Lead Product Manager, Data Science

About Us 2K, headquartered in Novato, California, is a dynamic and innovative label under Take-Two Interactive Software, Inc. (NASDAQ: TTWO). Since our inception in 2005, we have emerged as a global leader in the video game industry, publishing critically acclaimed titles from some of the most influential game studios worldwide. Our expanding portfolio inclu…

At StubHub, we are committed to transforming the live event experience across the globe. Whether attendees are looking to enjoy their first concert or their hundredth, we ensure a seamless journey from ticket search to event entry. Our platform also empowers sellers, from individual fans to large-scale event promoters, making StubHub the safest and most convenient option for offering tickets to millions of fans worldwide.The Data Science team, a vital segment of StubHub's broader Data organization, seeks a seasoned and strategic Data Science Manager to lead a dynamic team currently comprising six talented professionals, ranging from entry-level to senior data scientists.As the largest secondary ticket marketplace globally, StubHub collects extensive consumer data that provides opportunities to address unique predictive challenges, including user acquisition, personalized product recommendations, pricing optimization, ticket fulfillment strategies, and business forecasting. In your role as Data Science Manager, you will collaborate closely with business leaders to translate their long-term strategic goals into actionable machine learning projects executed by your team on a daily basis. Your ability to balance technical oversight with mentorship will be crucial for your team's sustained success.You will also focus on the professional and technical development of your team, fostering talent through targeted mentorship, strategic career growth initiatives, and a commitment to operational excellence. As we increase our investment in machine learning, planning for team structure and growth will be essential, particularly in exploring generative AI applications within our products.This is an exciting time to join the Data Science practice at StubHub. With established value and a high-performing team, we are poised for further growth. Key investment areas include developing deep technical expertise in areas such as causal inference and graph machine learning, advocating for top-tier ML tools and platforms, and expanding the influence of data science throughout the organization. As a senior leader, you will play a pivotal role in shaping and realizing this vision.Location: Hybrid (3 days in office/2 days remote) – New York, NY or Century City, CA

Genius Sports is at the forefront of transforming the sports landscape by harnessing the power of cutting-edge technology and delivering the most accurate live data. Our mission is to create immersive, interactive, and personalized experiences for sports fans globally. Discover more about us at geniussports.com.The Role - Senior Product ManagerWe are on the lookout for a Senior Product Manager to join our dynamic Data & AI team. In this pivotal role, you will spearhead the product strategy for the advanced platform capabilities that facilitate the ingestion, transformation, storage, and dissemination of highly detailed, real-time sports data.The ideal candidate will possess a unique blend of strong product intuition, comprehensive platform understanding, and technical expertise in real-time data systems. You should feel equally at ease formulating long-term strategies, optimizing legacy tools, collaborating with engineers on robust data platforms, and empowering downstream analytics, AI, and API solutions.Responsibilities:This role is integral to our sports data ecosystem. You will collaborate with cross-functional teams in Sports Tech, Data Collection, Engineering, Business Intelligence, Data Science, Betting, Fan Engagement, Advertising, and commercial partners to develop shared tools and platforms that capture, process, analyze, and distribute real-time sports data at scale. You will be instrumental in:Maintaining and Enhancing Data Pipelines... (additional responsibilities here)

About 8Fleet:8Fleet is pioneering the essential physical infrastructure layer for both autonomous and non-autonomous ridesharing, creating a framework that enables widespread adoption of autonomous vehicles (AVs) in a commercially viable manner. As the fastest-growing fleet operator globally, we are at the forefront of innovation.About the Role:We are on the lookout for a dynamic and experienced Product Lead to spearhead our product initiatives. This unique, zero-to-one opportunity places you at the heart of product execution and growth strategy, collaborating closely with engineering teams to deliver impactful products. You will be responsible for translating ambiguous requirements into high-quality, scalable solutions while mentoring your peers on best practices. Your contributions will significantly influence our company’s growth trajectory.What You'll Do:Product ExecutionDrive the entire PRD lifecycle from initial problem definition to engineering delivery and post-launch evaluation.Act as a bridge between business objectives and technical execution; convert operator insights and partner needs into precise specifications.Lead sprint planning, oversee the product backlog, and prioritize tasks based on their impact on growth.Establish and track success metrics for all launched features, ensuring accountability for outcomes rather than just output.Leverage AI-driven tools (such as Cursor, Claude, Replit) as multipliers to prototype ideas, generate test data, automate QA processes, and streamline collaboration with engineering.B2B Partnerships & AV EcosystemCultivate and enhance product partnerships with rideshare giants like Uber and Lyft, as well as inbound AV OEM/operator partners.Identify integration opportunities, develop joint go-to-market strategies, and create exclusive data-sharing agreements to establish a sustainable competitive advantage.Manage the partner product roadmap, articulating their requirements, prioritizing them internally, and ensuring feedback loops are effectively closed.Driver & Operator Acquisition and RetentionDesign and oversee the entire funnel for driver engagement, from awareness to active fleet contributor, focusing on onboarding, activation, and long-term retention strategies.Develop and implement driver-facing features that enhance quality scores, ensure earnings reliability, and boost satisfaction.

The Internal Communications team at Riot Games works to strengthen company culture by building communication strategies that reflect Riot’s energetic and informal workplace. The team crafts messages with transparency and clarity, aiming to foster open dialogue about topics that matter to both employees and players. Storytelling is central to the team’s approach, connecting Rioters and reinforcing the company’s mission through authentic, engaging content. Role overview The Senior Manager, Internal Communications Lead – Product, plays a key role in shaping and sharing the narrative of Riot’s product organization. This position blends two main areas of responsibility: leading product-wide internal communications and serving as the communications lead for a major product team. What you will do Head of Product Internal Communications: Develop and manage the annual narrative for Riot’s product portfolio. Align messaging with product strategy, team achievements, and player impact. Oversee a comprehensive roadmap for product-related communications, ensuring consistency and cultural resonance. Product Team Internal Communications Lead: Oversee internal communications for a major product team. Design and implement strategies to keep Rioters informed about progress, vision, and successes. Ensure communications clearly connect the team’s work to Riot’s larger goals and player experience. Collaboration and leadership This role requires close partnership with senior product and studio leaders. The Senior Manager will manage internal communications leads within the product group and coordinate with external communications partners to deliver unified, inspiring narratives. The position calls for a strong storyteller who can translate complex strategies into clear, actionable messages for the company.

Fraud Alert: Protect yourself from job scams. Always apply for positions at Sensor Tower through our official website or verified profiles on LinkedIn, Indeed, BuiltIn, or Hackajob. Sensor Tower will never require payment or sensitive financial information during the application process. Any communications will originate from email addresses ending in sensortower.com. Interviews will be conducted via phone or Zoom, and will not transition to alternative email or text communications. If you encounter any issues, feel free to reach out.Recruitment Agencies: We do not accept third-party resumes. Please refrain from sending resumes to our jobs alias, Sensor Tower employees, or any other locations. Sensor Tower is not liable for any fees associated with unsolicited resumes and will not pay any third-party agency lacking a signed agreement.Role Overview:At Sensor Tower, our mission is to gauge the dynamics of the digital economy. Our platform provides essential insights into the mobile app ecosystem, empowering users to identify innovations, assess market trends, and analyze the success strategies of industry leaders. As a Technical Product Manager for our mobile intelligence offerings, you will spearhead the development of new data products that enable our users to make impactful decisions.You possess significant experience working with data; whether you’ve developed APIs for analytics products, held roles in analytics at digital product firms, worked on AdTech dashboards, or managed complex products analyzing business data. You are adept at defining data contracts and integrating services with MCP servers. Your professional background aligns with Sensor Tower's goals and our clients' needs, drawing from experience in SaaS startups, mobile, financial modeling, or free-to-play gaming.At Sensor Tower, you will oversee projects from inception to completion. Collaborating closely with product leadership, you will craft roadmaps, work with engineering on execution, and partner with business leaders to understand customer needs. Your enthusiasm for AI in product development shines through in your ability to categorize unstructured data, create rapid prototypes, or generate insights through AI. Your passion for the industry is evident, as you can articulate the value of your contributions.

Join Genius Sports as a Match Lead, where you will play a pivotal role in overseeing match operations and enhancing the quality of our sports data services. Your expertise will ensure accurate and timely data collection, contributing to our reputation as a leader in sports technology.

Join System1 in pioneering the next generation of consumer products powered by AI Agents! We are seeking a dynamic and innovative Lead Product Manager to lead our most ambitious AI projects from inception through to commercialization. This role combines hands-on product development with P&L responsibilities, making it perfect for an entrepreneurial builder who thrives on rapid prototyping and scaling successful initiatives into robust businesses.This is your chance to integrate advanced AI technology with practical consumer applications that drive commercial success.This position is based onsite at our headquarters located at 4235 Redwood Ave, Los Angeles, CA 90066.

DISQO creates an ad measurement platform trusted by leading brands, agencies, and media organizations. By connecting consumer sentiment and journeys with the brands and media they engage with, DISQO provides identity-driven insights that help companies understand advertising performance and build stronger audience connections. The team values speed, innovation, and continuous improvement. Growth and performance are encouraged, and the company supports a culture built on curiosity, ambition, collaboration, and accountability. Role overview The Product Marketing Lead, based in Los Angeles, takes a central role in shaping the future of DISQO’s AI-powered products. This position requires strategic marketing expertise and a builder’s mindset. Success in this role means thriving in collaborative, cross-functional settings, embracing change, and driving improvement through experimentation and best practices. What you will do Lead product launches that drive adoption and help DISQO’s products stand out in the market Create enablement resources for Sales and Customer Success teams Execute product marketing strategies across multiple products in a high-growth environment Align Product, Marketing, Sales, and Customer Success around a shared vision Work with teams to develop positioning, programs, content, and integrated campaigns that highlight the value of AI-driven products Quickly learn industry trends, customer needs, and key segments to deliver differentiated messaging and personas Requirements Demonstrated experience in product marketing, ideally within multi-product and high-growth organizations Strategic thinking and strong analytical skills Ability to communicate a compelling story and influence others Experience working across Product, Marketing, Sales, and Customer Success teams Comfort with experimentation and iterative processes Location This position is based in Los Angeles, CA.

At Lightspark, we are revolutionizing the way payments are processed on the Internet, enabling transactions to flow as seamlessly as data—instantaneously, globally, and without hassle. With our advanced enterprise tools like Grid, Node, and Spark, businesses can transfer funds securely and swiftly, all while significantly reducing costs. Based in Los Angeles, California, our reach extends across the globe.We are on the lookout for a dynamic and experienced Senior Product Marketing Lead who will empower prospects to choose us confidently. In this pivotal role, you will bridge the gap between product development, sales strategies, and market insights, articulating the value of our offerings. You will be responsible for defining our product positioning, providing the sales team with essential tools for success, and optimizing our website to enhance conversion rates. This is a high-impact role that will significantly influence the perception of Lightspark in the marketplace.

Data SpecialistEmployment Type: Full-Time, Mid-LevelDepartment: Data ScienceAs a Data Specialist at CGS Federal, you will play a crucial role in assisting our government clients with data processing using LAW. The ideal candidate will be responsible for efficiently loading substantial volumes of production data and executing exports from our database to facilitate discovery party productions. Downloading files from our file-sharing tool, JEFS, and conducting thorough quality control on both load and export files to ensure precision is essential for this role.CGS Federal unites motivated, highly skilled, and innovative individuals to tackle the government's most pressing challenges with state-of-the-art technology. We are searching for candidates who are eager to contribute to government innovation, value collaboration, and can anticipate the needs of others. At CGS, we foster an environment where our employees feel supported and encouraged to pursue professional growth through diverse learning opportunities.Key Responsibilities:Modify load files and perform quality control on loaded data swiftly and accurately.Assist in the creation and updating of document processing procedures as necessary.Simultaneously manage multiple load streams.Conduct native file processing in LAW.Export data from Relativity to generate load files for various platforms as requested by the Case Manager.Execute data conversion processes, including the conversion of various document types.Handle special format data conversions and file manipulation requests.Ensure quality control on load files, Relativity data loads, and exports.Address advanced requests, such as generating data exports for productions and conducting quality control on files, as well as managing complicated overlays, privilege clawbacks, and document sequestration.Perform quality control to verify the accuracy of loads completed by new Data Specialists.Provide hands-on training to other Data Specialists as required.Conduct basic Relativity searches and global updates to mark and/or tag records as needed, including confirming record counts in Save Searches and image redactions prior to export creation.Clearly communicate data inconsistencies found to the Project Manager.Assist during calls regarding data load file formats or media encryption software with the Case Manager and other IT personnel as requested.

At Lightspark, we are pioneering an open payment protocol designed to make financial transactions as seamless as data exchanges: instantaneous, global, and frictionless. Our suite of enterprise tools, including Grid, Node, and Spark, enables businesses to conduct money transfers swiftly, securely, and at a fraction of traditional costs, no matter where they are in the world.We are on a mission to simplify the use of Bitcoin and stablecoins, making them as accessible as the Internet itself. Supported by leading investors such as a16z crypto, Paradigm, Ribbit Capital, Coatue, and Thrive Capital, our innovative products facilitate wallets, instant deposits, buying/selling, and global money movement for notable companies like Tether, Deblock, Breez, Xverse, and Privy.About SparkSpark is an advanced Bitcoin Layer 2 solution that enables the instantaneous transfer of Bitcoin and stablecoins at negligible costs, eliminating the need for bridges or wrappers. It is open-sourced, natively compatible with Lightning, and operational in production. With tools like wallet SDKs, token issuance, and zero-confirmation deposits, Spark is the backbone for the next generation of financial applications. Discover more at spark.money.About the TeamOur design team at Lightspark is a close-knit group of four passionate individuals. We leverage AI tools (Cursor, Claude, Figma) daily to transition swiftly from concepts to functional software. Our team excels in creating interactive prototypes as real code, designing marketing materials that demystify complex infrastructure, and fostering direct collaboration with our engineering counterparts. We pride ourselves on our craftsmanship and fast-paced workflow.What You Will DoIn this pivotal role focused on Spark, you will be the visionary designer who enhances how users engage with this groundbreaking Bitcoin payment layer through products, demonstrations, and beyond.Lead Product Development. You will take ownership of designing Spark's developer-centric tools, dashboards, and wallet interfaces. Your mission is to simplify the complexity of Layer 2 infrastructure, stablecoin transactions, and multi-chain interoperability, ensuring they are intuitive and reliable.Deliver Prototypes and Demonstrations. You will create functional, high-fidelity prototypes that clearly showcase Spark's capabilities to partners and potential clients. This includes developing interactive demos, proof-of-concept integrations, and scenario explorations that go beyond mere mockups.Develop Marketing and Launch Materials. You will design and produce web pages, visuals, and collateral that effectively communicate Spark's features to developers, enterprises, and the broader crypto community. Your work will be essential in narrating the story of what is achievable with Spark.

Our MissionSince its inception in 2012, Tinder® has transformed the way individuals connect, achieving a remarkable journey from a mere 1 match to over one billion matches in just two years. This extraordinary growth underscores our commitment to fulfilling a fundamental human desire: genuine connection. Today, our app boasts over 630 million downloads, resulting in more than 97 billion matches and currently serving around 50 million users monthly across 190 countries and 45+ languages - a scale that is unparalleled in the industry. In 2024, Tinder proudly received four Effie Awards for its inaugural global brand campaign, “It Starts with a Swipe”™.Our ValuesOne Team, One DreamWe collaborate closely, shaping Tinder for our users. Success comes from our ability to work across functions, teams, and time zones, embracing creativity to achieve our vision and mission.Own ItWe take responsibility and aim to positively influence every aspect of our business through ownership, innovation, and a commitment to excellence.Never Stop LearningWe foster a culture where taking risks is encouraged. We actively seek feedback, celebrate achievements, and learn from our failures to ensure continuous improvement.Spark SolutionsAs problem solvers, we prioritize forward-thinking strategies when faced with challenges. We focus on agility and overcoming obstacles to reach our objectives.Embrace Our DifferencesWe are dedicated to creating a workplace that mirrors the diversity of our users. By valuing varied perspectives and approaches, we enhance experiences for both our members and our team.The TeamThe Growth Data Science team is in search of inquisitive professionals eager to leverage data-driven insights at Tinder. We partner strategically with the Product team to utilize our extensive datasets for experiments, metric assessment, automated reporting, and generating exploratory insights that are vital for our business strategies. These insights play a crucial role in enhancing both our operational performance and the user experience.This position allows for collaboration with either the User Growth or Growth Platform teams within the Data Science Department. The User Growth team is dedicated to validating growth hypotheses and optimizing core user experiences, while the Growth Platform team focuses on refining and scaling our messaging strategies.

At Paragon, we believe that AI agents are only effective when they can access the right data, and that SaaS products thrive on robust integrations. Positioned at the forefront of integration infrastructure, we empower software developers to connect their applications seamlessly and rapidly, without the burden of managing the underlying infrastructure. As we define this emerging category, we invite you to be a pivotal part of our journey.About the RoleWe are excited to welcome our first dedicated Product Marketing Manager (PMM) to our team. Reporting directly to the Head of Marketing, you will collaborate with our founders, product teams, and sales department. There is no existing PMM team or established playbook; this role is a unique opportunity to create and refine our market positioning and ensure it resonates across all platforms: from our website to sales strategies and competitive initiatives. If you're eager to build something innovative at a fast-paced company, this is your chance.Our target audiences include AI-native startups that view integrations as essential, and enterprise product teams that are integrating AI into their existing offerings. Understanding whether to craft a unified narrative or distinct stories for these segments will be the most engaging challenge of this role.Key ResponsibilitiesTake ownership of Paragon's messaging and positioning across all channels, including homepage content, pitch materials, and sales communications.Develop a comprehensive messaging framework that serves as a consistent guide for sales, content, and partnerships.Manage product launches from conception to execution, overseeing timelines and processes beyond just writing blog posts.Create and maintain effective sales enablement tools: presentations, one-pagers, battle cards, and objection-handling resources.Define Ideal Customer Profiles (ICPs) for our two primary segments: AI-native builders and enterprises transitioning to AI-driven solutions.Evaluate the outcomes of Marketing campaigns in collaboration with the Demand Generation team.Conduct competitive analysis against key players like Merge, Prismatic, Composio, and Workato, navigating the landscape from traditional iPaaS to AI-native infrastructure.Engage with product planning early in the development process to shape solutions before they are built.Qualifications6+ years of experience in B2B SaaS product marketing, ideally in roles as the first or second PMM, with substantial exposure to developer tools, API infrastructure, or integration.

Join our dynamic analytics team as a Data Analyst focusing on Product & Marketing at The League. Reporting directly to the Head of Data Science, you will delve deep into analyzing and optimizing critical components of our marketing funnel: acquisition, activation, engagement, and retention. Your role will also involve designing key performance metrics that serve as guiding principles for our team's efforts and objectives. By leveraging your analytical prowess, you'll help foster a culture of data-driven decision-making at The League. The ideal candidate will possess outstanding communication skills, a solid command of SQL, and proficiency in programming languages such as Python or R to streamline analyses and reporting.Key Responsibilities:Take ownership of developing essential company metrics to monitor overall performance against OKRs.Lead quarterly analysis projects aimed at enhancing revenue and user growth.Conduct ad-hoc analyses as prioritized by cross-functional teams on a weekly basis.Manage dashboards in Periscope to reflect operational performance across departments and track vital company metrics.Collaborate with product managers and engineers to design data products and execute A/B testing.Translate complex questions and hypotheses into structured analyses by working closely with product and business stakeholders.Own data analysis and visualization, effectively communicating insights to various teams (marketing, data, product, engineering) to support strategic improvements in user experience and identify potential new features.Utilize statistical methods, modeling, and machine learning techniques to enhance the efficiency of The League’s matching algorithm.Drive initiatives that contribute to establishing a data-centric culture at The League.Prioritize tasks effectively, focusing on what matters most.

Join Metropolis as a Product Manager where you will lead innovative projects that shape the future of urban living. In this pivotal role, you will collaborate with cross-functional teams to define product vision, strategy, and roadmap, ensuring products meet market demands and drive company growth.

ABOUT YOUWe are in search of an experienced Senior Data Engineer who excels in problem-solving and is adept at balancing speed with reliability in dynamic environments. Your exceptional communication skills will allow you to navigate seamlessly between engineering teams and business stakeholders. A strong passion for data governance drives you to develop reliable, high-performance data systems. You thrive in collaborative settings, partnering with ML engineers, backend developers, and business associates to uphold data accuracy, performance, and security across our organization.ABOUT USXsolla is a pioneering global commerce company dedicated to providing developers with robust tools and services that tackle the unique challenges of the video game industry. From indie developers to AAA studios, we partner with game creators to facilitate funding, distribution, marketing, and monetization of their games. Rooted in a belief in the promising future of gaming, Xsolla is committed to connecting opportunities and continuously expanding resources for creators. Headquartered in Los Angeles, California, Xsolla operates as the merchant of record, having empowered over 1,500 game developers to reach a broader audience and grow their businesses globally. With diverse paths to profit and innovative solutions, we ensure developers have everything they need to succeed in their gaming ventures.For more details, visit us at xsolla.com.

AXS helps fans connect with the artists, teams, and events they care about. Millions of tickets for concerts, festivals, sports, and theater move through the AXS platform each year, supporting renowned venues. Since 2011, the company has focused on making live entertainment easier to discover and access, with ongoing improvements to the fan experience. AXS builds solutions for both fans and clients, driven by a team that values smart ideas, motivation, and fresh perspectives in technology and entertainment. Role overview The Associate Product Manager - Consumer Products will join the Product Management team in Los Angeles, CA. The focus is on identity and account management features such as authentication, profile management, user preferences, ticket ownership, and linked account experiences across consumer and partner platforms. What you will do Assist with developing and launching identity and account management features. Work with teams across the company to deliver products on schedule and aligned with business goals. Review customer feedback and product performance to spot areas for improvement. Take part in the discovery and definition of new products and features. Gather user requirements and help ensure they match strategic priorities. Requirements Genuine interest in product management and a proactive, enthusiastic approach. Comfortable working with cross-functional teams. Willingness to learn from customer feedback and data. Interest in shaping the future of consumer products at AXS. This position offers the chance to help create memorable experiences for fans and contribute to the ongoing evolution of live entertainment.

Position OverviewMediabrands is seeking a dynamic Manager to join our Data and Technology team within the Client Growth Analytics group. The ideal candidate will be a product-focused, proactive leader with a solid grasp of technical implementations, exceptional leadership qualities, an entrepreneurial mindset, and a keen interest in media and marketing.In this role, you will play a pivotal part in developing a suite of automation tools and products tailored for a prominent pharmaceutical client. A strong curiosity and enthusiasm for automation, data management, digital analytics, and emerging technologies are essential!Your daily responsibilities will involve collaborating with various teams to gather requirements and identify workflows for improvement, designing intricate blueprints for buildouts, leading coding and technical initiatives, and effectively communicating with key stakeholders.The successful applicant will possess a diverse skill set encompassing media, technology, data, and cross-team management.

Job Title: Product LeadLocation: Los AngelesReporting to: Co-FounderAbout 8Fleet:8Fleet is revolutionizing the essential infrastructure for both autonomous and non-autonomous ridesharing — establishing the necessary groundwork for the widespread adoption of autonomous vehicles. We pride ourselves on being the fastest growing fleet operator globally.About the Role:We are in search of a dynamic and experienced individual to lead our Product division. This is a unique opportunity to be a foundational hire. You will play a pivotal role at the crossroads of product execution and growth strategy. Collaborating closely with engineering, you will drive the delivery of impactful products while being accountable for the metrics that demonstrate success. This position requires a candidate who excels in a fast-paced setting, possesses the ability to transform ambiguous requirements into effective, high-quality, and scalable solutions, and is capable of mentoring peers on best practices. Your contributions will significantly influence the scalability of the company.What You'll Do:Product ExecutionOversee the entire lifecycle of Product Requirement Documents (PRDs) — from problem identification to engineering delivery and post-launch evaluation.Serve as the bridge between business objectives and technical execution; transform operator insights and partner needs into precise specifications.Facilitate sprint planning, manage the product backlog, and prioritize tasks based on growth impact.Establish and track success metrics for each feature launched; ensure accountability to outcomes rather than mere output.Leverage AI-native tools (such as Cursor, Claude, Replit) as a force-multiplier — developing prototypes, generating test data, automating QA processes, and minimizing back-and-forth with engineering.B2B Partnerships & AV EcosystemCultivate and enhance product relationships with rideshare partners (such as Uber, Lyft) and incoming AV OEM/operator partners.Identify integration opportunities, collaborate on joint go-to-market strategies, and establish exclusive data-sharing agreements to foster a competitive advantage.Manage the partner product roadmap — identify their needs, translate them into internal priorities, and ensure the feedback loop is closed.Driver & Operator Acquisition and RetentionDesign and oversee the entire funnel from driver awareness to active fleet contributor — including all relevant metrics.