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Senior Ml Science Manager Jobs

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Explore current senior ml science manager jobs. Use filters to narrow by work mode, employment type, experience and date posted.

C
Coinbase
📍 - USA• Full-time• Remote• From $167.3K/yr
3mo ago

Ready to do the most impactful work of your career? At Coinbase , we are uncompromising on our mission to increase economic freedom. The bar is high, the environment is intense, and we like it that way. This isn't a place for complacency, it’s a place to be pushed past your perceived limits. If you're ready to build the future of finance alongside people who refuse to settle for "good enough," you belong here. Coinbase is a remote-first, but not remote-only company. Expect to get together quarterly for intense in-person working sessions called “surges.” learn more about working at Coinbase . We're hiring an Analytics Engineer to join the Compliance Technology team within the Platform organization. This team builds and operates data and detection capabilities that enable Coinbase to meet global BSA/AML and related regulatory obligations at scale, partnering with Compliance, Product, and Engineering to ensure monitoring and investigative controls are effective, measurable, and auditable. You'll build and own end-to-end data pipelines that power compliance detection and decisioning, improving signal quality, defining control performance measurement, and creating scalable tooling that makes compliance data easier to trust and use. What you'll do: Build and maintain curated datasets and data models (e.g., case, alert, entity, transaction, and risk features) that power compliance controls across Transaction Monitoring, EDD/KYC, and Screening systems. Own data quality for compliance datasets by implementing validation checks, monitoring, lineage tracking, and documentation to ensure outputs are accurate, complete, and audit-ready. Partner with cross-functional engineering teams and Compliance stakeholders to close upstream data gaps, standardize instrumentation, and translate control requirements into scalable data structures and feature sets. Drive detection signal quality improvements by analyzing detection outputs, identifying opportunities to reduce non-act

REMOTEpythonsqlaws
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Twilio
📍 Ontario• Full-time• Remote
3mo ago

Who we are At Twilio, we’re shaping the future of communications, all from the comfort of our homes. We deliver innovative solutions to hundreds of thousands of businesses and empower millions of developers worldwide to craft personalized customer experiences. Our dedication to remote-first work , and strong culture of connection and global inclusion means that no matter your location, you’re part of a vibrant team with diverse experiences making a global impact each day. As we continue to revolutionize how the world interacts, we’re acquiring new skills and experiences that make work feel truly rewarding. Your career at Twilio is in your hands. . Hiring and how we work We use Artificial Intelligence (AI) to help make our hiring process efficient. That said, every hiring decision is made by real Twilions! Also, while we are a remote-first company, you may be asked to report in person on an ad-hoc basis for team gatherings, functional off-sites or customer meetings. . See yourself at Twilio Join the team as Twilio’s next Senior Engineering Manager, Voice Media. About the job We are actively recruiting for this role to fill an existing vacancy. We're looking for an experienced, technically strong Engineering Manager to lead our Voice Media team. You'll drive the technical strategy for core media infrastructure that powers Twilio's Voice services at global scale. Your team will build robust systems processing billions of media streams while maintaining industry-leading reliability, quality, and performance. This is a highly technical leadership role requiring deep systems expertise and a passion for real-time communications technology. Responsibilities In this role, you’ll: Lead a team of senior engineers developing Twilio's next-generation media processing stack

REMOTEjavaawsrest
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Twilio
📍 Alberta• Full-time• Remote
3mo ago

Who we are At Twilio, we’re shaping the future of communications, all from the comfort of our homes. We deliver innovative solutions to hundreds of thousands of businesses and empower millions of developers worldwide to craft personalized customer experiences. Our dedication to remote-first work , and strong culture of connection and global inclusion means that no matter your location, you’re part of a vibrant team with diverse experiences making a global impact each day. As we continue to revolutionize how the world interacts, we’re acquiring new skills and experiences that make work feel truly rewarding. Your career at Twilio is in your hands. . Hiring and how we work We use Artificial Intelligence (AI) to help make our hiring process efficient. That said, every hiring decision is made by real Twilions! Also, while we are a remote-first company, you may be asked to report in person on an ad-hoc basis for team gatherings, functional off-sites or customer meetings. . See yourself at Twilio Join the team as Twilio’s next Senior Engineering Manager, Voice Media. About the job We are actively recruiting for this role to fill an existing vacancy. We're looking for an experienced, technically strong Engineering Manager to lead our Voice Media team. You'll drive the technical strategy for core media infrastructure that powers Twilio's Voice services at global scale. Your team will build robust systems processing billions of media streams while maintaining industry-leading reliability, quality, and performance. This is a highly technical leadership role requiring deep systems expertise and a passion for real-time communications technology. Responsibilities In this role, you’ll: Lead a team of senior engineers developing Twilio's next-generation media processing stack

REMOTEjavaawsrest
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Who We Are Verkada is transforming how organizations protect their people and places with an integrated, privacy-sensitive AI-powered platform that includes solutions for video security, access control, air quality sensors, alarms, intercoms, and visitor management. We’ve got serious momentum in the market: more than 30,000 customers (including 100+ of the Fortune 500), a $5.8B valuation , more than $1 billion in annualized bookings, and backing from CapitalG, Sequoia Capital, General Catalyst, Felicis Ventures, Next47 and more. Physical AI is one of the most consequential technology shifts of our time, and Verkada is at the center of it. You can look at all kinds of communities to see our platform’s impact in the world. It's the retailer that uses our agentic AI to deter theft before it happens. The warehouse that uses AI-powered alerts to make sure its team is protected on the floor with proper PPE. The school that’s alerted to a threat in real-time and triggers a lockdown in seconds, not minutes. We’re rapidly scaling this impact: today, more than 2 million Verkada devices are deployed across 170+ countries. About The Role We are seeking a Senior Project Engineer in the Global Services division with expert experience in Cloud Security, IoT Systems, Networking, Linux systems, Security Surveillance, and Access Control. You will partner with the Global Services Manager and Territory Account Executives to service large and strategic customers within the Verkada footprint. In this role, you will interface with customers and partners on post-sales deployment project management, assisting with technical issues and providing expert-level configuration and training on Verkada Products. We need someone who will be highly motivated, able to learn quickly, and work independently while making an impact on the success of our Global deployments. We are committed to a thriving in-office culture. This role requires that you be on-site 5 days per week in our Mexi

awslinuxai
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GitLab
📍 India; Remote, United States• Full-time• Remote• From $140K/yr
3mo ago

GitLab is the intelligent orchestration platform for DevSecOps. GitLab enables organizations to increase developer productivity, improve operational efficiency, reduce security and compliance risk, and accelerate digital transformation. More than 50 million registered users and more than 50% of the Fortune 100* trust GitLab to ship better, more secure software faster. The same principles built into our products are reflected in how our team works: we embrace AI as a core productivity multiplier, with all team members expected to incorporate AI into their daily workflows to drive efficiency, innovation, and impact. GitLab is where careers accelerate, innovation flourishes, and every voice is valued. Our high-performance culture is driven by our values and continuous knowledge exchange, enabling our team members to reach their full potential while collaborating with industry leaders to solve complex problems. Co-create the future with us as we build technology that transforms how the world develops software. * Fortune 500® is a registered trademark of Fortune Media IP Limited, used under license. Claim based on GitLab data. Fortune 100 refers to the top 20% ranked companies in the 2025 Fortune 500 list, published in June 2025. Fortune and Fortune Media IP Limited are not affiliated with, and do not endorse products or services of GitLab. Overview of the role We're looking for a seasoned Threat Intelligence Engineer to join us as a dedicated Senior Security Engineer, TI. You'll be joining a program established a couple of years ago, with a solid foundation already in place: reporting templates, tooling, feeds, and industry connections built out by the Security Operations team over that time. Your mission will be to provide actionable intelligence that empowers GitLab to make informed, proactive decisions about security. We want to get in front of threats before they materialize - using intelligence to see around corners and anticipate the next attack. We'll

REMOTEpythongitlinux
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R
Roblox
📍 San Mateo• $196.8K – $243.3K/yr
3mo ago

Every day, tens of millions of people come to Roblox to explore, create, play, learn, and connect with friends in 3D immersive digital experiences– all created by our global community of developers and creators. At Roblox, we’re building the tools and platform that empower our community to bring any experience that they can imagine to life. Our vision is to reimagine the way people come together, from anywhere in the world, and on any device. We’re on a mission to connect a billion people with optimism and civility, and looking for amazing talent to help us get there. A career at Roblox means you’ll be working to shape the future of human interaction, solving unique technical challenges at scale, and helping to create safer, more civil shared experiences for everyone. As a Senior Software Engineer on the Build Surfaces team, you will lead projects that shape how everyone builds on Roblox, across both Studio and the Roblox App. Our team owns the AI-powered workflows that meet Players and Creators directly in their environment of choice. We are building tools that span the full creation lifecycle, helping creators build, grow, and monetize. Today, Build lets you do all of this through text: generate a playable game from a sentence, iterate on gameplay and visual design, playtest the changes, publish, and discover insights to help your game grow. From here, we are making the iteration cycle faster, gamifying the act of building, and helping get creators' work in front of players. These efforts lower the barrier to creation and make Roblox a place where anyone can turn an idea into a game people play. Your work will have a direct impact on millions of Creators by making creation more powerful, accessible, and seamless. We primarily work with React, Luau, and occasionally C++, but adaptability to evolving technology is key. TypeScript and Web expertise are a helpful proxy for this stack. You Will: Contribute to development across Build and Studi

javascripttypescriptreact
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Twilio
📍 - United Kingdom• Full-time• Remote
3mo ago

Who we are At Twilio, we’re shaping the future of communications, all from the comfort of our homes. We deliver innovative solutions to hundreds of thousands of businesses and empower millions of developers worldwide to craft personalized customer experiences. Our dedication to remote-first work , and strong culture of connection and global inclusion means that no matter your location, you’re part of a vibrant team with diverse experiences making a global impact each day. As we continue to revolutionize how the world interacts, we’re acquiring new skills and experiences that make work feel truly rewarding. Your career at Twilio is in your hands. . Hiring and how we work We use Artificial Intelligence (AI) to help make our hiring process efficient. That said, every hiring decision is made by real Twilions! Also, while we are a remote-first company, you may be asked to report in person on an ad-hoc basis for team gatherings, functional off-sites or customer meetings. . See yourself at Twilio Join the team as Twilio’s next Senior Engineering Manager, Voice Media. About the job We're looking for an experienced, technically strong Engineering Manager to lead our Voice Media team. You'll drive the technical strategy for core media infrastructure that powers Twilio's Voice services at global scale. Your team will build robust systems processing billions of media streams while maintaining industry-leading reliability, quality, and performance. This is a highly technical leadership role requiring deep systems expertise and a passion for real-time communications technology. Responsibilities In this role, you’ll: Lead a team of senior engineers developing Twilio's next-generation media processing stack &nbs

REMOTEjavaawsrest
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C
Coinbase
📍 - Singapore• Full-time• Remote• From S$191.1K/yr
3mo ago

Ready to do the most impactful work of your career? At Coinbase , we are uncompromising on our mission to increase economic freedom. The bar is high, the environment is intense, and we like it that way. This isn't a place for complacency, it’s a place to be pushed past your perceived limits. If you're ready to build the future of finance alongside people who refuse to settle for "good enough," you belong here. Coinbase is a remote-first, but not remote-only company. Expect to get together quarterly for intense in-person working sessions called “surges.” learn more about working at Coinbase . As a Senior Software Engineer on the Onboarding team, you'll build the systems that power user onboarding and KYC across every Coinbase product and market. This team enables Coinbase to launch in new countries and ship new products quickly while meeting compliance and regulatory requirements. You'll own backend services that drive onboarding conversion at global scale and shape the architecture that makes rapid expansion possible. What you'll do: Own the design, development, and scaling of backend services in Golang that power onboarding and KYC workflows across multiple products and geographies. Build scalable, service-oriented systems using modern cloud infrastructure and industry best practices to solve novel platform challenges. Drive improvements to onboarding and MTU conversion funnels by identifying bottlenecks and shipping data-informed solutions. Partner with engineers, product managers, designers, and senior leadership to translate product and technical vision into quarterly execution roadmaps. Lead cross-cutting design reviews within your product area, ensuring security, operational integrity, and architectural clarity across all features shipped. Required Skills and Experience: 5+ years of professional software engineering experience building, scaling, and maintaining production backend services in a service-oriented architecture. Proven track record desi

REMOTEawsgcpdocker
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Snowflake
📍 United Kingdom• Full-time
3mo ago

At Snowflake, we are powering the era of the agentic enterprise. To usher in this new era, we seek AI-native thinkers across every function who are energized by the opportunity to reinvent how they work. You don’t just use tools; you possess an innate curiosity, treating AI as a high-trust collaborator that is core to how you solve problems and accelerate your impact. We look for low-ego individuals who thrive in dynamic and fast-moving environments and move with an experimental mindset — who rapidly test emerging capabilities to discover simpler, more powerful ways to deliver results. At Snowflake, your role isn't just to execute a function, but to help redefine the future of how work gets done. The Senior Services Solutions Manager (SSM) at Level 4 is a fully qualified professional responsible for managing complex engagements. This role focuses on the strategic transition of customers from purchasing "hours" to achieving "defined impact" and business value. You will act as a consultative challenger, ensuring that every Statement of Work (SOW) is a rigorous, milestone-driven roadmap linked to specific business outcomes. WHY THIS ROLE? Complex Problem Solving: Work on problems of diverse scope where analysis of data requires evaluation of identifiable factors. Strategic Impact: Own the services lifecycle for high-stakes, complex engagements, ensuring technical discovery is grounded in core product capabilities. Operational Leadership: Implement formal Scope Governance and maintain practice margin health through meticulous SFDC rigor. WHAT YOU’LL DO: Consultative Challenger: Provide the confidence to challenge unrealistic customer requests and offer strategic trade-off options to protect project health and customer success. Scope Governance: Lead deep technical discovery pre-signature and implement formal, auditable change management processes for all scope modifications. Commercial Data Integrity: Own the accuracy of bookings forecasts and financial milestones in SF

aigorust
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MongoDB
📍 Washington Dc• Full-time• From $97K/yr
3mo ago

The Role As a Senior Customer Success Manager, you are a highly experienced advisor helping customers navigate their most complex journeys on MongoDB. You’ll be responsible for maximizing customer lifetime value and success for a portfolio of Enterprise (G2000) accounts, acting as a lead strategic connector between your customers and cross-functional resources to achieve high-stakes business goals. You’ll drive customer retention, revenue realization, and long-term advocacy while mentoring team members to elevate the organization's collective impact. You’ll build deep relationships with senior stakeholders, understand intricate technical environments inside and out, and navigate global account teams to deliver measurable impact in high-pressure scenarios. Key Responsibilities Customer Advisory Proactively identify and mitigate risks in accounts with significant technical complexity by advising on advanced operational strategies and best practices. Deliver cross-disciplinary solutions to critical customer challenges, accelerating time-to-value and guiding to achieve their business goals through their MongoDB deployments Conduct comprehensive customer business reviews for Enterprise accounts, analyzing technical health and risk while translating insights into business-critical outcomes. Partner with senior technical and business leaders to align on objectives and champion mutual success plans that foster long-term advocacy Account & Portfolio Management Drive cross-functional development of account strategy and take ownership of elements that drive customer maturity, lifetime value, retention, and revenue realization. Proactively manage a diverse portfolio of Enterprise customers across various stages of the journey, creating and executing strategies to maximize value realization, advocacy, and long-term success Track and report progress against key business outcomes, demonstrate control of the forecast by providing informed predictions to senior leadership for bu

mongodbawsazure
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Overview: The Insights product is a new offering for Guidepoint's Institutional investment and corporate clients, that offers teleconferences, surveys, and in-person events. The teleconferences live in a transcript library portal, which covers a wide of industries/topics that enable our clients to make informed decisions. All content features experts from Guidepoint’s proprietary global network and is conceptualized and hosted by former investment professionals (i.e., private equity/hedge fund), sell-side equity research analysts, and industry professionals. Visit Insights team biographies at https://www.guidepoint.com/insights/#team. This position will be based in India and work closely with the Global Healthcare Insights team . What You’ll Do: Content Creation and Research Coverage: Monitor a coverage universe of public and private companies within the Medtech, Lifesciences tools and Healthcare Services sector. Track key industry trends, material news flows, earnings releases, investor presentations, research in key coverage markets. Identify and maintain a robust pipeline of company and industry specific topics — generate original ideas for discussion, covering business updates, event studies, channel checks, hot topics and other investment narratives Create and moderate teleconferences on the pipeline featuring an expert from Guidepoint’s network with the goal of producing actionable insights for clients Review teleconference transcripts to ensure quality of content. Summarize key discussion points Process Management: Ensure Guidepoint compliance policies and protocols are adhered to Exhibit ‘ownership’ for the call by vetting experts’ relevance to Insights Teleconferences and ensuring their profiles’ accuracy. Work with research teams to identify and recruit additional industry experts to our Expert Network; Manage and further develop relationships with both experts and clients What you have: PhD or Masters degree in S

About Us SharkNinja is a global product design and technology company, with a diversified portfolio of 5-star rated lifestyle solutions that positively impact people’s lives in homes around the world. Powered by two trusted, global brands, Shark and Ninja , the company has a proven track record of bringing disruptive innovation to market and developing one consumer product after another has allowed SharkNinja to enter multiple product categories, driving significant growth and market share gains. Headquartered in Needham, Massachusetts with more than 4,100 associates, the company’s products are sold at key retailers, online and offline, and through distributors around the world. AI at SharkNinja At SharkNinja, we’re building an AI-native culture. We’re not waiting for the future; we’re creating it. Our people are expected to experiment boldly, adopt new tools, and continuously raise what’s possible to create meaningful impact for our consumers. If you believe the best way to do your job hasn’t been invented yet, you’ll fit right in. ABOUT THE ROLE (London based - 3 days a week) SharkNinja's most important growth and transformation initiatives are cross-functional in nature and require a team to partner across the enterprise to bring opportunities to life. The Senior Director, Strategic Initiatives, Growth & Transformatio n role is part of the team acting as an internal consulting engine for these moments. This role leads execution of SharkNinja's highest-priority growth initiatives. Depending on your strengths and the team's needs, you may focus on geographic market entry, channel expansion, operating-model transformation, playbook building, or cross-functional synthesis. You'll work alongside a team to remove barriers and drive growth.Reporting to VP Strategic Initiatives, Growth & Transformation you'll work as a trusted partner to the executive team and across every function, with the mandate

About us Graphcore is one of the world’s leading innovators in Artificial Intelligence compute. It is developing hardware, software and systems infrastructure that will unlock the next generation of AI breakthroughs and power the widespread adoption of AI solutions across every industry. As part of the SoftBank Group, Graphcore is a member of an elite family of companies responsible for some of the world’s most transformative technologies. Together, they share a bold vision: to enable Artificial Super Intelligence and ensure its benefits are accessible to everyone. Graphcore’s teams are drawn from diverse backgrounds and bring a broad range of skills and perspectives. A melting pot of AI research specialists, silicon designers, software engineers and systems architects, Graphcore enjoys a culture of continuous learning and constant innovation. About the Role We are looking for Staff System Software Engineer in Test to join our team. In this role, you will be responsible for design, development, automation and reporting of Integration and system tests spanning across firmware and device drivers. This role requires you to have significant technical breadth and deep understanding of low-level system software specifically in server class systems. You will be part of a new team responsible for integration of different system software deliverables and development of system tests spanning all the components. You will contribute to shaping the test strategy , guide best practices and solve complex problems while maintaining a strong hands-on focus. You will partner with development and other QA teams to deliver high quality scalable and reliable solutions. About the Team Integration and system test team is responsible for verification and validation of integrated components across Board management controller (BMC), Firmware and Linux device driver. The team is also responsible for management and maintenance of common tools and pipel

pythonlinuxartificial intelligence
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Position Overview As a Senior Ruby on Rails Engineer at Diligent, you will play a hands-on role in designing, building, and evolving secure, scalable, and high-performing SaaS applications and services. This role is ideal for an engineer who enjoys owning technical delivery across projects, shaping backend architecture, and contributing to the long-term modernization of our platform. You will work closely with cross-functional teammates to deliver customer value through well-designed APIs, maintainable Rails applications, modern engineering practices, reliable cloud-based deployments, and pragmatic use of AI-assisted engineering tools where they improve speed or quality. Success in this role requires strong ownership, sound technical judgment, and a collaborative approach to mentoring others, improving how the team works, and applying new tools responsibly. Key Responsibilities Design, build, review, test, and maintain Ruby on Rails features and services in line with Diligent’s agile engineering practices. Own technical delivery for projects, epics, and major user stories, including solution design, implementation planning, and execution through to production. Develop and evolve RESTful APIs and web applications with a strong focus on scalability, maintainability, and performance. Contribute to architectural decisions, prototype solutions where needed, and help separate major components and subsystems as products evolve. Partner effectively with Product, QA, DevOps, Security, and other engineering teams to ensure smooth delivery of working software into production. Champion code quality through thoughtful code reviews, automated testing, documentation, continuous improvement of engineering practices, and sensible use of AI tools for coding, debugging, and prototyping with appropriate human validation. Mentor other engineers, share knowledge across the team, and help raise the bar on technical execution and delivery discipline. &nbs

sqlawsgit
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3mo ago

WHAT IS BOX? Box は、クラウドコンテンツマネジメント市場におけるリーディングカンパニーです。私達のミッションは、「 To power how the world works together 」であり、これを実現するために、セキュアで使いやすいコンテンツ管理の基盤をクラウドサービスと提供しています。 Box はコンテンツ管理にとどまらず、情報共有を効率化するコラボレーション機能や、業務プロセスを効率化するワークフロー機能、電子サイン機能などを提供しています。 Box は、コンテンツを中心とした業務のデジタル化を通して、顧客のデジタルトランスフォーメーションを支えています。 現在、 Fortune500 の最大手企業を含む、グローバルで 10 万社以上の企業に製品を提供しています。 Box は、クラウドコンテンツ・マネジメント市場のリーダーとして、今後も革新的なサービスを通して市場を拡大していきます。 WHY BOX NEEDS YOU Box Consulting Team のミッションは 「クラウド上での文書管理の新しい姿にお客様を“導く”」ことです。文書管理やコンテンツを中心とした業務のデジタル化のゴールを示し、変革を実現するためのロードマップを定義し、変革の実現を強力に支援します。 Box Consulting Team では、テクノロジーとコンサルティングスキルを生かして、お客様のデジタルトランスフォーメーションを実現し、一緒にチームのミッションの実現の一翼を担って頂ける導入コンサルタントを募集しています。 コンテンツは企業の全ての業務で使われていると言っても過言では無く、 Box はあらゆる業務を変革するポテンシャルがあります。広範囲に変革をもたらすが故に、適切なゴール設定と設計、利用定着化に向けた戦略が必要です。 このポジションは、新規および既存のお客様が Box プラットフォームを導入する際に、お客様の目線に立ち、お客様のクラウドでのコンテンツ管理の理想像を描き、お客様の変革を実現することをお任せします。 導入コンサルタントは、お客様のステークホルダーと密に連携しながらプロジェクトの進捗を管理し、高い専門性を持ってお客様の業務及び技術に関してプロフェッショナルなアドバイスを提供します。初期導入プロジェクトの開始から完了、その後の継続的な利用定着化活動、利用拡大をプロジェクト単位で担います。構想策定からビジネス要件とユースケースの把握、スコープをコントロールしながら成果物の実行に向けたプロジェクトマネジメントを担当頂きます。 導入コンサルタントは、複数のお客様向けのプロジェクトを同時進行で管理し、 Box の他の組織のメンバーと協働しプロジェクトを成功に導きます。 WHAT YOU'LL DO プロジェクト計画やプロジェクトリソースの管理を含む、新規 Box 顧客の実装のリードする お客様毎に、構想策定、初期導入支援、利用定着化のための計画を確実に実行する プロジェクトの進捗管理、課題・リスク管理、リソース管理を適切に行い、状況を関係者に報告する お客様のユースケースと要件を理解し、 Box の企業向け・業界向けのベストプラクティスを活用し、お客様の設計・設定のアドバイスを行う 導入時のお客様の問題のトラブルシューティング お客様の大規模なデータ移行の案件を支援する Box と3 rd パーティー製品の連携を踏まえ、お客様に対して End-To-End のソリューションを提案する 営業と連携し、新規プロジェクトのスコープ、見積もり、作業明細書を作成する 営業および CSM チームと連携し、お客様毎に、 Box をお客様の業務 IT システムの中核として頂くための計画を策定し、さらに、将来的な売上拡大に向けた計画策定を行う お客様の声を把握し、社内へフィードバックすることで、 Box のサービス改善につなげる WHO YOU ARE 4 年制の学位 2 年以上のコンサルティング経験( IT 組織経由の社内コンサルティング、またはコンサルティング会社やソフトウェアプロバイダーでの社外コンサルティングのいずれか) プロジェクトマネジメントの経験、優れた顧客管理能力、顧客と協力して実施計画を策定し管理する能力

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