d":6,"growth_pct":-83}]},"seniority_anomalies":{"exec_recent_30d":0,"exec_prior_90d_avg":1,"exec_growth_pct":-100,"notable_exec_hires":[]},"posting_dynamics":{"median_days_open":32,"industry_median_days_open":null,"long_open_count":35,"closure_rate_pct":37}}}}