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<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> <span>Mindrift is looking for skilled Mobile App Developers (React Native, Flutter, Swift, or Kotlin) to join the Tendem project (https://tendem.<br>ai/) and build native and cross-platform mobile applications within our hybrid AI + human environment.<br> In this role, as an AI Pilot – that's how we refer to this position at Mindrift – you'll collaborate with Tendem Agents that handle repetitive tasks, while you provide mobile engineering expertise, platform-specific judgment, and quality control to ensure apps are stable, performant, and ready for real users on real devices.<br> This part-time remote opportunity is ideal for professionals with hands-on experience shipping iOS and/or Android apps, working with platform APIs, and handling the full mobile development lifecycle.<br> What We Do The Mindrift platform connects specialists with AI projects from major tech innovators.<br> Our mission is to unlock the potential of Generative AI by tapping into real-world expertise from across the globe.<br> About the Role This is a freelance role for a Tendem project.<br> As a Mobile App Developer, you'll design, build, and refine mobile applications across categories such as utilities, fitness/wellness, games, productivity, delivery, and content apps — for iOS, Android, or both, using native or cross-platform frameworks.<br> Key Responsibilities Build mobile applications using React Native, Flutter, Swift (iOS), or Kotlin (Android).<br> Implement responsive mobile UIs that follow platform conventions (iOS HIG, Material Design).<br> Integrate native device features (camera, push notifications, location, storage, biometrics).<br> Connect apps to backend APIs, handle offline state, caching, and synchronization.<br> Implement monetization features where required (in-app purchases, ads, subscriptions).<br> Evaluate AI-generated mobile code and refactor it for correctness, performance, battery use, and maintainability.<br> Debug platform-specific issues and prepare builds for distribution (TestFlight, Play Console).<br> Requirements and benefits At least 3 years of relevant experience in mobile app development (required).<br> Bachelor's or Master's Degree in Computer Science, Engineering, Information Technology, or related technical fields is a plus.<br> Candidates should have a strong foundation in mobile application development, platform-specific UI/UX patterns, and building stable, high-quality mobile experiences for iOS and Android.<br> We are looking for specialists who can confidently work with native or cross-platform frameworks, integrate device APIs and backend services, and refine AI-assisted output into production-ready mobile applications.<br> Strong attention to detail, performance awareness, and the ability to work independently are essential.<br> Hands-on experience with at least one of: React Native, Flutter, Swift/SwiftUI (iOS), or Kotlin/Jetpack Compose (Android).<br> Solid understanding of mobile UI patterns, navigation, state management, and platform guidelines.<br> Experience integrating REST APIs, handling async data, and managing local storage.<br> Familiarity with native device APIs (notifications, camera, location, storage, biometrics).<br> Experience with mobile build tools, code signing, and submission to App Store / Google Play.<br> Experience implementing in-app purchases, ads, or subscriptions is a plus.<br> Familiarity with backend services such as Firebase, Supabase, or similar is a plus.<br> Strong attention to detail and commitment to performance, stability, and platform polish.<br> Self-directed work ethic with the ability to ship complete mobile features independently.<br> Portfolio of shipped mobile apps (required, with App Store / Google Play links preferred).<br> English proficiency: Upper-intermediate (B2) or above (required) Project time expectations For this project, tasks are estimated to require around 10–20 hours per week during active phases, based on project requirements.<br> This is an estimate, not a guaranteed workload, and applies only while the project is active.<br> Compensation On this project, contributors can earn up to $35 per hour equivalent , depending on their level and pace of contribution.<br> Compensation varies across projects depending on scope, complexity, and required expertise.<br> Please note that other projects on the platform may offer different earning levels based on their requirements.<br> Why this freelance opportunity might be a great fit for you?<br> Work fully remote on your own schedule with just a laptop and stable internet connection.<br> Gain hands-on experience in a unique hybrid environment where human expertise and AI agents collaborate seamlessly — a distinctive skill set in a rapidly growing field.<br> Participate in performance-based bonus programs that reward high-quality work and consistent delivery.<br></span> </div>

<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> <span>Mindrift is looking for skilled Mobile App Developers (React Native, Flutter, Swift, or Kotlin) to join the Tendem project (https://tendem.<br>ai/) and build native and cross-platform mobile applications within our hybrid AI + human environment.<br> In this role, as an AI Pilot – that's how we refer to this position at Mindrift – you'll collaborate with Tendem Agents that handle repetitive tasks, while you provide mobile engineering expertise, platform-specific judgment, and quality control to ensure apps are stable, performant, and ready for real users on real devices.<br> This part-time remote opportunity is ideal for professionals with hands-on experience shipping iOS and/or Android apps, working with platform APIs, and handling the full mobile development lifecycle.<br> What We Do The Mindrift platform connects specialists with AI projects from major tech innovators.<br> Our mission is to unlock the potential of Generative AI by tapping into real-world expertise from across the globe.<br> About the Role This is a freelance role for a Tendem project.<br> As a Mobile App Developer, you'll design, build, and refine mobile applications across categories such as utilities, fitness/wellness, games, productivity, delivery, and content apps — for iOS, Android, or both, using native or cross-platform frameworks.<br> Key Responsibilities Build mobile applications using React Native, Flutter, Swift (iOS), or Kotlin (Android).<br> Implement responsive mobile UIs that follow platform conventions (iOS HIG, Material Design).<br> Integrate native device features (camera, push notifications, location, storage, biometrics).<br> Connect apps to backend APIs, handle offline state, caching, and synchronization.<br> Implement monetization features where required (in-app purchases, ads, subscriptions).<br> Evaluate AI-generated mobile code and refactor it for correctness, performance, battery use, and maintainability.<br> Debug platform-specific issues and prepare builds for distribution (TestFlight, Play Console).<br> Requirements and benefits At least 3 years of relevant experience in mobile app development (required).<br> Bachelor's or Master's Degree in Computer Science, Engineering, Information Technology, or related technical fields is a plus.<br> Candidates should have a strong foundation in mobile application development, platform-specific UI/UX patterns, and building stable, high-quality mobile experiences for iOS and Android.<br> We are looking for specialists who can confidently work with native or cross-platform frameworks, integrate device APIs and backend services, and refine AI-assisted output into production-ready mobile applications.<br> Strong attention to detail, performance awareness, and the ability to work independently are essential.<br> Hands-on experience with at least one of: React Native, Flutter, Swift/SwiftUI (iOS), or Kotlin/Jetpack Compose (Android).<br> Solid understanding of mobile UI patterns, navigation, state management, and platform guidelines.<br> Experience integrating REST APIs, handling async data, and managing local storage.<br> Familiarity with native device APIs (notifications, camera, location, storage, biometrics).<br> Experience with mobile build tools, code signing, and submission to App Store / Google Play.<br> Experience implementing in-app purchases, ads, or subscriptions is a plus.<br> Familiarity with backend services such as Firebase, Supabase, or similar is a plus.<br> Strong attention to detail and commitment to performance, stability, and platform polish.<br> Self-directed work ethic with the ability to ship complete mobile features independently.<br> Portfolio of shipped mobile apps (required, with App Store / Google Play links preferred).<br> English proficiency: Upper-intermediate (B2) or above (required) Project time expectations For this project, tasks are estimated to require around 10–20 hours per week during active phases, based on project requirements.<br> This is an estimate, not a guaranteed workload, and applies only while the project is active.<br> Compensation On this project, contributors can earn up to $35 per hour equivalent , depending on their level and pace of contribution.<br> Compensation varies across projects depending on scope, complexity, and required expertise.<br> Please note that other projects on the platform may offer different earning levels based on their requirements.<br> Why this freelance opportunity might be a great fit for you?<br> Work fully remote on your own schedule with just a laptop and stable internet connection.<br> Gain hands-on experience in a unique hybrid environment where human expertise and AI agents collaborate seamlessly — a distinctive skill set in a rapidly growing field.<br> Participate in performance-based bonus programs that reward high-quality work and consistent delivery.<br></span> </div>

<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> <span>Mindrift is looking for skilled Mobile App Developers (React Native, Flutter, Swift, or Kotlin) to join the Tendem project (https://tendem.<br>ai/) and build native and cross-platform mobile applications within our hybrid AI + human environment.<br> In this role, as an AI Pilot – that's how we refer to this position at Mindrift – you'll collaborate with Tendem Agents that handle repetitive tasks, while you provide mobile engineering expertise, platform-specific judgment, and quality control to ensure apps are stable, performant, and ready for real users on real devices.<br> This part-time remote opportunity is ideal for professionals with hands-on experience shipping iOS and/or Android apps, working with platform APIs, and handling the full mobile development lifecycle.<br> What We Do The Mindrift platform connects specialists with AI projects from major tech innovators.<br> Our mission is to unlock the potential of Generative AI by tapping into real-world expertise from across the globe.<br> About the Role This is a freelance role for a Tendem project.<br> As a Mobile App Developer, you'll design, build, and refine mobile applications across categories such as utilities, fitness/wellness, games, productivity, delivery, and content apps — for iOS, Android, or both, using native or cross-platform frameworks.<br> Key Responsibilities Build mobile applications using React Native, Flutter, Swift (iOS), or Kotlin (Android).<br> Implement responsive mobile UIs that follow platform conventions (iOS HIG, Material Design).<br> Integrate native device features (camera, push notifications, location, storage, biometrics).<br> Connect apps to backend APIs, handle offline state, caching, and synchronization.<br> Implement monetization features where required (in-app purchases, ads, subscriptions).<br> Evaluate AI-generated mobile code and refactor it for correctness, performance, battery use, and maintainability.<br> Debug platform-specific issues and prepare builds for distribution (TestFlight, Play Console).<br> Requirements and benefits At least 3 years of relevant experience in mobile app development (required).<br> Bachelor's or Master's Degree in Computer Science, Engineering, Information Technology, or related technical fields is a plus.<br> Candidates should have a strong foundation in mobile application development, platform-specific UI/UX patterns, and building stable, high-quality mobile experiences for iOS and Android.<br> We are looking for specialists who can confidently work with native or cross-platform frameworks, integrate device APIs and backend services, and refine AI-assisted output into production-ready mobile applications.<br> Strong attention to detail, performance awareness, and the ability to work independently are essential.<br> Hands-on experience with at least one of: React Native, Flutter, Swift/SwiftUI (iOS), or Kotlin/Jetpack Compose (Android).<br> Solid understanding of mobile UI patterns, navigation, state management, and platform guidelines.<br> Experience integrating REST APIs, handling async data, and managing local storage.<br> Familiarity with native device APIs (notifications, camera, location, storage, biometrics).<br> Experience with mobile build tools, code signing, and submission to App Store / Google Play.<br> Experience implementing in-app purchases, ads, or subscriptions is a plus.<br> Familiarity with backend services such as Firebase, Supabase, or similar is a plus.<br> Strong attention to detail and commitment to performance, stability, and platform polish.<br> Self-directed work ethic with the ability to ship complete mobile features independently.<br> Portfolio of shipped mobile apps (required, with App Store / Google Play links preferred).<br> English proficiency: Upper-intermediate (B2) or above (required) Project time expectations For this project, tasks are estimated to require around 10–20 hours per week during active phases, based on project requirements.<br> This is an estimate, not a guaranteed workload, and applies only while the project is active.<br> Compensation On this project, contributors can earn up to $35 per hour equivalent , depending on their level and pace of contribution.<br> Compensation varies across projects depending on scope, complexity, and required expertise.<br> Please note that other projects on the platform may offer different earning levels based on their requirements.<br> Why this freelance opportunity might be a great fit for you?<br> Work fully remote on your own schedule with just a laptop and stable internet connection.<br> Gain hands-on experience in a unique hybrid environment where human expertise and AI agents collaborate seamlessly — a distinctive skill set in a rapidly growing field.<br> Participate in performance-based bonus programs that reward high-quality work and consistent delivery.<br></span> </div>

<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> <span></span><p><span><span><span>Our</span><span>O</span><span>pportunity</span></span></span><br></p><br><span><span><span>We are seeking a DevOps Engineer to join our team in Beirut. As a key member of our infrastructure team, you'll be responsible for setting up, managing, and monitoring our VMware infrastructure, implementing CI/CD processes using GitHub, and automating development processes. You will work closely with software engineering teams and clients to ensure best security practices are implemented and to create the required infrastructure and development environments using Ansible.</span></span></span><br><br><span><span><span>Y</span><span>ou</span><span>W<span>ill</span></span></span></span><br><br><ul><li><span><span>Coordinate and communicate with software engineering teams and clients.</span></span><br></li><li><span><span>Set up, manage, and monitor VMware infrastructure.</span></span><br></li><li><span><span>Implement CI/CD processes using GitHub.</span></span><br></li><li><span><span>Strive for continuous improvement by building CI/CD pipelines.</span></span><br></li><li><span><span>Review, verify, and validate source code to ensure best security practices are implemented.</span></span><br></li><li><span><span>Automate and improve the development and release process.</span></span><br></li><li><span><span>Create infrastructure and development environments using Ansible.</span></span><br></li><li><span><span>Stay up to date with the latest industry trends in DevOps technologies.</span></span><br></li><li><span><span>Document all development steps.</span></span><br></li></ul><br><span>Requirements</span><p><span><span><span>To&nbsp;<span>Be<span>Successful</span>in T<span>he</span>R<span>ole</span><span>Y</span><span>ou Will</span></span><span>N</span><span>eed</span></span></span></span><br></p><br><ul><li><span><span><span>Bachelor's degree in Computer Science or Computer Engineering.</span></span></span><br></li><li><span><span>At least 3 years of experience in a DevOps Engineer role.</span></span><br></li><li><span><span>Excellent verbal and written communication skills in English.</span></span><br></li><li><span><span>A delivery-oriented and multitasking approach to work.</span></span><br></li><li><span><span>Certification in Kubernetes with a focus on-premises implementation is a must.</span></span><br></li></ul><span><span>Siren is an equal opportunity employer. At Siren we value ethics, dedication, sustainability, safeguarding, respect, and inclusion.</span></span><br><br><p><span><span>Are you interested to work with our dedicated team on impactful projects? We welcome applications from all qualified candidates, regardless of background. Do apply!</span></span><br></p><br><br> </div>

Part-Time Accountant (Payroll & International Experience) <br> <br>Location: Jal El Dib <br> <br>Job Type: Part-Time Job <br> <br>The ideal candidate will own our end-to-end payroll processes and assist with routine accounting tasks. Because we operate internationally, familiarity with cross-border payroll compliance, multi-currency transactions, and remote team financial workflows is essential. <br> <br>Key Responsibilities <br>Payroll Administration: Manage accurate and timely end-to-end processing of semi-monthly/monthly payroll for employees. <br> <br>Compliance & Tax: Ensure compliance with local labour laws, tax filings, and statutory deductions. Familiarity with international tax regulations is a strong plus. <br> <br>General Ledger: Reconcile payroll-related accounts, post journal entries. <br> <br>Qualifications & Requirements <br>Experience: 2 to 3 years of professional accounting experience, with a heavy emphasis on payroll management. <br> <br>International Exposure: Prior experience working with international companies, global remote teams, or managing cross-border payroll is strongly preferred. <br> <br>Education: Bachelor’s degree in Accounting, Finance, or a related field. <br> <br>Software Proficiency: Advanced proficiency in Excel and experience with modern accounting/payroll software. <br> <br>Soft Skills: Excellent attention to detail, high level of integrity handling confidential information, and strong communication skills

<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> <p><span>Murex is a global fintech leader in trading, risk management and processing solutions for capital markets.</span></p><br><p><span>Operating from our 19 offices, 3 400 Murexians from over 65 different nationalities ensure the development, implementation and support of our platform which is used by banks, asset managers, corporations and utilities, across the world.&nbsp;</span></p><br><p><span>Join Murex and work on the challenges of an industry at the forefront of innovation and thrive in a people-centric environment. You’ll be part of one global team where you can learn fast and stay true to yourself.</span></p><br><b>The Team:</b><p><span><span>You will become a part of the</span><span>Trading Instruments and Analytics</span><span>Domain (</span><span>TIA</span><span>) which is at</span><span>the</span><span>heart of MX.3 software evolution,</span><span>where you</span><span>will become a member of</span><span>the Financial Engineering team</span><span>.</span><span>Our multi-cultural team</span><span>designs,</span><span>validates</span><span>and delivers Murex Advanced Analytics (MACS) which is a combination</span><span>o</span><span>f</span><span>rich</span><span>catalogue</span><span>of derivative products</span><span>covering all asset classes</span><span>, and a</span><span>large set of models for evaluation and risk management</span><span>of derivatives</span><span>.</span></span></p><br><br><p><span><span>We work closely with</span><span>the</span><span>quant</span><span>development and integration teams</span><span>to enhance our</span><span>products and models</span><span>. We</span><span>provide</span><span>our</span><span>quantitative</span><span>expertise</span><span>and collaborate with</span><span>F</span><span>ront</span><span>O</span><span>ffice</span><span>Trading</span><span>teams like EQD, Non-Linear</span><span>Rates, FXD, COM</span><span>, etc. to build trading solutions</span><span>.</span><span>Similarly, we</span><span>assist</span><span>Client Services and regional offices across the globe to provide</span><span>cutting-edge</span><span>solutions</span><span>for</span><span>our clients.</span></span></p><br><br><p><span><span>As an illustration of subjects, t</span><span>he team is currently</span><span>investing</span><span>heavily in</span><span>the evolution and deployment of the</span><span>last generation of</span><span>Stochastic-Local Volatility model</span><span>for</span><span>FX and</span><span>equity</span><span>derivatives</span><span>powered by neural networks acceleration</span><span>,</span><span>as well as</span><span>the</span><span>Forward Market Model for the</span><span>interest rates derivatives</span><span>, but also on the modernization of the integration stack of our</span><span>whole</span><span>catalogue of</span><span>analytics</span><span>.</span><span>We</span><span>leverage</span><span>our</span><span>REST service</span><span>s</span><span>based</span><span>internal</span><span>ecosystem</span><span>for model validation</span><span>,</span><span>with</span><span>access to market data, and MACS</span><span>pricing</span><span>Service</span><span>,</span><span>to conduct</span><span>the large</span><span>-scale model tests using python.</span><span>And we would like to automate</span><span>our products testing further using</span><span>MX.</span><span>3 last</span><span>generation of</span><span>public</span><span>APIs.</span></span></p><br><b><span>What</span><span>you’ll</span><span>do</span></b><span><span>​:</span></span><p><span><span>You will be working alongside financial engineers</span><span>,</span><span>consultants, quant analysts, model developers, model</span><span>validators</span><span>and product experts</span><span>worldwide</span><span>.</span></span></p><br><br><p><span><span>As a part of the cross</span><span>-</span><span>asset team, you will be contributing towards the common goal</span><span>of the</span>Analyticsproduct management<span>, more precisely:</span></span></p><br><br><p><span><span>Product support:</span>&nbsp;</span></p><br><br><ul><li><p><span><span>addressing client questions</span></span></p><br></li></ul><br><ul><li><p><span><span>analysis of derivatives mispricing</span></span></p><br></li></ul><br><ul><li><p><span><span>organizing corrective maintenance w</span><span>ith</span><span>development teams</span></span></p><br></li></ul><br><ul><li><p><span><span>enhancement of product documentation</span></span></p><br></li></ul><br><p><span><span>Product evolution:</span>&nbsp;</span></p><br><br><ul><li><p><span><span>analysis of client business requirements</span></span></p><br></li></ul><br><ul><li><p><span><span>following market trends and</span><span>establishment of</span><span>the</span><span>solution</span><span>roadmap</span></span></p><br></li></ul><br><ul><li><p><span><span>preparation of</span><span>product</span><span>specifications</span><span>to address internal or client requirements</span></span></p><br></li></ul><br><ul><li><p><span><span>validation of payoffs and models</span></span></p><br></li></ul><br><ul><li><p><span><span>documentation &amp; demonstration of the new functionalities</span></span></p><br></li></ul><br><p><span><span>As a</span>teammember</span><span><span>within</span><span>an experienced</span><span>agile</span><span>team</span><span>composed of consultants and developers</span><span>,</span><span>you</span><span>will</span><span>learn</span><span>and</span><span>participate</span><span>by</span><span>bring</span><span>ing</span><span>context of</span><span>requirements</span><span>to</span><span>developers</span><span>,</span><span>participate</span><span>in</span><span>new</span><span>features testing</span><span>,</span><span>team</span><span>demos</span><span>and</span><span>production of test reports for our customers.</span></span></p><br><b><span>Who you are</span></b><span><span>​:</span></span><ul><li><p><span><span>You are passionate about technology and financial mathematics</span></span></p><br></li></ul><br><ul><li><p><span><span>Strong academic background in a quantitative field (</span><span>Computer Science,</span><span>E</span><span>ngineering,</span><span>Physics, Mathematics w/ understanding of stochastic processes</span><span>)</span></span></p><br></li></ul><br><ul><li><p><span><span>Financial mathematics background is a plus</span></span></p><br></li></ul><br><ul><li><p><span><span>You have strong analytical and problem-solving skills</span><span>.</span></span></p><br></li></ul><br><ul><li><p><span><span>You can</span><span>leverage</span><span>a programming language (</span><span>e.g.</span><span>python) to enhance your productivity</span><span>.</span></span></p><br></li></ul><br><ul><li><p><span><span>You can efficiently communicate in multicultural environment</span><span>:</span><span>English is</span><span>a must</span><span>.</span></span></p><br></li></ul><br><ul><li><p><span><span>In each</span><span>challenge</span><span>you see an opportunity</span><span>for</span><span>growth</span><span>.</span></span></p><br></li></ul><br><ul><li><p><span><span>You can handle</span><span>multiple projects in parallel</span><span>and adapt to</span><span>eventual</span><span>emergencies</span><span>.</span></span></p><br></li></ul><b><span>Why should you join us:</span></b><ul><li><p><span><span>Joining the Financial Engineering team will allow you to rapidly gain exposure to lots of different exotic products and models, learning market practices from the Murex experts and clients with plenty of opportunities to learn.</span></span></p><br></li></ul><br><ul><li><p><span><span>You will</span><span>ultimately</span><span>become</span><span>a</span><span>cross-asset</span><span>expert</span><span>with</span><span>an unparalleled</span><span>exposure to financial products and their models</span><span>.</span></span></p><br></li></ul><br><ul><li><p><span><span>You will be working closely with</span><span>the</span><span>quant</span><span>team,</span><span>gaining invaluable insights</span><span>on</span><span>model development and evolution.</span></span></p><br></li></ul><br><ul><li><p><span><span>You will join a company</span><span>with</span><span>strong core values and a long-term vision supported by investment in people</span><span>.&nbsp;</span></span></p><br></li></ul><br><ul><li><p><span><span>You will be working in</span><span>an</span><span>environment</span><span>which promotes collaboration, innovation, and growth</span><span>.</span></span></p><br></li></ul><br><ul><li><p><span><span>You have a chance to make a positive impact on the Trading solution with your propositions being</span><span>delivered</span><span>in MX.3 and used by</span><span>large</span><span>financial institutions across the world.</span></span></p><br></li></ul><br><br><br><br> </div>

<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> Result of Service<br>The objective of this employment opportunity is to assist in vetting the accuracy of Machine Learning models through human intervention, help in translation of documents, and building project proposals.<br> Work Location<br>UN-ESCWA/ Remotely<br> Expected duration<br>5 months<br> Duties and Responsibilities<br>Background The world is currently experiencing the Fourth Industrial Revolution, where Machine Learning, Artificial Intelligence, and automation of activities are the key drivers of this revolution. This revolution will inevitably eliminate many current lines of work yet can bring in new lines of employment. ESCWA's Future of work initiative is expected to provide a forum for ESCWA countries to prepare for the Fourth Industrial Revolution (FIR) jobs while factoring in the number of jobs needed between now and the attainment of the 2030 Agenda. The key aim is to support member States for the upcoming change in employment and skills due to technological advancements. Ultimately, ESCWA will help member states harness job opportunities emerging from the advent of newer technologies while taming challenges. ESCWA skills monitor is part of ESCWA's initiative on the Future of Work that uses Machine Learning and Artificial Intelligence to assess the demand for skills and jobs in the Arab region. Even though AI is very powerful, it still requires significant human intervention to be helpful. In most cases, AI models might be fit for the data that they only have been trained on, where human intervention is required to detect higher accuracy. This was evident, especially during unprecedented events such as the COVID-19 pandemic. Tasks - duties and responsibilities: The individual contractor will be responsible for the following tasks: 1- Assist in checking accuracy of how Machine Learning is capturing Occupation classification. 2- Assist in checking accuracy of skills for almost ISCO jobs. 3- Assist in checking accuracy of how regular expression (Reg-X) models are capturing different features from text. 4- Assist in conducting data analysis using data from the ESCWA Skills Monitor. 5- Assist in meeting, workshops and mission preparations including administrative activities. 6- Help in all Ad hock activities related to labor market policies and private sector development.<br> Qualifications/special skills<br>A High school Diploma is required. All candidates must submit a copy of the required educational degree. Incomplete applications will not be reviewed. A minimum of 2 years of experience in data manipulation data analysis, presentation, drafting and data visualization is required. Proven experience in successfully working with a team is required. Familiarity with Microsoft Suite is required.<br> Languages<br>English and French are the working languages of the United Nations Secretariat; and Arabic is a working language of ESCWA. For this position, fluency in English and Arabic is required. Note: “Fluency” equals a rating of ‘fluent’ in all four areas (speak, read, write, and understand) and “Knowledge of” equals a rating of ‘confident’ in two of the four areas.<br> Additional Information<br>Recruitment for this position is on a local basis. The incumbent is required to have the legal right to live and work in the specified working location.<br> No Fee<br>THE UNITED NATIONS DOES NOT CHARGE A FEE AT ANY STAGE OF THE RECRUITMENT PROCESS (APPLICATION, INTERVIEW MEETING, PROCESSING, OR TRAINING). THE UNITED NATIONS DOES NOT CONCERN ITSELF WITH INFORMATION ON APPLICANTS’ BANK ACCOUNTS.<br><br><br> </div>

<p>We are seeking a Customer Success Manager who will take ownership of client relationships and ensure their long-term success and satisfaction. The ideal candidate will be fluent in French and will play a key role in onboarding, training, and supporting our clients throughout their journey with Parent . You will act as the main point of contact for assigned accounts, ensuring smooth adoption, proactive engagement, and ongoing value realization.</p><p><b><br></b></p><p><b>Key Responsibilities</b></p><ul><li>Serve as the primary point of contact for assigned client accounts, managing relationships in both English and French.</li><li>Lead onboarding and training sessions for new clients, ensuring they are fully equipped to use the Parent system effectively.</li><li>Drive customer success and satisfaction by proactively engaging with clients to ensure their goals are met.</li><li>Monitor account health, usage, and engagement to identify opportunities for improvement and growth.</li><li>Provide chat support as part of daily operations, responding promptly and professionally to employee or customer inquiries.</li><li>Address client inquiries and coordinate with internal teams (technical, product, and sales) to resolve any issues promptly.</li><li>Maintain accurate and up-to-date account information in the CRM.</li><li>Partner with cross-functional teams to share feedback, resolve client issues, test and open support tickets, and follow up with the development team to ensure timely resolution and an enhanced client experience.</li><li>Support renewal and retention efforts by maintaining strong, trust-based relationships with clients.</li></ul><p><strong>Desired Candidate Profile</strong></p><p>Bachelor s degree or equivalent experience in Account Management, Customer Success, or a related field. 2 4 years of experience in account management or client relationship roles , preferably in SaaS or technology-based companies. Proven experience with ticketing systems and live chat support. Fluent in French &amp; English (spoken and written). Strong communication, organization, and problem-solving skills. Proactive, customer-focused mindset with the ability to manage multiple priorities.</p>

<p>The Senior Odoo Support Specialist is a full-time, on-site role based in Ras Beirut. This role is responsible for providing high-level technical and functional support to clients experiencing issues with their Odoo ERP systems across all modules. Day-to-day tasks include receiving escalated customer calls, analyzing and diagnosing complex system problems across accounting, sales, inventory, HR, payroll, manufacturing, CRM, project management, e-commerce, and other Odoo modules, guiding users through troubleshooting steps, and ensuring timely resolution of Odoo-related inquiries. The specialist collaborates closely with clients and internal technical teams to resolve software bugs, configure system workarounds, optimize Odoo modules, and support system updates or enhancements. The role also involves documenting support cases, conducting root-cause analysis, providing training on module-specific features, and contributing to the continuous improvement of the company's Odoo support services and knowledge base.</p><p><strong>Desired Candidate Profile</strong></p><ul><li>Candidates should possess strong skills in Odoo ERP Administration and Support across multiple modules, including configuration, troubleshooting, and system maintenance.</li><li>Candidates should possess comprehensive knowledge of core Odoo modules including Accounting, Sales, Inventory, HR, Payroll, Manufacturing, CRM, Project Management, E-Commerce, and Warehouse Management.</li><li>Candidates should possess solid Customer Service and Technical Support knowledge, with experience in handling escalated calls and managing client expectations in a multi-module environment.</li><li>Candidates should possess robust Analytical Skills, including the ability to interpret error logs, diagnose software issues across different modules, and propose effective technical solutions.</li><li>Candidates should possess understanding of complex Business Processes and workflows across various departments and their integration within the Odoo ecosystem.</li><li>Bachelor's degree in Computer Science, Information Systems, Business Administration, or a related technical field.</li><li>Experience implementing or providing advanced support for Odoo ERP across multiple modules or similar comprehensive business software solutions.</li><li>Familiarity with ITIL practices and ticketing systems for managing customer support requests.</li><li>Strong communication and client-facing skills, with the ability to explain complex technical concepts to non-technical users over the phone and conduct training sessions.</li><li>Proficiency in Python and PostgreSQL is an advantage for understanding Odoo's backend structure and customizing solutions.</li><li>Ability to work collaboratively in cross-functional teams and manage multiple urgent client issues effectively.</li></ul>

<p>The Senior Odoo Support Specialist is a full-time, on-site role based in Ras Beirut. This role is responsible for providing high-level technical and functional support to clients experiencing issues with their Odoo ERP systems across all modules. Day-to-day tasks include receiving escalated customer calls, analyzing and diagnosing complex system problems across accounting, sales, inventory, HR, payroll, manufacturing, CRM, project management, e-commerce, and other Odoo modules, guiding users through troubleshooting steps, and ensuring timely resolution of Odoo-related inquiries. The specialist collaborates closely with clients and internal technical teams to resolve software bugs, configure system workarounds, optimize Odoo modules, and support system updates or enhancements. The role also involves documenting support cases, conducting root-cause analysis, providing training on module-specific features, and contributing to the continuous improvement of the company's Odoo support services and knowledge base.</p><p><strong>Desired Candidate Profile</strong></p><ul><li>Candidates should possess strong skills in Odoo ERP Administration and Support across multiple modules, including configuration, troubleshooting, and system maintenance.</li><li>Candidates should possess comprehensive knowledge of core Odoo modules including Accounting, Sales, Inventory, HR, Payroll, Manufacturing, CRM, Project Management, E-Commerce, and Warehouse Management.</li><li>Candidates should possess solid Customer Service and Technical Support knowledge, with experience in handling escalated calls and managing client expectations in a multi-module environment.</li><li>Candidates should possess robust Analytical Skills, including the ability to interpret error logs, diagnose software issues across different modules, and propose effective technical solutions.</li><li>Candidates should possess understanding of complex Business Processes and workflows across various departments and their integration within the Odoo ecosystem.</li><li>Bachelor's degree in Computer Science, Information Systems, Business Administration, or a related technical field.</li><li>Experience implementing or providing advanced support for Odoo ERP across multiple modules or similar comprehensive business software solutions.</li><li>Familiarity with ITIL practices and ticketing systems for managing customer support requests.</li><li>Strong communication and client-facing skills, with the ability to explain complex technical concepts to non-technical users over the phone and conduct training sessions.</li><li>Proficiency in Python and PostgreSQL is an advantage for understanding Odoo's backend structure and customizing solutions.</li><li>Ability to work collaboratively in cross-functional teams and manage multiple urgent client issues effectively.</li></ul>

<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> <span>We are seeking a versatile DevOps / QA / Platform Generalist to support the full software delivery lifecycle, ensuring reliable, secure, and scalable systems. This role combines DevOps practices, quality assurance, and platform engineering to streamline CI/CD processes, enforce testing standards, and maintain robust cloud infrastructure.<br><br>The Key Responsibilities are:<br><br></span><ul><li>Design, implement, and maintain CI/CD pipelines to automate build, test, and deployment processes.<br></li><li>Develop and manage automated testing frameworks to ensure high software quality and reliability.<br></li><li>Implement observability and monitoring solutions to track system performance and proactively detect issues.<br></li><li>Integrate security scanning tools into pipelines to identify vulnerabilities and ensure compliance with best practices.<br></li><li>Manage application migrations and oversee release management processes to ensure smooth deployments.<br></li><li>Build and maintain cloud infrastructure using GCP services and Kubernetes orchestration.<br></li><li>Utilize Cloud Build and related tools to streamline and optimize build and deployment workflows.<br></li><li>Collaborate with engineering teams to improve system reliability, scalability, and performance.<br></li><li>Establish best practices for infrastructure as code, version control, and release processes.<br></li><li>Troubleshoot production issues and ensure high availability and system resilience.<br></li></ul><br><br><span>Requirements</span><ul><li>Bachelor’s degree in Computer Science, Software Engineering, or a related field.<br></li><li>Minimum of 5+ years of experience in DevOps, QA, Platform Engineering, or a similar role.<br></li><li>Strong experience in CI/CD tools and pipeline implementation.<br></li><li>Experience with automated testing frameworks and quality engineering practices.<br></li><li>Hands-on experience with observability, logging, and monitoring tools.<br></li><li>Knowledge of security scanning and DevSecOps practices.<br></li><li>Experience managing migrations and release management processes.<br></li><li>Strong experience with Google Cloud Platform (GCP).<br></li><li>Hands-on experience with Kubernetes for container orchestration.<br></li><li>Experience using Cloud Build or similar tools for build automation.<br></li><li>Strong understanding of infrastructure as code and system reliability practices.<br></li><li>Excellent problem-solving skills and attention to detail.<br></li><li>Excellent English communication skills.<br></li><li>Ability to work collaboratively in a fast-paced, agile environment.<br><br><b>This opportunity is remote for Egyptian applicants and Hybrid for Lebanese applicants.</b><br><br></li></ul><i>We use Zoho Recruit and other AI tools to help review and organize job applications (for example, reading CVs, reorganizing, and extracting CV information). These tools are only used to assist our team.<br> No hiring decision is made solely by automated means; all applications are subject to human review and assessment.</i><br><br><br> </div>

A reputable company based in Antelias is seeking to hire an experienced Senior Accountant to join its finance team. <br> <br>Job Requirements: <br>-Bachelor's degree in Accounting, Finance, or a related field. <br>-Proven experience as a Senior Accountant or in a similar role. <br>-Strong knowledge of accounting principles, financial reporting, and reconciliations. <br>-Proficiency in Microsoft Excel and accounting software. <br>-Strong analytical, organizational, and communication skills. <br>-Ability to work independently and meet deadlines. <br>-Immediate availability is highly preferred

<p><h4>About the company</h4> <p>Aspire Software operates and manages wholly owned software companies, providing mission-critical solutions across multiple verticals. By implementing industry best practices, Aspire delivers a time sensitive integration process, and the operation of a decentralized model has allowed it to become a hub for creating rapid growth by reinvesting in its portfolio.</p> <h4>Key responsibilities</h4> <ul> <li>Translate HQ’s baseline standards into a tailored security roadmap</li> <li>Develop and maintain a security maturity model scaled to the subsidiaries’ size and complexity</li> <li>Define tiers of subsidiaries by risk, industry, and data sensitivity to drive differentiated strategies</li> <li>Create and maintain a library of group-level policies, templates, and standards (e.g., IR plan, password policy)</li> <li>Facilitate adoption of policies across subsidiaries with appropriate localization</li> <li>Establish and manage a policy update cadence with version control</li> <li>Provide or recommend shared tooling across the group</li> <li>Negotiate contracts with preferred security vendors and manage licensing agreements</li> <li>Build lightweight security engineering support, whether internal or outsourced</li> <li>Participate in M&A evaluations to assess the cybersecurity posture of targets</li> <li>Advise investment teams on cyber risk exposure and hidden liabilities</li> <li>Conduct annual or biannual security self-assessments across subsidiaries</li> <li>Consolidate results into quarterly dashboards for group leadership and HQ</li> <li>Publish and maintain a group-wide incident response playbook</li> <li>Serve as the first escalation point for incidents at the subsidiary level</li> <li>Coordinate post-incident reviews and group-level communication</li> <li>Help subsidiaries pursue and maintain compliance (e.g., SOC 2, ISO 27001, GDPR, HIPAA)</li> <li>Maintain a centralized view of compliance status across the group</li> <li>Assist with customer/vendor security questionnaires and audits</li> <li>Triage critical vulnerabilities and incidents across subsidiaries</li> <li>Escalate material risks to HQ or Group X executives as needed</li> <li>Maintain a group-wide risk register and coordinate prioritization</li> </ul></p><p></p>

<p><strong>Job Purpose </strong></p>   <p>The Field Sales Executive for Roadfreight is responsible for generating Revenue, Volume and GP by promoting and selling mainly for Roadfreight services to customers. This role requires extensive knowledge of Roadfreight logistics, excellent communication and negotiation skills, and the ability to build and maintain strong customer relationships.  </p>   <p><strong>Key Tasks</strong></p>   <ul> <li>Prospecting and Lead Generation: Identify potential customers and leads through market research, cold calling, networking, and other means to expand the customer base through pipeline development.</li> <li>Customer Relationship Management: Build and maintain strong and long term relationships with potential customers to understand their needs.</li> <li>Quoting: Prepare and present rates based on the customer's requirements by using default system.</li> <li>Contract Negotiation: Negotiate terms and conditions for tenders and RFQ’s, including rates and service levels</li> <li>Market Analysis: Stay updated on industry trends, competitive pricing, and market conditions to adjust sales strategies and maintain a competitive edge.</li> <li>Sales Targets: Meet or exceed sales targets set by the company to contribute to its growth and profitability.</li> <li>CRM usage and Reporting: Maintain detailed records of customer interactions, sales activities, and contracts in the CRM. Generate reports to management on sales progress.</li> <li>Collaboration: Work closely with the pricing and operations team to meet the customer's expectations.</li> </ul>   <p><strong>Knowledge, Skills and Experience: </strong></p>   <ul> <li>University degree in Business, Logistics, or a related field</li> <li>Min 5 years of Sales experience in the logistics industry, Roadfreight dedicated sales is prefered.</li> <li>Strong knowledge of Roadfreight services</li> <li>Excellent communication, negotiation, and presentation skills</li> <li>Good command in English and Turkish (written&spoken)</li> <li>Proficiency in using sales and customer relationship management (CRM) software</li> <li>Strong problem-solving skills, self-motivated and teamwork oriented</li> <li>Knowledge of international Roadfreight regulations is a plus</li> <li>Residence in Bursa</li> <li>B class driving licence holder with no travel restrictions</li> <li>No military obligation for male candidates</li> </ul><div><font color="#ffffff">#LI-TUR</font></div>

<p><br></p><p>We are looking for a Customer Success Specialist to support our growing client base across the DACH region, UK, Ireland, and beyond. This is an entry-level role on our Customer Success team, ideal for someone who is organized, client-focused, and excited about working with AI technology in a fast-moving international environment. You will work closely with our CSMs, help onboard new dealership clients, handle day-to-day support, and make sure every dealer gets the most out of Viova from day one. There is a clear path to a full CSM role as you grow with the team.</p><p><strong>What You Will Do</strong></p><ul><li>Support end-to-end onboarding for new dealership clients, ensuring a smooth and successful start</li><li>Assist clients with setup, configuration questions, and day-to-day usage of the Viova platform</li><li>Handle incoming support tickets and client inquiries in a timely, professional manner</li><li>Help monitor account health and flag potential issues to the CSM team</li><li>Conduct platform walkthroughs and training sessions with dealership staff</li><li>Collect and document client feedback and relay it to the product and tech teams</li><li>Educate clients on Viova AI capabilities to drive adoption and confidence in the platform</li><li>Collaborate closely with CSMs to ensure clients receive consistent, proactive support</li></ul><p><br></p><p><strong>Desired Candidate Profile</strong></p><p>0 to 2 years of experience in customer support, customer success, or a client-facing role</p><p>Fluent in English (spoken and written); German, Spanish, or Italian is a strong plus for our European dealer clients</p><p>Comfortable with technology and genuinely curious about AI</p><p>A clear, friendly communicator who builds rapport easily</p><p>Organized, detail-oriented, and able to manage multiple tasks at once</p><p>Proactive and self-motivated you take initiative without waiting to be told</p><p>Experience with SaaS, automotive retail, or tech support is a plus but not required</p><p>Based in Europe and available to work CET or UK business hours</p>

<p><b>Key Responsibilities</b></p><ul><li>Assist in the design and development of mechanical systems and components.</li><li>Assist in conducting analysis and testing to ensure compliance with safety and quality standards.</li><li>Collaborate with senior engineers on project execution and documentation.</li><li>Participate in design reviews and contribute to problem-solving discussions.</li><li>Support the preparation of technical reports and project documentation.</li></ul><p><strong>Desired Candidate Profile</strong></p><p><b>Essential Requirements</b></p><ul><li>Bachelor s degree in Mechanical Engineering or a related field.</li><li>Relevant experience in mechanical engineering 1 - 2 years.</li><li>Familiarity with engineering design software and tools.</li><li>Strong analytical and problem-solving skills.</li><li>Excellent communication and teamwork abilities.</li></ul><p>Preferred Qualifications</p><ul><li>Experience with CAD software (e.g., SolidWorks, AutoCAD).</li><li>Knowledge of finite element analysis (FEA) methodologies.</li><li>Understanding of manufacturing processes and materials.</li></ul>

<p>Answering Client support issues and working with clients via phone, connected session, and email. Troubleshooting: Analyzing bugs, resolving problems, and providing root cause analysis for errors Documentation and follow up: Recording issues using designated software tools, completing next steps, and following through resolutions. Communication: Providing technical expertise with Clients and being an excellent communicator, both written and verbal Collaboration: Building rapport and working with clients and others to engage clients. Interaction with: Quality Assurance, Development, Account management, other team members, and management Proactive improvements: Identifying and resolving potential issues before they become critical, and proposing improvements to enhance team effectiveness Building SQL queries for data analysis Helping write and optimize in-application SQL statements and queries Using data, generating and interpreting results to most accurately and quickly resolve issues Controlling data quality and providing remedial actions Assisting in the management of product provisioning, installation, and maintenance internally and with Clients Working with Clients to create, program, deploy, and test Client documents within the software application Preparing documentation and writing articles to publish in the client facing Knowledge Base Handling common database procedures such as upgrade, backup, recovery, and migration Performing application and database testing Becoming expert in the configuration and use of WeSuite software and supporting tools and systems</p><p><strong>Desired Candidate Profile</strong></p><p>3 years plus direct enterprise software application customer support Troubleshooting and resolution of issues SQL Server and database management Writing SQL queries Microsoft Windows environment Crystal Reports Use of Zendesk Skillsets Required: SQL Server and database management SQL queries Excellent communication skills both written and verbal Data interpretation Zendesk experience a plus</p>

Location: Lebanon <br>Department: Accounting & Finance <br>Experience: 2–3 years minimum <br>Employment Type: Full-time <br>Job Summary <br>We are looking for an Accounting Assistant – Banking & Credit Control to join our Accounting Department. The successful candidate will support the accounting team in handling credit card transactions, bank operations, customer accounts, data entry, and daily accounting activities. <br>The ideal candidate should have around 2–3 years of experience in accounting, be detail-oriented, organized, and comfortable working with financial data and Excel. <br>Key Responsibilities <br>• Monitor and record credit card transactions and settlements. <br>• Follow up on bank transactions, deposits, transfers, and bank statements. <br>• Perform bank reconciliations and investigate discrepancies when required. <br>• Assist in monitoring and reconciling customer accounts and credit balances. <br>• Enter and update accounting data accurately in the company’s accounting system. <br>• Prepare and maintain accounting records, documents, and supporting files. <br>• Verify invoices, receipts, payment documents, and other financial transactions. <br>• Assist with daily accounting entries and administrative accounting tasks. <br>• Coordinate with branches, banks, and other departments when necessary. <br>• Maintain proper filing of financial and accounting documents. <br>• Assist the Accounting Manager/Team with month-end closing and other accounting reports. <br>• Ensure accuracy and confidentiality of all financial information. <br>Requirements <br>• Bachelor’s degree or TS in Accounting, Finance, or a related field. <br>• 2–3 years of relevant accounting experience. <br>• Previous experience with banks, credit cards, reconciliations, or customer accounts is an advantage. <br>• Good knowledge of Excel and accounting software. <br>• Strong attention to detail and accuracy. <br>• Good organizational and follow-up skills. <br>• Ability to work independently and as part of a team. <br>• Good communication skills. <br>• Ability to handle confidential financial information professionally. <br>Preferred Skills <br>• Bank reconciliation <br>• Credit card reconciliation <br>• Customer account reconciliation <br>• Data entry <br>• Excel <br>• Accounting software <br>• Financial documentation <br>• Attention to detail <br>• Follow-up and problem-solving <br>We are looking for a reliable and organized accounting professional who is willing to learn, take responsibility, and grow within the Accounting Department

<p><br></p><p>Role Overview We are looking for a strong Senior Forward Deployed Engineer to act as the bridge between business teams and engineering. The mission of this role is to enable teams across Toters to build products, automate workflows, and solve business problems using our internal AI-powered platform. This role combines software engineering, solution consulting, product thinking, and business enablement. You will work directly with teams across the company to understand their challenges, identify high-impact opportunities, translate them into practical technical solutions, and help teams become increasingly capable of building solutions themselves. You will be responsible for driving platform adoption, identifying and delivering high-value use cases, enabling users, and ensuring that the platform generates measurable business impact.</p><p>Key Responsibilities</p><ul><li>Partner with teams across Toters to understand their workflows, pain points, and business challenges.</li><li>Translate ambiguous business problems into clear product and technical solutions.</li><li>Rapidly prototype, build, and launch applications, automations, and workflows using the platform.</li><li>Enable non-technical teams to build solutions themselves through onboarding, training, coaching, and best practices.</li><li>Act as the technical and solution-consulting bridge between business teams and engineering.</li><li>Identify and prioritize high-value use cases based on business impact, feasibility, and scalability.</li><li>Work closely with engineering to surface recurring needs, platform gaps, and opportunities for improvement.</li><li>Drive adoption and engagement of the platform across different functions and teams.</li><li>Define and track adoption, engagement, and business-impact metrics.</li><li>Measure the value generated through outcomes such as productivity gains, cost reduction, process improvement, revenue impact, and improved customer experience.</li><li>Establish best practices and reusable patterns that help teams build solutions faster and more effectively.</li></ul><p>Key Qualifications</p><ul><li>5+ years of experience in software engineering.</li><li>Strong product and problem-solving mindset, with the ability to move from an ambiguous problem to a practical solution.</li><li>Hands-on experience building software products, internal tools, automations, or AI-powered applications.</li><li>Strong understanding of AI, AI agents, workflow automation, and no-code/low-code application development.</li><li>Ability to translate complex business needs into simple, scalable technical solutions.</li><li>Strong communication, consulting, and stakeholder-management skills.</li><li>Comfortable working directly with both technical and non-technical teams.</li><li>Strong ownership and ability to work independently in a fast-paced, ambiguous environment.</li><li>Data-driven mindset, with the ability to define success metrics and measure business impact.</li><li>Strong ability to prototype quickly, experiment, learn, and iterate based on user feedback.</li><li>Ability to balance speed of execution with scalability, reliability, and maintainability.</li></ul><p>What Success Looks Like</p><p>Success in this role means making product building and problem-solving more accessible across Toters. The goal is not simply to build solutions for teams, but to enable teams to build solutions for themselves, while ensuring that what they create is useful, scalable, and connected to measurable business outcomes. A successful Forward Deployed Engineer will help turn our AI-powered platform into a company-wide capability for solving problems, automating work, and rapidly turning ideas into products.</p><p><strong>Desired Candidate Profile</strong></p><ul><li>5+ years of experience in software engineering.</li><li>Strong product and problem-solving mindset, with the ability to move from an ambiguous problem to a practical solution.</li><li>Hands-on experience building software products, internal tools, automations, or AI-powered applications.</li><li>Strong understanding of AI, AI agents, workflow automation, and no-code/low-code application development.</li><li>Ability to translate complex business needs into simple, scalable technical solutions.</li><li>Strong communication, consulting, and stakeholder-management skills.</li><li>Comfortable working directly with both technical and non-technical teams.</li><li>Strong ownership and ability to work independently in a fast-paced, ambiguous environment.</li><li>Data-driven mindset, with the ability to define success metrics and measure business impact.</li><li>Strong ability to prototype quickly, experiment, learn, and iterate based on user feedback.</li><li>Ability to balance speed of execution with scalability, reliability, and maintainability.</li></ul>