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<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> <span>Mindrift is looking for highly skilled Senior Python Data Scraping Engineers to join the Tendem project and drive specialized data scraping workflows within our hybrid AI + human system.<br> In this role, as an AI Pilot – that’s how we refer to this role at Mindrift – you’ll collaborate with Tendem Agents that handle repetitive tasks, while you provide critical thinking, domain expertise, and quality control to deliver accurate and actionable results.<br> This part-time remote opportunity is ideal for technical professionals with hands-on experience in web scraping, data extraction and processing.<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> This is a freelance role for a Tendem project.<br> As a Senior Python Data Scraping Engineer , you'll handle data scraping tasks requiring technical precision for web extraction and processing, utilizing various tools such as our provided Apify and OpenRouter alongside your own resourceful approaches.<br> Key Responsibilities: Own end-to-end data extraction workflows across complex websites, ensuring complete coverage, accuracy, and reliable delivery of structured datasets.<br> Leverage internal tools (Apify, OpenRouter) alongside custom workflows to accelerate data collection, validation, and task execution while meeting defined requirements.<br> Ensure reliable extraction from dynamic and interactive web sources, adapting approaches as needed to handle JavaScript-rendered content and changing site behavior.<br> Enforce data quality standards through validation checks, cross-source consistency controls, adherence to formatting specifications, and systematic verification prior to delivery.<br> Scale scraping operations for large datasets using efficient batching or parallelization, monitor failures, and maintain stability against minor site structure changes.<br> Requirements: At least 5+ years of relevant experience in data engineering, web scraping, automation, or software development (required).<br> Bachelor’s or Master’s Degree in Engineering, Applied Mathematics, Computer Science, or related technical fields is a plus.<br> Candidates should have a strong technical foundation and practical experience with scripting, automation, and AI-assisted workflows.<br> We are looking for specialists who can solve non-trivial problems, work confidently with LLMs, and systematically collect, structure, and validate data from diverse sources.<br> A methodical, detail-oriented approach and the ability to work independently are essential.<br> Strong experience in Python web scraping (BeautifulSoup, Selenium or similar), including dynamic content (JS, AJAX, infinite scroll) and APIs via proxies Proven ability to extract data from complex structures (hierarchies, archived pages, inconsistent HTML) Solid background in data cleaning, normalization, and validation, delivering structured datasets (CSV, JSON, Google Sheets) Demonstrated experience handling anti-bot mechanisms and dynamic site structures at scale Experience with cloud infrastructure (AWS or equivalent) and containerization (Docker) as part of real workflows Hands-on experience with LLM frameworks (LangChain, OpenRouter, or similar) applied to automation tasks Strong attention to detail and commitment to data accuracy Self-directed work ethic with ability to troubleshoot independently A link to GitHub is a plus 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 $37 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></span> </div>

<section><p class="heading jdMain">Job Description</p><p class="heading">Roles &amp; Responsibilities</p><div class="paragraph"><ul><li><p>Oversee and optimize all logistics operations to ensure timely and cost-effective transportation of goods, enhancing supply chain efficiency.</p></li><li><p>Proven track record in managing complex logistics operations, with hands-on experience in Logistics and a strong aptitude and drive for business expansion.</p></li><li><p>Develop and implement logistics strategies that align with organizational goals, thus driving continuous improvement in delivery performance.</p></li><li><p>Collaborate with suppliers and vendors to negotiate contracts and maintain strong relationships that ensure reliable service and quality standards.</p></li><li><p>Monitor inventory levels and forecast demand to reduce excess stock and minimize shortages, ensuring smooth operational flow.</p></li></ul></div></section><section><p class="heading">Desired Candidate Profile</p><p class="paragraph"></p><ul><li><p>Bachelor's degree in Logistics, Supply Chain Management, or a related field; a Master's degree is a plus for enhanced strategic insight.</p></li><li><p>2+ years of relevant experience in logistics or supply chain roles, demonstrating progressive responsibility and leadership capabilities.</p><p></p></li><li><p>Proven track record in managing complex logistics operations, with hands-on experience in Logistics.</p></li></ul><p></p></section>

<ul><li>Coordinate and oversee the end-to-end supply chain process, ensuring timely delivery of goods while minimizing costs and delays.</li><li>Maintain accurate inventory records by conducting regular audits and collaborating with warehouse staff to prevent stock discrepancies.</li><li>Communicate effectively with vendors, suppliers, and transportation partners to negotiate rates and resolve any shipment issues promptly.</li><li>Utilize logistics software to track shipments and generate reports, providing insights into performance metrics and areas for improvement.</li></ul><p><strong>Desired Candidate Profile</strong></p><ul><li>Bachelor's degree in Logistics, Supply Chain Management, or a related field, providing a solid foundation in logistics principles.</li><li>Minimum of 2-3 years of relevant work experience in logistics coordination or supply chain management, showcasing practical knowledge.</li><li>Certifications such as Certified Supply Chain Professional (CSCP) or Certified in Production and Inventory Management (CPIM) are highly desirable.</li><li>Experience in transportation management systems (TMS) and warehouse management systems (WMS) to improve operational efficiency.</li></ul>

Service Advisor <p><strong>Company:</strong>&nbsp;EVS Electric Vehicle Services UAE</p><p><strong>Location:</strong>&nbsp;Flexible (UAE EVS Branches)</p><p><strong>Salary:</strong>&nbsp;<span>Dependent on experience<br></span></p><strong>About the Role</strong><p>We are looking for an experienced, customer-focused&nbsp;<strong>Service Advisor</strong>&nbsp;to manage workshop bookings, customer relations, and service operations across our growing UAE network.<br></p><strong>Responsibilities</strong><ul><li>Welcome customers, inspect vehicles, and open job cards.</li><li>Prepare repair estimates and obtain customer approvals.</li><li>Coordinate with technicians to ensure on-time service delivery.</li><li>Update clients on vehicle status and process final invoices.<br></li></ul><strong>Requirements</strong><ul><li>3+ years as a Service Advisor in an automotive workshop or dealership.</li><li>Flexibility to work across EVS branches in the UAE.</li><li>Strong communication skills in English (Arabic is a plus).</li><li>Experience with ERP software and job card management.<br></li></ul><strong>What We Offer</strong><ul><li><strong>Salary:</strong>&nbsp;<span>Dependent on experience</span></li><li>Health Insurance + 30 Days Paid Annual Leave + Flight Allowance</li><li>Growth opportunities in the expanding EV sector</li></ul>

<ul><li>Lead the architectural design process, ensuring innovative and sustainable solutions that align with client objectives and regulatory requirements.</li><li>Develop detailed architectural plans and specifications, utilizing advanced software tools to create visual representations of project concepts.</li><li>Conduct thorough site analyses and feasibility studies to assess potential risks, site conditions, and environmental impacts on architectural designs.</li><li>Collaborate closely with multidisciplinary teams, including engineers, contractors, and stakeholders, to ensure seamless project execution and adherence to timelines.</li></ul><p><strong>Desired Candidate Profile</strong></p><ul><li>A Bachelor's or Master's degree in Architecture or a related field from an accredited institution.</li><li>A minimum of 7 years of relevant work experience within a reputable architectural firm, demonstrating a solid track record of successful project delivery.</li><li>Professional licensure as a Registered Architect or equivalent certification, showcasing commitment to industry standards and ethics.</li><li>Proficiency in architectural design software such as AutoCAD, Revit, and SketchUp, with a strong portfolio showcasing innovative design solutions.</li></ul>

<p><strong>Job Summary:</strong></p><p>Responsible for managing enterprise architecture initiatives and ensuring technology projects align with the organization's strategic architecture and technology roadmap.</p><p><strong>Key Responsibilities:</strong></p><ul><li><p>Manage enterprise architecture and technology transformation projects from initiation through delivery.</p></li><li><p>Coordinate with Enterprise Architects, solution architects, technology teams, and business stakeholders.</p></li><li><p>Track architecture decisions, dependencies, risks, milestones, and deliverables.</p></li><li><p>Ensure projects align with enterprise technology standards, principles, and target-state architecture.</p></li><li><p>Support technology assessments, roadmap development, governance, and transformation initiatives.</p></li><li><p>Knowledge of <strong>TOGAF, cloud architecture, application/infrastructure architecture, and technology governance</strong> is preferred.</p></li></ul><p><strong>Desired Candidate Profile</strong></p><ul><li>Master's degree in Computer Science, Information Technology, or a related field; MBA is a plus.</li><li>TOGAF, Zachman, or similar Enterprise Architecture certification is highly desirable.</li><li>Minimum of 10 years of progressive experience in IT, with at least 5 years focused on enterprise architecture.</li><li>Proven experience managing large-scale, complex technology initiatives within the financial services industry.</li></ul>

<p><br></p><ul><li><p>Manage and update online store and company website.</p></li><li><p>Create and maintain product listings with accurate descriptions, specifications, vehicle compatibility, images, pricing, and stock availability.</p></li><li><p>Process online orders and coordinate with sales, accounts, and warehouse teams for timely dispatch and delivery.</p></li><li><p>Handle customer enquiries about products, fitment, orders, returns, and refunds.</p></li><li><p>Monitor inventory and keep online stock availability accurate.</p></li><li><p>Plan and implement online promotions, discount codes, and seasonal campaigns.</p></li><li><p>Improve product pages, website navigation, and the checkout experience to increase sales.</p></li><li><p>Optimize product listings and website content for search engines (SEO).</p></li><li><p>Coordinate with the marketing team on product launches, advertisements, and promotional content.</p></li><li><p>Track website traffic, sales, conversion rates, and campaign performance, and prepare regular reports.</p></li><li><p>Identify and resolve website issues in coordination with developers or service providers.</p></li><li><p>Research competitor pricing and e-commerce trends to identify opportunities for growth.</p></li></ul><p>Work Location: In person</p><p><strong>Desired Candidate Profile</strong></p><p>.</p>

<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> <ul><li>Strong knowledge of <b>Mechanical, Electrical &amp; Plumbing (MEP) materials, suppliers and procurement processes</b></li><li>Hands-on experience in <b>RFQs, quotation analysis, comparison sheets, supplier negotiations, LPOs, material delivery follow-up, and procurement coordination</b></li><li>Ability to coordinate effectively with <b>Projects, Technical Office, Stores, Suppliers, and Finance</b></li></ul><p><br></p><p><b>Required qualifications and years of experience:</b></p><ul><li>Bachelor's/Diploma Degree in Mechanical or Electrical Engineering</li><li>Minimum 5 years of procurement experience in UAE MEP Contracting companies</li><li>Strong technical knowledge relevant to industry</li><li>Excellent negotiation and communication skills</li><li>Proficiency in data analysis and cost management</li><li>Experience with procurement software and ERP systems</li><li>Excellent interpersonal skills for building relationships with suppliers</li><li>Proficiency in contract management and supplier performance evaluation</li></ul><p><br></p><p>Salary: To be discussed during the interview</p><p>Work Location: Dubai (In person)</p><p>Work Location: In person</p> </div><h2 class="h5">Skills</h2> <div data-jb-field="skills"><ul><li>Ability to manage multiple projects and prioritize effectively Skills</li><li>Strategic thinking and problem-solving abilities</li><li>Attention to detail and strong organizational skills</li></ul><p><br></p></div>

<ul><li>Develop and implement operational strategies that align with the company's long-term vision, ensuring sustainable growth.</li><li>Oversee day-to-day operations, focusing on efficiency and quality control to optimize performance across all departments.</li><li>Lead cross-functional teams in the execution of projects, ensuring timely delivery and adherence to budget constraints.</li><li>Analyze operational data and key performance indicators (KPIs) to drive informed decision-making and continuous improvement initiatives.</li></ul><p><strong>Desired Candidate Profile</strong></p><ul><li><p>Bachelor's degree in business administration, operations management, or a related field; an MBA is preferred for higher strategic insight.</p></li><li><p>A minimum of 8-10 years of progressive experience in operations management, with a proven track record of success in leadership roles in the food industry.</p></li><li><p>Certification in Six Sigma, Lean Management, or Project Management Professional (PMP) to demonstrate expertise in process optimization.</p></li><li><p>Experience in the specific industry relevant to the organization, such as manufacturing, logistics, or technology, is highly desirable.</p></li></ul>

<ul><li>Develop and implement operational strategies that align with the company's long-term vision, ensuring sustainable growth.</li><li>Oversee day-to-day operations, focusing on efficiency and quality control to optimize performance across all departments.</li><li>Lead cross-functional teams in the execution of projects, ensuring timely delivery and adherence to budget constraints.</li><li>Analyze operational data and key performance indicators (KPIs) to drive informed decision-making and continuous improvement initiatives.</li></ul><p><strong>Desired Candidate Profile</strong></p><ul><li><p>Bachelor's degree in business administration, operations management, or a related field; an MBA is preferred for higher strategic insight.</p></li><li><p>A minimum of 8-10 years of progressive experience in operations management, with a proven track record of success in leadership roles in the food industry.</p></li><li><p>Certification in Six Sigma, Lean Management, or Project Management Professional (PMP) to demonstrate expertise in process optimization.</p></li><li><p>Experience in the specific industry relevant to the organization, such as manufacturing, logistics, or technology, is highly desirable.</p></li></ul>

<ul><li><p>Lead and mentor a team of QA engineers, fostering a collaborative environment to ensure high-quality product delivery.</p></li><li><p>Develop and execute comprehensive test plans, test cases, and test scripts, meticulously covering all aspects of the software.</p></li><li><p>Design and implement automated testing frameworks and strategies, focusing on efficiency and scalability.</p></li><li><p>Analyze and report on test results, identifying and documenting defects with clear steps to reproduce them.</p></li></ul><p><strong>Desired Candidate Profile</strong></p><ul><li><p>Holds a Bachelor's degree in Computer Science or a related field, demonstrating a strong foundation in software engineering principles.</p></li><li><p>Possesses 5+ years of experience in software testing, showcasing a proven track record of delivering high-quality software.</p></li><li><p>Demonstrates proficiency in test automation tools like Selenium, JUnit, or similar, highlighting a commitment to automation.</p></li><li><p>Exhibits strong knowledge of software testing methodologies.</p></li><li><p>Cross platform testing experience (i.e. Web, mobile)</p></li><li><p>Experience in AI Testing and Evaluations</p></li><li><p>Experience in API testing (REST, WebRTC, web sockets)</p></li></ul>

<ol><li><p>Identify and approach potential customers for 5-gallon drinking water.</p></li><li><p>Generate leads from residential buildings, apartments, villas, offices, and other potential customer segments.</p></li><li><p>Explain Pearl Drop's 5-gallon water product and share pricing and offer details with interested customers.</p></li><li><p>Convert interested prospects into confirmed customers and generate orders.</p></li><li><p>Collect customer names, contact details, and delivery locations and share them with the company.</p></li><li><p>Maintain regular communication with potential customers and follow up to convert leads into sales.</p></li><li><p>Build a customer network through personal contacts, referrals, and online platforms.</p></li></ol><p><strong>Desired Candidate Profile</strong></p><ol><li><p>Good communication and interpersonal skills.</p></li><li><p>Ability to identify and attract potential customers.</p></li><li><p>Strong networking and customer relationship skills.</p></li><li><p>Self-motivated, target-oriented, and capable of working independently.</p></li><li><p>Familiarity with the UAE market and residential communities is an advantage.</p></li><li><p>Previous sales or marketing experience is preferred but not mandatory.</p></li><li><p>Must have a smartphone and internet access.</p></li></ol>

<ul><li><p>We are seeking a talented Fitout Engineer cum Project & Technical Coordinator to support our Project Director and manage technical execution for premium interior fitout projects in Abu Dhabi.</p></li><li><p>Oversee the day-to-day execution of fit-out projects, ensuring adherence to design specifications and construction timelines.</p></li><li><p>Coordinate effectively with architects, engineers, contractors, and suppliers to resolve technical issues and facilitate smooth project flow.</p></li><li><p>Review and approve shop drawings, material submittals, and method statements to guarantee compliance with project requirements.</p></li><li><p>Manage the procurement and delivery of all necessary materials and equipment, optimizing inventory and minimizing waste.</p></li></ul><p><strong>Desired Candidate Profile</strong></p><ul><li><p>Bachelor's degree in Engineering ( Civil) or Architecture, or equivalent practical experience.</p></li><li><p>Minimum 5 years of progressive experience in technical coordination within the fit-out or construction industry.</p></li><li><p>Proven track record of managing multiple fit-out projects from inception to completion.</p></li><li><p>Proficiency in reading and interpreting complex architectural and engineering drawings.</p></li></ul>

<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> About the job Legalization Engineer. <ol><li>Work Location: EGA, Al Taweelah</li><li>Duration: 12 Months</li><li>Job Description:</li></ol> <ul><li>The SME – Legalization is responsible for the management, coordination and execution of legalization and authority approval activities across assigned EGA facilities under the Project Services function within Capital Projects &amp; Engineering.</li><li>The role acts as the Subject Matter Expert and primary focal point for legalization programmes, authority submissions and approvals, consultant coordination, temporary facility compliance, authority-related documentation and associated stakeholder coordination.</li><li>The role is hands-on and delivery-focused, with direct responsibility for planning, coordinating, monitoring and progressing assigned legalization and authority approval activities through to completion.</li><li>A key objective of the role is to ensure that applicable authority and legalization requirements are identified early in the project lifecycle and appropriately incorporated into engineering specifications, consultant scopes, design requirements and project deliverables to minimize approval delays, rework, non-compliance and future legalization gaps.</li></ul> <br> <br> </div>

<ol><li><p>Prepare BOQs, quantity take-offs and cost estimates for landscape projects.</p></li><li><p>Review drawings, specifications and project requirements.</p></li><li><p>Obtain and compare supplier and subcontractor quotations.</p></li><li><p>Prepare rate analyses, cost comparisons and commercial proposals.</p></li><li><p>Source landscape materials and reliable suppliers.</p></li><li><p>Negotiate prices, payment terms and delivery schedules.</p></li><li><p>Prepare purchase orders and coordinate material deliveries.</p></li><li><p>Coordinate with project managers, site engineers and suppliers.</p></li><li><p>Maintain supplier and material price databases.</p></li><li><p>Identify cost-saving opportunities and alternative materials.</p></li></ol><p><strong>Desired Candidate Profile</strong></p><ol><li><p>3–5 years of experience in estimation and procurement.</p></li><li><p>UAE experience in landscaping, construction or contracting preferred.</p></li><li><p>Strong knowledge of BOQs, quantity take-offs and cost estimation.</p></li><li><p>Good understanding of landscape materials, including hardscape, softscape, irrigation and water features.</p></li><li><p>Ability to read AutoCAD drawings.</p></li><li><p>Strong Excel skills.</p></li><li><p>Good supplier negotiation and communication skills.</p></li><li><p>Well-organised, detail-oriented and commercially minded.</p></li><li><p>Experience with luxury residential projects preferred.</p></li><li><p>UAE driving licence preferred.</p></li></ol>

<ul><li>Oversee day-to-day site operations, ensuring adherence to project timelines and safety regulations while maintaining high-quality standards.</li><li>Coordinate with subcontractors and suppliers to ensure timely delivery of materials and services, fostering strong professional relationships.</li><li>Conduct regular site inspections to monitor progress, identify issues, and implement corrective actions to mitigate delays and ensure compliance with plans.</li><li>Prepare detailed daily reports, documenting site activities and progress, and communicate effectively with project stakeholders to keep everyone informed.</li></ul><p><strong>Desired Candidate Profile</strong></p><ul><li>Bachelor's degree in Civil Engineering or a related field, providing a strong foundation in engineering principles and practices.</li><li>A minimum of 3-5 years of hands-on site engineering experience, demonstrating a solid track record of successful project execution.</li><li>Preferred certifications such as PMP or NEBOSH to enhance project management and safety compliance expertise.</li><li>Experience in large-scale construction projects, showcasing an ability to handle complex tasks and navigate challenges effectively.</li></ul>

<ol><li><p>Execute HV/EHV Overhead Transmission Line projects (132kV-400kV) in accordance with project specifications, quality standards, and schedules.</p></li><li><p>Supervise and manage site activities related to <strong>Tower Erection, Stringing, and associated transmission line works</strong>.</p></li><li><p>Monitor project progress, prepare daily/weekly reports, and proactively address site issues to avoid delays.</p></li><li><p>Ensure compliance with <strong>QA/QC requirements</strong>, project specifications, and inspection procedures.</p></li></ol><p><strong>Desired Candidate Profile</strong></p><p><br></p><ul><li><p>B.Tech/Diploma in Electrical Engineering</p></li><li><p>Minimum 5 years of experience in HV/EHV Overhead Transmission Line projects (132kV-400kV), including at least 3 years of UAE experience</p></li><li><p>Hands-on expertise in Tower Erection, Stringing, Site Execution, Contractor Management, and Project Coordination</p></li><li><p>Knowledge of QA/QC standards, site inspections, and HSE compliance</p></li><li><p>Strong communication, reporting, coordination, and problem-solving skills</p></li></ul><p><br></p><p><strong>Preferred Candidate Profile:</strong> Experienced transmission line professional with a proven track record in executing HV/EHV OHL projects in the UAE, ensuring quality, safety, and timely project delivery.</p>

<ul><li>Orchestrate seamless event execution, ensuring every detail aligns with client expectations, from initial planning to final takedown.</li><li>Lead and mentor a diverse banquet team, fostering a collaborative environment that prioritizes exceptional service delivery and staff development.</li><li>Manage and oversee banquet operations, including staffing, scheduling, and inventory control, ensuring optimal resource allocation and cost efficiency.</li><li>Collaborate closely with clients, understanding their vision and providing expert guidance to translate concepts into unforgettable event experiences.</li></ul><p><strong>Desired Candidate Profile</strong></p><ul><li>Possesses a Bachelor's degree in Hospitality Management or a related field, providing a strong foundation in event planning and operations.</li><li>Holds relevant certifications, such as Certified Meeting Professional (CMP), demonstrating a commitment to professional excellence.</li><li>Demonstrates a proven track record of at least 5 years of progressive experience in banquet management within the hospitality industry.</li><li>Exhibits a deep understanding of the luxury hotel and event industry, with experience in high-end venues preferred.</li></ul>

<ul><li>Conduct thorough market research to identify potential suppliers and assess their capabilities, ensuring alignment with organizational needs.</li><li>Negotiate contracts and terms with suppliers, focusing on achieving the best value while maintaining quality and delivery standards.</li><li>Manage the procurement process from requisition to purchase order, ensuring compliance with company policies and budget constraints.</li><li>Develop and maintain strong relationships with key suppliers to foster collaboration and secure favorable pricing and terms.</li></ul><p><strong>Desired Candidate Profile</strong></p><ul><li>Bachelor's degree in Supply Chain Management, Business Administration, or a related field is essential for foundational knowledge.</li><li>A minimum of 3-5 years of relevant procurement experience in a fast-paced environment, demonstrating a strong background in sourcing.</li><li>Professional certifications such as CIPS, CPSM, or CSCP are highly desirable and showcase expertise in procurement practices.</li><li>Experience in the industry relevant to the organization, such as manufacturing, retail, or technology, is preferred to understand specific needs.</li></ul>

<ul><li>Oversee the entire MEP installation process, ensuring alignment with project specifications, schedules, and budgets to achieve optimal efficiency.</li><li>Collaborate with architects, engineers, and subcontractors to navigate complex design changes, resolving conflicts swiftly to maintain project momentum.</li><li>Conduct regular site inspections to monitor progress, quality, and compliance with safety regulations, ensuring a hazard-free work environment.</li><li>Implement and enforce MEP quality control measures, conducting tests and inspections to validate system performance and reliability.</li></ul><p><strong>Desired Candidate Profile</strong></p><ul><li><p>Bachelor’s degree in Mechanical, Electrical, or Civil Engineering, providing a solid academic foundation for MEP systems.</p></li><li><p>A minimum of 8 years of relevant experience in MEP construction management, demonstrating a proven track record of successful project delivery.</p></li><li><p>Professional certifications such as PMP or LEED AP, showcasing commitment to industry standards and best practices.</p></li><li><p>Experience in large-scale commercial or industrial projects, essential for navigating complex systems and high-stakes environments.</p></li></ul>