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AML Modeling Specialist Country: United States of America Your Journey Starts Here: Santander is a global leader and innovator in the financial services industry. We believe that our employees are our greatest asset. Our focus is on fostering an enriching journey that empowers you to explore diverse career opportunities while nurturing your personal growth. We are committed to creating an environment where continuous learning and development are prioritized, enabling you to thrive both professionally and personally. Here, you will find ample opportunities to connect and collaborate with talented colleagues from around the world, sharing insights and driving innovation together. Join us at Santander, where you are supported by a culture of engagement and a commitment to your success. An exciting journey awaits, if you are interested in exploring the possibilities We Want to Talk to You! The Difference You Make As an AML Modeling Specialist, you play a key role in safeguarding the bank’s integrity and ensuring compliance with regulatory expectations. You design, enhance, and maintain analytical models that identify suspicious activity, strengthen the bank’s financial crime detection framework, and drive continuous improvement in AML monitoring capabilities. Your insights directly support the bank’s mission to protect customers and uphold trust across the global financial system. * Develop and implement AML detection and segmentation models using statistical and machine learning techniques. * Partner with compliance, risk, and data science teams to ensure model outputs align with business objectives and regulatory standards. * Analyze transaction data to identify emerging money laundering patterns and typologies. * Perform model validation, back-testing, and performance monitoring to ensure accuracy and effectiveness. * Prepare model documentation, regulatory submissions, and audit materials. * Support ongoing model governance, tuning, and optimization efforts to reduce false positives and improve efficiency. What You Bring To perform this job successfully, an individual must be able to perform each essential duty satisfactorily. The requirements listed below are representative of the knowledge, skill, and/or ability required. Reasonable accommodations may be made to enable individuals with disabilities to perform the essential functions. Bachelor's Degree or equivalent work experience: Statistics, Mathematics, Economics or equivalent quantitative discipline. Required Master's Degree Statistics, Mathematics, Economics or equivalent quantitative discipline. Preferred * 3+ Years Risk Management, Risk Modeling, AML Req * Deep understanding of AML processes, transaction monitoring systems, and financial crime risk. * Proficiency in data analysis, model development, and statistical tools (e.g., Python, SAS, SQL, or R). * Collaborative approach and ability to communicate technical findings to non-technical stakeholders. * Commitment to operational excellence, model integrity, and regulatory compliance. * Strong analytical mindset with the ability to translate complex data into actionable insights. Certifications: * No Certifications listed for this job. It Would Be Nice For You To Have: * Established work history or equivalent demonstrated through a combination of work experience, training, military service, or education. * Experience in Microsoft Office products. What Else You Need To Know: The base pay range for this position is posted below and represents the annualized salary range. For hourly positions (non-exempt), the annual range is based on a 40-hour work week. The exact compensation may vary based on skills, experience, training, licensure and certifications and location. Minimum: $67,500.00 USD Maximum: $140,000.00 USD Link to Santander Benefits: Risk Culture: We embrace a strong risk culture and all of our professionals at all levels are expected to take a proactive and responsible approach toward risk management. EEO Statement: At Santander, we value and respect differences in our workforce. We actively encourage everyone to apply. Santander is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, genetics, disability, age, veteran status or any other characteristic protected by law. Working Conditions: Frequent minimal physical effort such as sitting, standing and walking is required for this role. Depending on location, occasional moving and lifting light equipment and/or furniture may be required. Employer Rights: This job description does not list all of the job duties of the job. You may be asked by your supervisors or managers to perform other duties. You may be evaluated in part based upon your performance of the tasks listed in this job description. The employer has the right to revise this job description at any time. This job description is not a contract for employment and either you or the employer may terminate your employment at any time for any reason. What To Do Next: If this sounds like a role you are interested in, then please apply. We are committed to providing an inclusive and accessible application process for all candidates. If you require any assistance or accommodation due to a disability or any other reason, please contact us at ___ to discuss your needs. Primary Location: Miami, FL, Brickell Plaza-Corp Other Locations: Florida-Miami,Texas-Austin,New Jersey-Trenton,New York-Albany,Connecticut-Hartford,Massachusetts-Boston,Pennsylvania-Harrisburg,Rhode Island-Providence Organization: Santander Holdings USA, Inc.

Job Description About the Role: As a Driver at Arway Apron & Uniform Rentals Inc, you will play a crucial role in ensuring the timely and safe delivery of our products to clients. Your primary responsibility will be to transport uniforms and related items to various locations while adhering to all traffic laws and company policies. You will also be responsible for maintaining the vehicle in good condition, conducting regular inspections, and reporting any issues promptly. This position requires excellent time management skills to ensure deliveries are made on schedule. Ultimately, your efforts will contribute to the overall satisfaction of our clients and the smooth operation of our logistics team. Minimum Qualifications: • Valid driver's license with a clean driving record., • High school diploma or equivalent., • Familiarity with local routes and traffic patterns., • Experience in customer service or client-facing roles., • Safely operate company vehicles to deliver uniforms and other rental items to designated locations., • Conduct pre-trip and post-trip vehicle inspections to ensure safety and compliance., • Maintain accurate delivery logs and documentation for all trips., • Communicate effectively with the logistics team and clients regarding delivery schedules and any potential delays. The required skills for this position include strong driving abilities and a commitment to safety, which are essential for navigating various routes and ensuring the safe transport of goods. Time management skills will be utilized daily to prioritize deliveries and meet client expectations. Effective communication skills are necessary for interacting with clients and team members, ensuring that everyone is informed about delivery statuses. Additionally, basic mechanical skills can be beneficial for performing minor vehicle maintenance and troubleshooting issues. Overall, these skills will enhance your efficiency and effectiveness in this role, contributing to the success of our operations.

Job Description Who Our Client Is: Our client is a data standards organization that brings industry communities together to solve supply chain problems through the adoption and implementation of their standards. More than 340,000 businesses across 25 industries in the U.S. rely on our client for trading partner collaboration and for maximizing the cost-effectiveness, speed, visibility, security, and sustainability of their business processes. They enable these benefits through solutions based on global unique numbering and identification systems, barcodes, Electronic Product Code-based RFID, data synchronization, and electronic information exchange—helping organizations identify, capture, and share trusted data that connects their physical and digital supply chains. What Our Client Needs: A Content Management & Merchandising Manager to oversee all content, personalization, and merchandising across the organization’s public-facing websites. This position will manage content strategy, digital experience optimization, and the ongoing maintenance of enterprise-level content platforms to support business objectives and elevate the user experience. Who You Are: You are an excellent communicator with strong editing and proofreading skills. You have a solid understanding of site merchandising principles and e-commerce best practices and bring experience managing enterprise-level Content Management Systems (CMS), ideally Adobe Experience Manager (AEM). You’re organized, analytical, and able to manage complex projects from concept to completion. You have experience using web analytics tools such as Google Analytics, and you’re comfortable leveraging data to drive decisions. You bring 3–5 years of experience in content management, digital merchandising, or a similar role, and hold a bachelor’s degree in Marketing, Communications, Business, or a related field. You’re experienced with personalization and A/B testing platforms (such as Adobe Target or Optimizely) and have a working knowledge of UX/UI design principles and basic HTML. What You’ll Do: You will develop and manage a comprehensive content and merchandising calendar that aligns with key business goals, product launches, and campaigns. You’ll collaborate with cross-functional teams to plan and execute web content initiatives, ensuring timely publication and optimization across all digital channels. Key responsibilities include: Content Management & Strategy: • Serve as a key administrator for the website’s CMS (Adobe Experience Manager), • Create, edit, and publish high-quality content that aligns with brand guidelines and voice, • Conduct regular content audits to remove outdated or redundant materials, • Manage and organize digital assets (images, videos, PDFs, etc.) within AEM Site Merchandising & Personalization: • Support strategic display and promotion of products and services to drive conversions, • Optimize product categorization, search filters, and product content for usability, • Develop and implement targeting and personalization strategies, • Analyze site performance to identify patterns and recommend improvements, • Perform content and site updates directly within the CMS for both websites, • Apply basic HTML and CSS knowledge for front-end edits and formatting, • Implement SEO and AEO best practices to optimize visibility across search and AI platforms, • Support ongoing enhancement of site search functionality and user experience, • Serve as a liaison between business and technical teams to translate requirements, • Maintain strong organization and attention to detail while managing multiple projects This position requires no travel and has no supervisory responsibilities. What You’ll Need: • 3–5 years of experience in content management, digital merchandising, or related fields, • Bachelor’s degree in Marketing, Communications, Business, or related field, • Proficiency with Adobe Experience Manager (AEM) or similar CMS, • Strong editing, proofreading, and verbal communication skills, • Experience with personalization tools (Adobe Target, Optimizely), • Knowledge of HTML, CSS, UX/UI, and SEO best practices, • Strong analytical skills and experience using web analytics tools, • Excellent organizational and project management skills What They Offer: Pay range: $90,000–$115,000, plus participation in the annual bonus program. • A hybrid work environment in their Ewing, NJ office, • Health (medical, RX, dental, vision) coverage—effective immediately, • 401(k) with Safe Harbor and Profit Sharing contributions—effective immediately, • Short- and long-term disability coverage, • Mental health and wellbeing support (6 employer-sponsored therapy/coaching sessions), • Individual wellness platform, • Paid parental leave, • Generous PTO and company-paid holidays, • Access to LinkedIn Learning, • Tuition reimbursement, • Kudos employee recognition platform, • Catered lunches twice a week on in-office days Our client is an Equal Opportunity Employer. All qualified applications will receive consideration for employment without regard to race, color, religion, gender, sexual orientation, gender identity, or national origin.

Job Description Sr Salesforce / AWS Architect withh 10+ yrs of experience to lead technical project design and implementation. Significant expertise in SF & AWS, is a must. Expeirience with Snowflake (Data Warehouse) is ideal. Note: This is a Hybrid position - 3 Days On-Site, 2 Days Remote - No Exceptions Please submit Highly Qualified Candidates Only. THis is a highly visible project. Candidates must have significant experience with Salesforce AND AWS. They must also have significant experience as an architect. We are looking for a highly skilled and experienced Senior Lead Salesforce/AWS Technical Architect with over 10 years of experience to join our team. The ideal candidate will also have experience with Snowflake. The successful candidate will be responsible for leading the architecture design and implementation of complex technology solutions, working closely with cross-functional teams, to ensure alignment with business objectives and compliance with industry and technical standards. The role requires significant experience in managing large-scale technical projects, particularly in utilizing tools such as Salesforce, AWS, or Snowflake(Data Warehouse). If the candidate does not have direct experience with any one tool above, but has experience with the other two, experience with comparable tools will be considered. This role is critical to our ongoing efforts to modernize and optimize our technical infrastructure. Responsibilities: Lead the design, development, and implementation of scalable and reliable technical architectures that meet business requirements. Oversee multiple projects, ensuring timely delivery and adherence to project scope and budget. Provide technical guidance to project teams. Utilize significant experience with at least two of the following tools: Salesforce, AWS, Snowflake, or other comparable technologies, to drive project success. Work closely with stakeholders, including business analysts, developers, and project managers, to gather requirements and translate them into technical specifications. Develop and maintain a technical roadmap that aligns with the organizations goals and objectives. Propose improvements and innovative solutions. Implement strategies for optimizing system performance, scalability, and security. Conduct regular reviews and assessments. Ensure thorough documentation of architecture, design decisions, and system configurations. Maintain adherence to industry standards and best practices. Provide technical leadership and mentorship to junior architects and development teams. Foster a culture of continuous learning and improvement. Oversee the integration of various systems and technologies to ensure seamless operation and data flow. Conduct integration testing and validation. Identify potential risks and develop mitigation strategies to address them proactively. Conduct regular risk assessments. Qualifications: Bachelors or masters degree in computer science, information technology, or a related field. 10 + year of overall technical architect experience 8+ years proven experience as an integration architect with a focus on Salesforce, AWS,Snowflake (or similar cloud data warehouse ),ETL tools, and Business Rules Engines. Strong knowledge of integration patterns, API design, and data integration strategies. Certification in relevant technologies (e.g., Salesforce, Snowflake, AWS) is a plus. Proficiency in programming languages (e.g., Python), database systems, and middleware technologies. Experience with cloud-based integration platforms and services. Excellent problem-solving and analytical skills. Exceptional communication and interpersonal skills. Strong project management and leadership abilities. A deep understanding of data governance, security, and compliance.

Job Description$5,000 Sign on Bonus!When you know Home is the future of HealthcareJefferson Health at Home by BAYADA was founded on the principle that healthcare gets better when people get better care at home – the place where they feel best. We are currently recruiting for a compassionate Home Health Physical Therapist (PT) to reliably serve patients throughout Bucks County, PA. This is a Full-Time, pay per point position. What you'll do: As a Jefferson Health at Home by BAYADA Physical Therapist, you'll use your clinical skills and compassionate heart to treat patients where they want to be the most – in the comfort of their own home. As a Jefferson Health at Home by BAYADA PT you will: • See a client through their care needs – from hospital discharge to living a safe home life with comfort, independence, and dignity., • Perform diagnostic tests and measurements, such as the mobility/range of joints, transfer status, stability, patterns and appearance of ambulation, strength and endurance of muscles, balance testing, and safety assessments., • Develop and implement appropriate individualized care plans, including manual therapeutic exercises, gait training, balance, and other interventions., • Continually assess and revise the Physical Therapy - PT care plan, and participate with nursing in the multidisciplinary care plan, as appropriate. What you should have: • Active and current license to practice as a professional Physical Therapist (PT) in the state of PA, • Previous home healthcare experience welcomed, but not required. We will train you., • Ability to travel to cases as assigned, • A calm and reassuring presence, active listening skills, excellent assessment skills and strong written and verbal communication., • The ability to deliver patient care as you would want those you love to be treated, with compassion, excellence, and reliability. Why you'll love what you do at Jefferson Health at Home by BAYADA: We are committed to providing patients the highest-quality care, enabling them to live at home with comfort, independence, and dignity. At Jefferson Health at Home by BAYADA, we believe our employees are our greatest asset. As a Jefferson Health at Home by BAYADA Physical Therapist, you'll enjoy: • Flexible schedules for work/life balance: full-time, part-time, and per-diem. Scheduling is primarily during the daytime hours., • 1:1 hands on training supplemented with virtual learning., • Ability to perform 1:1 direct client care and advocate for clients' needs, • 24/7 clinical support as part of a larger care team with the highest safety standards., • PTO and benefits offerings based on commitment level, • Continued education and training; tuition reimbursement Additional Information: Base Pay, depending upon qualifications and subject to negotiation: $65.00 - $70.00 per point ($101,400 - $109,200 annually) $5,000 sign on bonus for full-time employees! As an accredited, regulated, certified, and licensed home health care provider, BAYADA complies with all state/local mandates. BAYADA is celebrating 50 years of compassion, excellence, and reliability. Learn more about our 50th anniversary celebration and how you can join in here. BAYADA Home Health Care, Inc., and its associated entities and joint venture partners, are Equal Opportunity Employers. All employment decisions are made on a non-discriminatory basis without regard to sex, race, color, age, disability, pregnancy or maternity, sexual orientation, gender identity, citizenship status, military status, or any other similarly protected status in accordance with federal, state and local laws. Hence, we strongly encourage applications from people with these identities or who are members of other marginalized communities.

Job Description Sr Lead Tech Architect with 10+ yrs of experience to lead technical project design and implementation. Significant expertise in Salesforce, AWS, & Snowflake (Data Warehouse) is ideal. Work closely with cross-functional teams to ensure project success Note: This is a Hybrid position 3 Days On-Site, 2 Days Remote No Exceptions Please submit Highly Qualified Candidates Only. We are looking for a highly skilled and experienced Senior Lead Technical Architect with over 10 years of experience to join our team. The successful candidate will be responsible for leading the architecture design and implementation of complex technology solutions, working closely with cross-functional teams, to ensure alignment with business objectives and compliance with industry and technical standards. The role requires significant experience in managing large-scale technical projects, particularly in utilizing tools such as Salesforce, AWS, or Snowflake(Data Warehouse). If the candidate does not have direct experience with any one tool above, but has experience with the other two, experience with comparable tools will be considered. This role is critical to our ongoing efforts to modernize and optimize our technical infrastructure. Responsibilities: Lead the design, development, and implementation of scalable and reliable technical architectures that meet business requirements. Oversee multiple projects, ensuring timely delivery and adherence to project scope and budget. Provide technical guidance to project teams. Utilize significant experience with at least two of the following tools: Salesforce, AWS, Snowflake, or other comparable technologies, to drive project success. Work closely with stakeholders, including business analysts, developers, and project managers, to gather requirements and translate them into technical specifications. Develop and maintain a technical roadmap that aligns with the organizations goals and objectives. Propose improvements and innovative solutions. Implement strategies for optimizing system performance, scalability, and security. Conduct regular reviews and assessments. Ensure thorough documentation of architecture, design decisions, and system configurations. Maintain adherence to industry standards and best practices. Provide technical leadership and mentorship to junior architects and development teams. Foster a culture of continuous learning and improvement. Oversee the integration of various systems and technologies to ensure seamless operation and data flow. Conduct integration testing and validation. Identify potential risks and develop mitigation strategies to address them proactively. Conduct regular risk assessments. Qualifications: Bachelors or masters degree in computer science, information technology, or a related field. 10 + year of overall technical architect experience 8+ years proven experience as an integration architect with a focus on Salesforce, Snowflake (or similar cloud data warehouse ), AWS, ETL tools, and Business Rules Engines. Strong knowledge of integration patterns, API design, and data integration strategies. Certification in relevant technologies (e.g., Salesforce, Snowflake, AWS) is a plus. Proficiency in programming languages (e.g., Python), database systems, and middleware technologies. Experience with cloud-based integration platforms and services. Excellent problem-solving and analytical skills. Exceptional communication and interpersonal skills. Strong project management and leadership abilities. A deep understanding of data governance, security, and compliance.

Job Description Municipal Engineer: • We are currently looking for the right team member with 6+ plus years of experience in civil engineering for our Municipal Engineering Department. This challenging position is structured to offer the successful candidate ongoing learning and career advancement. Team members work on projects that have a direct impact in local communities and provide a variety of municipal engineering and planning services affecting local infrastructure and land use. We work in urban, suburban and rural locations and collaborate with each client to understand their goal and vision. If you’re looking for rewarding work on a variety of projects, read on to learn how you can bring your expertise to a firm that combines state-of-the-art technology with a history of success. POSITION SUMMARY: • This individual will design and/or manage a variety of infrastructure projects (owned by municipalities and local school districts) and will report directly to the Sr. Associate / Municipal Service Department Head. Such projects shall include roads, underground utilities, public buildings, recreational facilities, and land use applications submitted by private developers. PRIMARY DUTIES: • Responsible for acting as the project manager to one or more municipalities or other public agencies. The project manager will act as the single point of contact between the firm and the project. They will supervise and coordinate all projects performed in the firm on behalf of the client, to the client’s satisfaction., • Develop or implement engineering solutions to assist clients with improving and maintaining their infrastructure., • Design transportation, utility, facility, or hydraulic systems or structures (as appropriate) using computer assisted design or drawing tools., • Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications., • Estimate quantities and cost of materials, equipment, or labor to determine project feasibility., • Analyze survey reports, maps, drawings, blueprints, aerial photography, or other topographical or geologic data., • Conduct studies of traffic patterns or environmental conditions to identify engineering problems and assess potential project impact., • Perform all design activities ensuring compliance with environmental, safety, or other governmental regulations., • Identify environmental risks and develop risk management strategies for projects., • Attend regularly scheduled public meetings (conducted by Municipal clients) in the capacity of Municipal Engineer, or Land Use Board Engineer. Prepare and present public reports on topics such as bid proposals, project status reports and developmental review projects., • Provide technical advice to clients regarding design, construction, or capital program modifications., • Support of the field activities of our construction inspection staff, including providing timely data, shop drawing review, and client coordination. KNOWLEDGE, SKILLS and ABILITIES: • Ability to draft reports including illustrations, appendices, maps and other attachments to summarize research results., • Excellent verbal and written communication skills., • Excellent organizational skills and attention to detail., • Strong analytical and problem-solving skills., • Proficient with Stormwater Modeling Software, Microsoft Office Suite or related software. EDUCATION, EXPERIENCE & LICENSES REQUIREMENTS: • Bachelor’s degree in civil engineering, or related field from an accredited college or university., • Professional License (P.E.) required Valid Driver’s License and reliable transportation to field visits and client meetings as required PHYSICAL DEMANDS AND WORKING ENVIRONMENT: While performing the duties of this job, the employee occasionally works in the field and may be exposed to outside weather conditions. Work requires frequent and prolonged computer use. Occasional lifting up to 25 pounds. This company is an Equal Opportunity Employer. We invite resumes from all qualified, interested parties, regardless of race, gender, national origin, religion, sexual orientation, disability, age, or any other protected classification under national or local law. The annual base salary range for this full-time position in the United States is $92,000 - $151,800. This range represents a good faith estimate and is based on factors such as the role, level, and geographic location. The range shown reflects the minimum and maximum target salaries for this position across all U.S. locations. Within this range, individual compensation will be determined based on job-related factors including skills, experience, education, and training. In addition to base salary, Remington & Vernick Engineers offers a comprehensive and competitive benefits package. Benefits include: • Medical, dental, and vision insurance, • Short-term and long-term disability insurance, • Life insurance, • 401(k) retirement plan, • Paid holidays and paid time off (PTO), • 12 weeks of paid parental leave for birthing parents, • Supplemental bonding leave for non-birthing parents in states that do not offer a paid family leave program, • Wellness program, • Tuition reimbursement, • Support for professional development and credentialing At Remington & Vernick Engineers, our compensation and benefits philosophy reflects our core values - Drive, Integrity, Initiative, Respect, and Service. We celebrate achievement, encourage personal and professional growth, and believe that enjoying your work and building strong relationships with your team and clients are key to long-term success. We foster a high-performance environment that thrives on camaraderie, collaboration, and shared wins. This position is subject to a background check, in accordance with company policy and applicable laws. Employment is also contingent upon verification of eligibility to work in the United States. While this job description is intended to be an accurate reflection of the job requirements, management reserves the right to modify, add, or remove duties from particular jobs and to assign other duties as necessary. #LI-KS1

Job DescriptionOverview: STOP is a professional traffic control company dedicated to keeping traffic safe during road work. As a traffic control coordinator, your main duty is to keep your designated area safe and free of traffic congestion. You will be expected to use your experience and training to work as part of a team to help control traffic and perform lane closures. As the team leader, you must display a professional and courteous attitude to co-workers, supervisors, clients, and the general public at all times. You will work with management to create a safe and efficient team environment. As a Traffic Control Coordinator, your responsibilities will include: Reporting to work at the designated start time, all projects are time sensitive Evaluating traffic patterns to determine the best control needs Working and communicating with crew members so that they understand which traffic control setup needs to be done and that all members understand their individual role to eliminate confusion and ensure job is done safely, properly, and efficiently Implementing traffic control through the use of signs, cones, and other traffic control devices Maintaining a safe environment for pedestrians and vehicles Coordinating traffic flow in construction areas Communicating with clients and ensuring all paper work is completed on-site Assist with the ongoing work at the jobsite when necessary Your Daily responsibilities will include: Properly follow all company policies and ensure team members are also complying Checking that all TMAs are loaded with the proper traffic control devices needed for that job before leaving for the jobsite Ensuring all TMAs and Arrow boards are working properly at the beginning and end of each shift Reporting any vehicle maintenance or repair along with filling out all proper forms Filling out detailed daily timesheets, along with vehicle and radio log books Ensuring team members return all equipment and vehicle pouches at the end of each shift, and that all their paperwork is completed Ensuring team members have all personal protection gear needed before leaving for job site Perform other work related duties as assigned, including shop work which may include general maintenance and inventory To apply, send your resume to the following email with the subject: Traffic Control Coordinator

Job Description Akkodis is seeking an Application Programmer for a Contract job with a client in Pennington, NJ(Hybrid). The ideal candidate must have a strong understanding of financial applications. You will manage batch/business queries, incident management, and use tools like ITSM, JIRA, and ITRS. Rate Range: $70/hour to $73/hour; The rate may be negotiable based on experience, education, geographic location, and other factors. Application Programmer job responsibilities include: * Developing and maintaining software applications. * Writing clean, efficient, and well-documented code. * Troubleshooting and debugging applications. * Collaborating with cross-functional teams to deliver projects. Desired Qualifications: * Bachelor’s degree in computer science or related field. * 5+ years of programming experience Production Support experience. * Strong knowledge of software development methodologies and design patterns. * Proficiency in languages such as Java, C++, or Python. * Experience with database management and SQL. * Familiarity with version control tools (e.g., Git). * Strong problem-solving and debugging skills. * Excellent communication and collaboration abilities. If you are interested in this role, then please click APPLY NOW. For other opportunities available at Akkodis, or any questions, feel free to contact me at . Pay Details: $70.00 to $73.00 per hour Benefit offerings available for our associates include medical, dental, vision, life insurance, short-term disability, additional voluntary benefits, EAP program, commuter benefits and a 401K plan. Our benefit offerings provide employees the flexibility to choose the type of coverage that meets their individual needs. In addition, our associates may be eligible for paid leave including Paid Sick Leave or any other paid leave required by Federal, State, or local law, as well as Holiday pay where applicable. Equal Opportunity Employer/Veterans/Disabled Military connected talent encouraged to apply To read our Candidate Privacy Information Statement, which explains how we will use your information, please navigate to The Company will consider qualified applicants with arrest and conviction records in accordance with federal, state, and local laws and/or security clearance requirements, including, as applicable: • The California Fair Chance Act, • Los Angeles City Fair Chance Ordinance, • Los Angeles County Fair Chance Ordinance for Employers, • San Francisco Fair Chance Ordinance Massachusetts Candidates Only: It is unlawful in Massachusetts to require or administer a lie detector test as a condition of employment or continued employment. An employer who violates this law shall be subject to criminal penalties and civil liability. Company DescriptionGlobal Footprint, Local Impact: As part of the world's second-largest ER&D company, you'll join a network of 50,000 professionals across 30 countries, each contributing to impactful projects worldwide while benefiting from a close-knit community at a local level. Diverse Career Paths: With services ranging from specialist recruitment to cloud infrastructure and sustainability, Akkodis offers a multitude of career paths. Whether you're a software developer, data analyst, or sustainability expert, there's a place for your skill set. Commitment to Innovation: Innovation is our cornerstone. With continuous investments in analytics and market intelligence, we not only predict the future of technology – we create it. Your ideas and innovations will have the space to flourish. Continuous Learning and Development: The Akkodis Academy offers unrivaled opportunities for learning and professional growth, ensuring you remain at the forefront of your field. Our culture values continuous improvement, both for our company and for your career. Inclusive and Collaborative Culture: We believe in the power of diverse perspectives and collaborative work environments. At Akkodis, you'll find a community where inclusivity drives innovation and where every voice is heard. Our Evolution and Your Role in It Akkodis emerged from the strategic merger of AKKA Technologies and Modis in 2023, under the Adecco Group. This fusion created a powerhouse in digital engineering and technology, blending European engineering finesse with global technological capabilities. As we write our next chapter, your skills and vision will be instrumental in driving our continued success. Empowering the Future We're not just creating solutions; we're empowering industries to be more efficient, sustainable, and forward-thinking. Our work in industrial automation, product development, and custom software solutions is setting new standards in technology and engineering. Join the Akkodis Community At Akkodis, you're more than just an employee – you're a vital part of a community shaping the future. We're excited to see where your expertise can take us. Discover where you fit in our diverse range of opportunities and start engineering a smarter future with us today.Global Footprint, Local Impact: As part of the world's second-largest ER&D company, you'll join a network of 50,000 professionals across 30 countries, each contributing to impactful projects worldwide while benefiting from a close-knit community at a local level.\r\n\r\nDiverse Career Paths: With services ranging from specialist recruitment to cloud infrastructure and sustainability, Akkodis offers a multitude of career paths. Whether you're a software developer, data analyst, or sustainability expert, there's a place for your skill set.\r\n\r\nCommitment to Innovation: Innovation is our cornerstone. With continuous investments in analytics and market intelligence, we not only predict the future of technology – we create it. Your ideas and innovations will have the space to flourish.\r\n\r\nContinuous Learning and Development: The Akkodis Academy offers unrivaled opportunities for learning and professional growth, ensuring you remain at the forefront of your field. Our culture values continuous improvement, both for our company and for your career.\r\n\r\nInclusive and Collaborative Culture: We believe in the power of diverse perspectives and collaborative work environments. At Akkodis, you'll find a community where inclusivity drives innovation and where every voice is heard.\r\n\r\nOur Evolution and Your Role in It\r\n\r\nAkkodis emerged from the strategic merger of AKKA Technologies and Modis in 2023, under the Adecco Group. This fusion created a powerhouse in digital engineering and technology, blending European engineering finesse with global technological capabilities. As we write our next chapter, your skills and vision will be instrumental in driving our continued success.\r\n\r\nEmpowering the Future\r\n\r\nWe're not just creating solutions; we're empowering industries to be more efficient, sustainable, and forward-thinking. Our work in industrial automation, product development, and custom software solutions is setting new standards in technology and engineering.\r\n\r\nJoin the Akkodis Community\r\n\r\nAt Akkodis, you're more than just an employee – you're a vital part of a community shaping the future. We're excited to see where your expertise can take us. Discover where you fit in our diverse range of opportunities and start engineering a smarter future with us today.

Job Description Working under the CIO, this position will serve as the Solutions Architect for the UI Claims project. Must have Minimum 8 years Extensive experience with AWS cloud services (ECS, RDS, ALB, Route 53, CloudWatch, side-car patterns). Description: The resource will architect and deploy cloud-native solutions using AWS. Develop responsive, intuitive front-end applications using ReactJS using Type-Script. Build robust back-end services with Python and SQL Alchemy. Implement workflow orchestration using Temporal. Design and optimize database schemas and queries. Create and maintain CI/CD pipelines for automated testing and deployment. Collaborate with cross-functional teams to define system requirements and solutions. Knowledge and Years of Experience: Extensive and current experience as an Application Developer in an AWS environment. This is not just an architect position; we are seeking hands-on development expertise in order to collaborate with vendors and mentor NJ DOL-minimum 8 years Required Skills: Proficiency in ReactJS front-end development-minimum 8 years Strong Python programming skills-minimum 8 years Experience with Flask web application framework-minimum 8 years Experience with SQL Alchemy ORM-minimum 8 years Experience with PostgreSQL and NoSQL databases-minimum 8 years Familiarity with Temporal workflow orchestration-minimum 8 years Knowledge of containerization and microservices architecture-minimum 8 years Understanding of security best practices in cloud environments-minimum 8 years Experience with AWS Cloud services (ECS, RDS, ALB, Route 52, CloudWatch, Side-car patterns-minimum 8 years Desired Skills: Experienced full-stack developer w/comprehensive AWS Cloud expertise to design, implement, and maintain scalable, high-performance applications using native AWS services and modern development frameworks - minimum 8 years Duties/Responsibilities-minimum 8 years: Design applications to functional and technical programming standards. Work to gather and interpret user requirements into design specifications. Develop system specifications and interfaces. Review and understand the Application Teams work plan. Provide status of work to OIMSS senior management team. Detail functional and process knowledge. Determine time estimates and schedule for work. Coordinate and work with OIMSS software developers Ensure that solutions meet business requirements. Identify and track issues, risks and action items. Contribute to creating feature specifications and technical design blueprints. Build feature-focused testing. Contribute to user acceptance testing procedures and monitoring results. Contribute to performance and load testing procedures and issue remediation. Contribute to the creation of documentation and playbooks for the AWS-hosted Applications that OIM supports. Mentor OIMSS staff to gain familiarity and comfort supporting AWS cloud native applications. Lead knowledge transfer sessions to OIMSS staff.

Job Description$5,000 Sign on Bonus!When you know Home is the future of HealthcareJefferson Health at Home by BAYADA was founded on the principle that healthcare gets better when people get better care at home – the place where they feel best. We are currently recruiting for a compassionate Home Health Physical Therapist (PT) to reliably serve patients throughout Bucks County, PA. This is a Full-Time, pay per point position. What you’ll do: As a Jefferson Health at Home by BAYADA Physical Therapist, you’ll use your clinical skills and compassionate heart to treat patients where they want to be the most – in the comfort of their own home. As a Jefferson Health at Home by BAYADA PT you will: • See a client through their care needs – from hospital discharge to living a safe home life with comfort, independence, and dignity., • Perform diagnostic tests and measurements, such as the mobility/range of joints, transfer status, stability, patterns and appearance of ambulation, strength and endurance of muscles, balance testing, and safety assessments., • Develop and implement appropriate individualized care plans, including manual therapeutic exercises, gait training, balance, and other interventions., • Continually assess and revise the Physical Therapy - PT care plan, and participate with nursing in the multidisciplinary care plan, as appropriate. What you should have: • Active and current license to practice as a professional Physical Therapist (PT) in the state of PA, • Previous home healthcare experience welcomed, but not required. We will train you., • Ability to travel to cases as assigned, • A calm and reassuring presence, active listening skills, excellent assessment skills and strong written and verbal communication., • The ability to deliver patient care as you would want those you love to be treated, with compassion, excellence, and reliability. Why you’ll love what you do at Jefferson Health at Home by BAYADA: We are committed to providing patients the highest-quality care, enabling them to live at home with comfort, independence, and dignity. At Jefferson Health at Home by BAYADA, we believe our employees are our greatest asset. As a Jefferson Health at Home by BAYADA Physical Therapist, you’ll enjoy: • Flexible schedules for work/life balance: full-time, part-time, and per-diem. Scheduling is primarily during the daytime hours., • 1:1 hands on training supplemented with virtual learning., • Ability to perform 1:1 direct client care and advocate for clients’ needs, • 24/7 clinical support as part of a larger care team with the highest safety standards., • PTO and benefits offerings based on commitment level, • Continued education and training; tuition reimbursement Additional Information: Base Pay, depending upon qualifications and subject to negotiation: $65.00 - $70.00 per point ($101,400 - $109,200 annually) $5,000 sign on bonus for full-time employees! As an accredited, regulated, certified, and licensed home health care provider, BAYADA complies with all state/local mandates. BAYADA is celebrating 50 years of compassion, excellence, and reliability. Learn more about our 50th anniversary celebration and how you can join in here. BAYADA Home Health Care, Inc., and its associated entities and joint venture partners, are Equal Opportunity Employers. All employment decisions are made on a non-discriminatory basis without regard to sex, race, color, age, disability, pregnancy or maternity, sexual orientation, gender identity, citizenship status, military status, or any other similarly protected status in accordance with federal, state and local laws. Hence, we strongly encourage applications from people with these identities or who are members of other marginalized communities.

Genesis10 is currently seeking a Java Fullstack Developer with our client in the financial industry located in Pennington, NJ. This is a 12+ month contract position. Responsibilities: Design, develop, and maintain robust back-end services and APIs using Java and the Spring Boot framework Build and enhance front-end applications and user interfaces using Angular (14+), TypeScript, HTML5, and CSS3 Collaborate with product managers and designers to translate business requirements into technical specifications and user stories Integrate front-end components with back-end services using RESTful APIs or other modern integration patterns Write clean, well-documented, and efficient code while adhering to established coding standards and best practices Participate in all phases of the software development lifecycle, including planning, coding, testing, and deployment Conduct thorough unit testing, integration testing, and performance testing to ensure the quality and reliability of the application Utilize and maintain version control systems like Git for code management Troubleshoot and debug issues across the full stack, from the database to the user interface End-to-end development of enterprise-level applications, from designing and implementing back-end services to building intuitive and responsive front-end user interfaces Requirements: Proven professional experience as a Fullstack Developer with strong proficiency in Angular Deep understanding of the entire software development lifecycle, with a focus on delivering high-quality, scalable, and secure solutions Extensive experience with Java and back-end frameworks, with a strong preference for Spring Boot Proficiency in modern front-end development using Angular 14+ Solid understanding of relational and/or NoSQL databases (e.g., Oracle, SQL Server, MySQL, PostgreSQL, MongoDB) Experience with building and consuming RESTful APIs and microservices Strong knowledge of object-oriented design, data structures, and algorithms Experience with CI/CD pipelines (e.g., Jenkins, GitLab CI) Excellent problem-solving skills and the ability to work independently or as part of a team Pay Range: $55.06 - $63.06 Only candidates available and ready to work directly as Genesis10 employees will be considered for this position. If you have the described qualifications and are interested in this exciting opportunity, please apply! About Genesis10: Ranked a Top Staffing Firm in the U.S. by Staffing Industry Analysts for six consecutive years, Genesis10 puts thousands of consultants and employees to work across the United States every year in contract, contract-for-hire, and permanent placement roles. With more than 300 active clients, Genesis10 provides access to many of the Fortune 100 firms and a variety of mid-market organizations across the full spectrum of industry verticals. For contract roles, Genesis10 offers the benefits listed below. If this is a perm-placement opportunity, our recruiter can talk you through the unique benefits offered for that particular client. Benefits of Working with Genesis10: • Access to hundreds of clients, most who have been working with Genesis10 for 5-20+ years. • The opportunity to have a career-home in Genesis10; many of our consultants have been working exclusively with Genesis10 for years. • Access to an experienced, caring recruiting team (more than 7 years of experience, on average.) • Behavioral Health Platform • Medical, Dental, Vision • Health Savings Account • Voluntary Hospital Indemnity (Critical Illness & Accident) • Voluntary Term Life Insurance • 401K • Sick Pay (for applicable states/municipalities) • Commuter Benefits (Dallas, NYC, SF and Illinois) For multiple years running, Genesis10 has been recognized as a Top Staffing Firm in the U.S., as a Best Company for Work-Life Balance, as a Best Company for Career Growth, for Diversity, and for Leadership, amongst others. To learn more and to view all our available career opportunities, please visit us at our website. Genesis10 is an Equal Opportunity Employer. Candidates will receive consideration without regard to their race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or status as a protected veteran.

Job Description RN (Registered Nurse) M-F 5a-1p and rotating Saturdays Outpatient Addiction Treatment office We offer competitive salary, full benefits package, Paid Time Off, and opportunities for professional growth. Pinnacle Treatment Centers is a growing leader in addiction treatment services. We provide care across the nation touching the lives of more than 30,000 patients daily. Our mission is to remove all barriers to recovery and transform individuals, families, and communities with treatment that works. Our employees believe we are creating a better world where lives and communities are made whole again through comprehensive treatment. As an RN, you will monitor and coordinate all nursing and medical care of patients in the absence of the Director of Nursing. This role is responsible for providing medical services directly to patients and maintaining the appropriate records and medical files per state and federal regulations. Pay Range: • 18 days PTO (Paid Time Off), • 401k with company match, • Company sponsored ongoing training and certification opportunities., • Full comprehensive benefits package including medical, dental, vision, short term disability, long term disability and accident insurance., • Substance Use Disorder Treatment and Recovery Loan Repayment Program (STAR LRP), • Registered Nurse in the state of employment, • Prior experience with chemical addiction and/or mental health disease including psychopharmacology., • CPR (Cardiopulmonary resuscitation) certification, • Minimum of one (1) year experience working in substance abuse and/or mental health field., • Screen and assess each patient for co-existing medical problems to assess risk factors affecting appropriate placement for treatment., • Administer medications/treatments as ordered in accordance with state and federal regulations., • Ensure that adequate recording of the medication administration transaction has occurred., • Ensure that the treatment plan of the physician and/or medical director is being followed., • Facilitate and educate patients in a group process to include chemical dependency issues, infectious disease, medical and mental health issues., • Administer, interpret, and keep accurate documentation of Mantoux test for teammates., • Assess patient response to treatments and medications, interactions, and effectiveness., • Document and summarize individual nursing care for each patient and communicate changes, progress, and/or immediate medical care needs to the provider for follow-up consultation., • Orders medical supplies, maintains a proper inventory and record of use as per Regulations, • Maintains all medical records including individual charts, daily medication charts, dosage records, progress notes, doctor’s orders, etc., as required., • Makes appointments for patients to see physician; obtains lab workups and checks with patients to see that appointments are kept., • Counsel’s patients regarding personal hygiene, abnormal lab results, HIV/AIDS testing, and all medical matters including changes in treatment., • Discusses with physician and team important changes in treatment or noted patterns of behavior affecting treatment., • Provides referral for specialized care at local health centers (e.g., Planned Parenthood, prenatal clinic, HIV/AIDS testing sites, etc.) and follows-up on patients’ attendance and treatment., • Assists in organizing transfers of patients to and from different levels of care., • Assist in training teammates in medical conditions, responses, and patient care., • Maintain continuing education credits as required by the Board of Nursing, • Attend team meetings and complete all training courses timely as required., • May assists doctor during physical examinations., • Keeps medication room clean and orderly; maintains medical equipment., • Attend team meetings and complete all training courses timely as required. INDAH123

Job Description RN (Registered Nurse) Mondays, Wednesdays, Thursdays, and Fridays only 5:00a-1:30p Pinnacle Treatment Centers is a growing leader in addiction treatment services. We provide care across the nation touching the lives of more than 30,000 patients daily. Our mission is to remove all barriers to recovery and transform individuals, families, and communities with treatment that works. Our employees believe we are creating a better world where lives and communities are made whole again through comprehensive treatment. As an RN, you will monitor and coordinate all nursing and medical care of patients in the absence of the Director of Nursing. This role is responsible for providing medical services directly to patients and maintaining the appropriate records and medical files per state and federal regulations. Benefits for full-time: • Shift differential for nights and weekends, • 18 days PTO (Paid Time Off), • 401k with company match, • Company sponsored ongoing training and certification opportunities., • Full comprehensive benefits package including medical, dental, vision, short term disability, long term disability and accident insurance., • Substance Use Disorder Treatment and Recovery Loan Repayment Program (STAR LRP), • Registered Nurse in the state of employment, • Prior experience with chemical addiction and/or mental health disease including psychopharmacology., • CPR (Cardiopulmonary resuscitation) certification, • Minimum of one (1) year experience working in substance abuse and/or mental health field., • Screen and assess each patient for co-existing medical problems to assess risk factors affecting appropriate placement for treatment., • Administer medications/treatments as ordered in accordance with state and federal regulations., • Ensure that adequate recording of the medication administration transaction has occurred., • Ensure that the treatment plan of the physician and/or medical director is being followed., • Facilitate and educate patients in a group process to include chemical dependency issues, infectious disease, medical and mental health issues., • Administer, interpret, and keep accurate documentation of Mantoux test for teammates., • Assess patient response to treatments and medications, interactions, and effectiveness., • Document and summarize individual nursing care for each patient and communicate changes, progress, and/or immediate medical care needs to the provider for follow-up consultation., • Orders medical supplies, maintains a proper inventory and record of use as per Regulations, • Maintains all medical records including individual charts, daily medication charts, dosage records, progress notes, doctor’s orders, etc., as required., • Makes appointments for patients to see physician; obtains lab workups and checks with patients to see that appointments are kept., • Counsel’s patients regarding personal hygiene, abnormal lab results, HIV/AIDS testing, and all medical matters including changes in treatment., • Discusses with physician and team important changes in treatment or noted patterns of behavior affecting treatment., • Provides referral for specialized care at local health centers (e.g., Planned Parenthood, prenatal clinic, HIV/AIDS testing sites, etc.) and follows-up on patients’ attendance and treatment., • Assists in organizing transfers of patients to and from different levels of care., • Assist in training teammates in medical conditions, responses, and patient care., • Maintain continuing education credits as required by the Board of Nursing, • Attend team meetings and complete all training courses timely as required., • May assists doctor during physical examinations., • Keeps medication room clean and orderly; maintains medical equipment., • Attend team meetings and complete all training courses timely as required.

We’re searching for an IT Service Desk Manager who isn’t just keeping the lights on but shaping how support feels, functions, and evolves. This leader brings fresh ideas, a people-first mindset, and the technical backbone to run a high-performing support operation. If you thrive in fast-moving environments and love turning chaos into clarity, this role calls your name. Location: Onsite Type: Direct Hire Start Date: January Key Responsibilities • Lead and mentor the service desk team, driving excellence in customer service and technical troubleshooting., • Manage daily ticket flow, ensuring timely resolution, accurate triage, and proper escalation paths., • Introduce and refine innovative support practices that improve speed, quality, and user satisfaction., • Partner with IT leadership to develop and implement service strategies, SOPs, and performance metrics., • Oversee onboarding/offboarding processes, device provisioning, and common enterprise support needs., • Build strong relationships with internal customers, turning feedback into actionable improvements., • Track KPIs, analyze trends, and deliver insights that shape staffing, training, and process decisions., • Ensure compliance with security standards, IT policies, and change management guidelines., • Collaborate cross-functionally with infrastructure, network, and application teams to resolve complex issues., • Champion a culture of learning, ownership, and proactive problem-solving. Required Experience & Skills • 5+ years of IT service desk or end-user support leadership experience., • Strong understanding of Windows/Mac environments, O365, ticketing systems, and common enterprise applications., • Proven ability to modernize or scale support operations., • Experience with ITSM frameworks and best practices (ITIL a plus)., • Excellent communication skills, with calm-in-the-storm leadership., • Ability to manage multiple priorities and inspire teams in a dynamic environment., • Strong analytical skills, with comfort reading dashboards, spotting patterns, and driving decisions.

Summary: The Software Engineer, III is a fullstack engineer with strong Node.js and functional programming (Scala & Ruby) skills. Our applications leverage Node.js, Bootstrap, JQuery, Mondo DB, Elastic Search, Redis, React.js and delightful interactive experience to the web. Our applications run in the AWS cloud environment. We use Agile Methodologies to enable our engineering team to work closely with partners and with our design & product teams. This role is full time and preferably located long-term in New York City or southern New Jersey areas. Essential Job Duties and Responsibilities include: • Design, develop, and maintain modern web applications and UIs using .NET technologies such as C#, ASP.NET MVC, ASP.NET Core, Razor Pages, and Blazor., • Create clean, maintainable, and well-documented code following industry best practices and coding standards., • Develop and consume RESTful APIs and web services., • Build responsive and accessible user interfaces using HTML, CSS, JavaScript, and UI libraries/frameworks such as React, Angular, Vue.js, or Bootstrap., • Work with relational and NoSQL databases (e.g., SQL Server, MongoDB) and object-relational mappers (ORMs) such as Entity Framework Core., • Conduct unit and integration testing to validate functionality and ensure high-quality deliverables., • Participate in peer code reviews and provide constructive feedback to ensure continuous improvement and knowledge sharing., • Identify, troubleshoot, and resolve complex technical issues in development and production environments., • Collaborate with cross-functional teams throughout the software development lifecycle., • Stay current with emerging .NET technologies and trends., • May mentor and support junior developers in their technical growth and day-to-day work., • Maintain regular and punctual attendance. Preferred Qualifications: • Experience with CI/CD pipelines and DevOps practices., • Familiarity with cloud platforms (e.g., Azure, AWS) and deploying .NET applications in cloud environments., • Knowledge of Blazor for interactive web UIs using C# instead of JavaScript Education and/or Experience: • 7+ years of professional software development experience with a strong focus on web and UI development in the .NET ecosystem., • Advanced proficiency in C#, ASP.NET, ASP.NET Core, and MVC frameworks; experience with VBScript is a plus., • Deep understanding of object-oriented programming (OOP) and design patterns., • Strong front-end development skills, including HTML, CSS, JavaScript, and at least one modern UI framework (React, Angular, Vue.js, etc.)., • Proven experience developing and integrating RESTful APIs., • Hands-on experience with SQL Server and/or NoSQL databases; proficient in using Entity Framework Core or similar ORMs., • Familiarity with version control systems such as Git., • Solid grasp of Agile/Scrum development methodologies., • Excellent problem-solving abilities and strong attention to detail., • Effective communication and interpersonal skills with the ability to work independently and within a team.

Job Description: AI Task Evaluation & Statistical Analysis Specialist ## Role Overview We're seeking a data-driven analyst to conduct comprehensive failure analysis on AI agent performance across finance-sector tasks. You'll identify patterns, root causes, and systemic issues in our evaluation framework by analyzing task performance across multiple dimensions (task types, file types, criteria, etc.). ## Key Responsibilities - Statistical Failure Analysis: Identify patterns in AI agent failures across task components (prompts, rubrics, templates, file types, tags) - Root Cause Analysis: Determine whether failures stem from task design, rubric clarity, file complexity, or agent limitations - Dimension Analysis: Analyze performance variations across finance sub-domains, file types, and task categories - Reporting & Visualization: Create dashboards and reports highlighting failure clusters, edge cases, and improvement opportunities - Quality Framework: Recommend improvements to task design, rubric structure, and evaluation criteria based on statistical findings - Stakeholder Communication: Present insights to data labeling experts and technical teams ## Required Qualifications - Statistical Expertise: Strong foundation in statistical analysis, hypothesis testing, and pattern recognition - Programming: Proficiency in Python (pandas, scipy, matplotlib/seaborn) or R for data analysis - Data Analysis: Experience with exploratory data analysis and creating actionable insights from complex datasets - AI/ML Familiarity: Understanding of LLM evaluation methods and quality metrics - Tools: Comfortable working with Excel, data visualization tools (Tableau/Looker), and SQL ## Preferred Qualifications - Experience with AI/ML model evaluation or quality assurance - Background in finance or willingness to learn finance domain concepts - Experience with multi-dimensional failure analysis - Familiarity with benchmark datasets and evaluation frameworks - 2-4 years of relevant experience