MicrosoftNewPrincipal Machine Learning Engineer MicrosoftPrincipal Machine Learning EngineerNew York, NY$139,900–$274,800 / yearThere is a different range applicable to specific work locations, within the San Francisco Bay area and New York City metropolitan area, and the base pay range for this role in those locations is USD $188,000 - $304,200 per year. We’re looking for a hands-on ML engineer to prototype and productionize complex classification flows on real production logs, operate prompted classifiers at scale (ad hoc and scheduled), and build secure, compliant data-labeling pipelines.
MicrosoftNewMember of Technical Staff - Software Engineer & Machine Learning MicrosoftMember of Technical Staff - Software Engineer & Machine LearningNew York, NY$119,800–$234,700 / yearMasters Degree in Computer Science or related technical field AND 6+ years technical engineering experience with coding in languages including, but not limited to, C, C++, C#, Java, JavaScript, or PythonOR Bachelors Degree in Computer Science or related technical field AND 8+ years technical engineering experience with coding in languages including, but not limited to, C, C++, C#, Java, JavaScript, or Python. You’ll design and implement AI-driven trend detection, cohort analysis, and drill-down workflows that connect metrics to real user conversations, developing AI based insights on large scale multi modal Copilot data part of the Microsoft AI (MAI) organization.
Princeton UniversityNewAssociate Director, Data Science Princeton UniversityAssociate Director, Data SciencePrinceton, NJDescribe findings or the way techniques work to audiences, both technical and non-technical, effectively using presentation tools such as data visualization, PowerPoint and documentation to drive strategic decision making and understanding of business analytics at all levels of the organization. Data Strategy and Innovation plays a critical strategic role within Advancement, providing the analytical framework, data architecture, application development, and tools for data-driven decision making at all levels of the organization.
Talent Software ServicesData Scientist - I (Assistant) Talent Software ServicesData Scientist - I (Assistant)Rahway, NJ$50–$55.41 / hourFull timeJoin a cutting-edge and innovative Quantitative Biosciences department focused on advancing drug discovery through computational science, high-throughput experimentation, and multidisciplinary collaboration. This role is ideal for candidates who are intellectually curious and interested in the intersection of machine learning, computational science, and drug discovery, with opportunities for growth in a highly collaborative research environment.
Vaco LLCNewData Scientist - Sr. Associate Vaco LLCData Scientist - Sr. AssociateNew York, NY$130,000–$175,000Determining compensation for this role (and others) at Vaco by Highspring depends upon a wide array of factors including but not limited to: the individual’s skill sets, experience and training; licensure and certification requirements; office location and other geographic considerations; other business and organizational needs. Determining compensation for this role (and others) at Vaco/Highspring depends upon a wide array of factors including but not limited to the individual’s skill sets, experience and training, licensure and certifications, office location and other geographic considerations, as well as other business and organizational needs.
BarclaysNewData Scientist, AVP BarclaysData Scientist, AVPNew York, NYThis role combines deep technical experience with strategic thinking and leadership responsibilities, including mentoring junior team members and partnering with business stakeholders to translate data insights into actionable strategies. Barclays is seeking a highly skilled and experienced Data Scientist, AVP, to support advanced analytics, develop predictive models, and drive data-driven decision-making across the organization.
System OneNewCNC Machine Operator System OneCNC Machine OperatorButler, NJ$17.75–$22 / hourSystem One, and its subsidiaries including Joulé, ALTA IT Services, and Mountain Ltd., are leaders in delivering outsourced services and workforce solutions across North America. Description: Operate computer numerical control (CNC) machines to produce precision parts according to specifications.
United Nations Federal Credit UnionElectronic Funds Transfer Specialist United Nations Federal Credit UnionElectronic Funds Transfer SpecialistNew York, NY$55,130 / yearYou will process Automatic Clearing House (ACH) debits and credit origination instructions, post received ACH debits and credits, and associated exceptions in accordance with NACHA guidelines. Regardless of seniority or role, uphold UNFCU’s mission, core values, and guiding principles by providing an exceptional service experience to colleagues and members alike through consistent demonstration of our service excellence behaviors.
JobotNewML Solution Architect JobotML Solution ArchitectNew York, NY$150,000–$250,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. Responsibilities: Design, develop, and implement end-to-end cloud-based machine learning production pipelines (data exploration, sampling, training data generation, feature engineering, model building, and performance evaluation).
Mitchell MartinNewAI/ML Lead Mitchell MartinAI/ML LeadNew York, NYRemote$126,000–$180,000 / yearBy applying for this job, you agree to receive AI-generated calls, text messages, and/or emails from Mitchell Martin Inc and its affiliates and contracted partners at various frequency through traditional and automated methods. 5 years of experience in data engineering, machine learning engineering, or similar roles with production experience.
Mitchell MartinNewML Engineer Mitchell MartinML EngineerLong Island City, NY$126,000–$180,000 / yearBy applying for this job, you agree to receive AI-generated calls, text messages, and/or emails from Mitchell Martin Inc and its affiliates and contracted partners at various frequency through traditional and automated methods. You will work with advanced data technologies to deliver actionable insights and integrate models into products.
Institute of International EducationNewDirector, Analytics and Data Science (Hybrid) Institute of International EducationDirector, Analytics and Data Science (Hybrid)New York, NY$113,639–$137,388 / yearThis role will provide hands-on expertise in delivering complex business intelligence (BI) to internal and external stakeholders of the Institute of International Education (IIE) and will serve as the Data Analytics and Data Science subject matter expert (SME) for IIE’s Enterprise Systems design and maintenance teams as well as the SME other IIE internal and external stakeholders. A candidate’s starting salary is determined by various factors including, but not limited to, relevant work experience, job-related knowledge, skills, abilities, internal organizational equity, and geographic region.
Mitchell MartinNewData Engineers Mitchell MartinData EngineersNEW YORK, NY$160,805–$166,000 / yearData Engineers (New York, NY) – Design and develop data management software applications using Python, AWS (EC2, S3, Quick sight); Analyze and validate data mappings, dashboards and reports using Tableau, GIT, Pyspark, Shell Script, Data Mining, XML/JSON; Develop, maintain and optimize ETL & ELT pipelines; Review and analyze transformations of data before and after loading of raw data to ensure software quality; Create new API integrations to support data volume increase and complexity using Jira/Confluence; Perform database design and data flow analysis using SQL; Perform data indexing, SQL Tuning/Performance, Backup/Recovery, and DR; Develop custom Data Pipelines to extract data, map data, transform data, and load data in RDBMS, Oracle, S3, and shared drives. Must have a Master's Degree in Computer Science, Data Science, Business Analytics, or Data Analytics plus skills and knowledge in Python, AWS, SQL, Tableau, Data Mining.
Mitchell MartinNewAI Engineer Mitchell MartinAI EngineerNew York, NY$35.77–$51.10 / hourThis contract position involves designing and optimizing AI applications, collaborating with cross-functional teams, and integrating models into production systems. General Programming Languages | Machine Learning Frameworks | Cloud Platforms | Containerization Technologies.
Mitchell MartinNewGeneral AI Lead Mitchell MartinGeneral AI LeadNew York, NY$126,000–$180,000 / yearYou will be responsible for leading the development and implementation of advanced AI data platforms, focusing on market data integration and workflow management. Cloud Platforms | AI Technologies | Data Governance Tools | Machine Learning Frameworks | Data Integration Solutions.
Mitchell MartinNewSenior AI/ML Data Engineer - Vice President Mitchell MartinSenior AI/ML Data Engineer - Vice PresidentJersey City, NJ$138,000–$199,000 / yearAs a full-time position, it involves designing and implementing AI-driven cloud data solutions, leveraging advanced analytics and machine learning technologies to enhance cybersecurity operations. • Cloud Data Solutions | Machine Learning | Advanced Analytics | Data Management Tools | SQL | High-Level Programming Languages | Information Security Frameworks.
AxelonNewPython Software Engineer AxelonPython Software EngineerJersey City, NJ$81–$85 / hourDevelop, manage, and deploy analytical solutions using Machine Learning (ML), Deep Learning (DL), and Large Language Models (LLMs) to production systems using the technology SDLC process. Present status, issues, and analytical findings to various audience groups like business, technology management, risk review, model governance, etc.
AxelonNewSoftware Python Engineer AxelonSoftware Python EngineerJersey City, NJ$87–$92 / hourLead, develop, manage, and deploy analytical solutions using Machine Learning (ML), Deep Learning (DL), and Large Language Models (LLMs) to production systems using technology SDLC process. Present status, issues, and analytical findings to various audience groups like business, technology management, risk review, model governance, etc.
JobotNewSenior Software Engineer JobotSenior Software EngineerNew York, NY$170,000–$200,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. 2. Data Engineering Support: Work collaboratively to support the business by creating seamless integrations between the Fountain Life Platform and diverse data vendors, ensuring data consistency, reliability, and security.
Mitchell MartinNewPython Developer with AI Mitchell MartinPython Developer with AINew York, NY$70–$85 / hourBy applying for this job, you agree to receive AI-generated calls, text messages, and/or emails from Mitchell Martin Inc and its affiliates and contracted partners at various frequency through traditional and automated methods. • Object-Oriented Programming | AI/ML Frameworks | Cloud/On-Premise Environments | Microservices | API Design | CI/CD | MLOps.
Mitchell MartinNewSoftware Engineers Mitchell MartinSoftware EngineersNEW YORK, NY$160,805–$166,000 / yearSoftware Engineers (New York, NY) – Design and develop software solutions for financial applications using SQL, AWS, Data Visualization ; Develop Python-based Web Services using REST, JSON, Django and PostgreSQL; Develop data management software applications using object-oriented programming concepts and Python; Design and develop automation batch jobs and integrated solutions using Machine Learning, JIRA ; Perform unit testing using Python's unit test package. Must have a Master's Degree in Computer Science, Computer Engineering, Information Technology, Management Science, Engineering, or Electronics Engineering plus 2 years experience in job offered or as IT Analyst.
MotiveNewDirector of Product Management, AI - Remote MotiveDirector of Product Management, AI - RemoteNew York, NYRemote$187,000–$260,000 / yearYou will work alongside a star team from engineering, data science, computer vision, research & design, marketing, operations, legal, sales & customer success in a fast-paced, rapidly growing, technology environment to build intelligent experiences to shift behavior and drive ROI-positive impact for customers. Motive serves more than 120,000 customers – from Fortune 500 enterprises to small businesses – across a wide range of industries, including transportation and logistics, construction, energy, field service, manufacturing, agriculture, food and beverage, retail, and the public sector.
MicrosoftNewPrincipal Applied Scientist MicrosoftPrincipal Applied ScientistNew York, NY$139,900–$274,800 / yearBachelors Degree in Statistics, Econometrics, Computer Science, Electrical or Computer Engineering, or related field AND 6+ years related experience (e.g., statistics, predictive analytics, research)OR Masters Degree in Statistics, Econometrics, Computer Science, Electrical or Computer Engineering, or related field AND 4+ years related experience (e.g., statistics, predictive analytics, research). Bachelors Degree in Statistics, Econometrics, Computer Science, Electrical or Computer Engineering, or related field AND 8+ years related experience (e.g., statistics, predictive analytics, research)OR Masters Degree in Statistics, Econometrics, Computer Science, Electrical or Computer Engineering, or related field AND 6+ years related experience (e.g., statistics, predictive analytics, research).
Media.MonksNewTechnical Director, Generative AI Media.MonksTechnical Director, Generative AINew York, NY$115,000–$130,000 / yearThis role is focused on AI pipelines for image and video generation at scale, workflow automation and content production systems, model usage, fine-tuning, and dataset considerations, connecting multiple tools, APIs, and systems into production-ready pipelines. By deploying bespoke intelligent agents across disciplines and delivering culturally relevant, high-impact creative and digital solutions, Monks solves key critical business challenges across the entire brand enterprise to help brands sustain long-term impact.
Snorkel AINewAccount Development Representative Snorkel AIAccount Development RepresentativeNew York, NY$80,000–$110,000 / yearA successful ADR will make outbound phone calls to strategic prospects, send personalized emails with value-adding content, as well as constantly adding new contacts into their prospecting sequences. We work with some of the world’s largest organizations to empower scientists, engineers, financial experts, product creators, journalists, and more to build custom AI with their data faster than ever before.
Snorkel AINewHead of Account Development Snorkel AIHead of Account DevelopmentNew York, NY$185,000–$300,000 / yearResearch and data driven approach to account planning and prospecting; can identify highly qualified opportunities quickly from early discussions with technical personas. Work closely with Enterprise Account Executive team to develop strong support strategy to identify and source net new pipeline that leads to closed-won revenue.
Pinnacle Technical ResourcesJava J2EE - Advanced Pinnacle Technical ResourcesJava J2EE - AdvancedBrooklyn,, New York$70–$80 / hourContractorAs a Lead Software Engineer within Security Services, you will play a pivotal role in an agile team, enhancing, building, and delivering trusted, market-leading technology products in a secure, stable, and scalable manner. The specific compensation for this position will be determined by several factors, including the scope, complexity, and location of the role, as well as the cost of labor in the market; the skills, education, training, credentials, and experience of the candidate; and other conditions of employment.
Digital Realty TrustNewSenior Director, GTM Strategy & Acceleration Digital Realty TrustSenior Director, GTM Strategy & AccelerationNew York, NY$200,000–$250,000 / yearPlatformDIGITAL®, the company’s global data center platform, provides customers with a secure data meeting place and a proven Pervasive Datacenter Architecture (PDx®) solution methodology for powering innovation and efficiently managing Data Gravity challenges. You will partner closely with senior leaders across Sales, Marketing, Product, Finance, and Technology to shape strategic priorities and guide execution across a global platform serving hyperscale, enterprise, and network customers.
BarclaysNewAVP Acquisition Credit Strategies BarclaysAVP Acquisition Credit StrategiesNew York, NYTo use innovative data analytics and machine learning techniques to extract valuable insights from the banks data reserves, leveraging these insights to inform strategic decision-making, improve operational efficiency, and drive innovation across the organisation. To be successful as an AVP Acquisition Credit Strategies, you should have: Experience in developing and monitoring underwriting and credit line assignment strategies for lending products (credit card experience preferred).
American Express CompanyNewSenior Managers, Risk Management American Express CompanySenior Managers, Risk ManagementNew York City, NY$126,963–$174,750 / yearFull timeExperience must include 1 year of experience with each of the following: statistical modeling techniques, clustering analysis, data mining, and segmentation; analyzing large datasets, performing data visualization, and deriving business intelligence; qualitative data analysis; translating complex analyses for technical and non-technical audiences; working with technical, analytical, business, and non-technical teams to analyze data-based problems and identify business solutions; and data cleaning and manipulation; and MS Excel for data reporting and modeling, PowerBI, Python, R, SQL, and Tableau. Any interested candidate should send resume and cover letter identifying the job opportunity by title to Michael A Biedermann, Vice President Recruitment, American Express (headquarters), 200 Vesey Street, New York, NY 10285, MAIL CODE 01-35-01, or visit https://www.americanexpress.com/en-us/careers/ and enter keyword [26008445] when prompted.
Pinnacle Technical ResourcesData Engineer -601/602 Pinnacle Technical ResourcesData Engineer -601/602Jersey City,, New Jersey$65–$70 / hourContractorThe specific compensation for this position will be determined by a number of factors, including the scope, complexity and location of the role as well as the cost of labor in the market; the skills, education, training, credentials and experience of the candidate; and other conditions of employment. You will develop, test, and maintain essential data pipelines and architectures across diverse technical areas, supporting various business functions to achieve organizational objectives.
Levi, Ray & ShoupNewAI Developer - Remote Levi, Ray & ShoupAI Developer - RemoteNew York, NYRemote$40–$70 / hourWe are seeking a highly skilled and innovative AI Developer to design, build, and deploy cutting-edge AI-powered solutions that transform how our business operates. This role focuses on leveraging generative AI technologies to accelerate development, automate workflows, and deliver impactful solutions across the organization.
MicrosoftNewPrincipal Software Engineer - Responsible AI (CoreAI) MicrosoftPrincipal Software Engineer - Responsible AI (CoreAI)New York, NY$139,900–$274,800 / yearThere is a different range applicable to specific work locations, within the San Francisco Bay area and New York City metropolitan area, and the base pay range for this role in those locations is USD $188,000 - $304,200 per year. Bachelors Degree in Computer Science or related technical field AND 6+ years technical engineering experience with coding in languages including, but not limited to, C, C++, C#, Java, JavaScript, Go, or PythonOR equivalent experience.
MicrosoftNewMember of Technical Staff - Responsible AI (CoreAI) MicrosoftMember of Technical Staff - Responsible AI (CoreAI)New York, NY$139,900–$274,800 / yearThere is a different range applicable to specific work locations, within the San Francisco Bay area and New York City metropolitan area, and the base pay range for this role in those locations is USD $188,000 - $304,200 per year. The CoreAI organization brings together Microsoft’s industry‑leading developer products (such as GitHub and VSCode) with the world’s largest selection of cutting‑edge AI models and tools through Microsoft Foundry.
ApplecartNewSenior Data Infrastructure Engineer ApplecartSenior Data Infrastructure EngineerNew York, NY$160,000–$200,000 / yearOur senior leadership team includes two members of the Forbes 30 under 30 list for Marketing and Advertising, the former Head of Product at Moat, Oracle’s online ad measurement platform, a former senior White House advisor, early sales and talent leaders from Google and Twitter, two of the Democratic Party’s most successful pollsters and strategists, a former CRO of a high-growth tech company with hundreds of millions in ARR, and alums of top-tier organizations like Bain, Amazon and Simpson Thacher. Our investors include Bain & Company, global sports, entertainment and marketing giant Endeavor, KKR Co-Founder Henry Kravis, entrepreneur Chris Burch, a founder of Palantir, senior engineering leaders at Twitter and Yelp, former Fortune 50 and advertising agency CEOs, and a number of well-known venture capitalists.
BarclaysNewBarclays Internal Audit – US Credit VP BarclaysBarclays Internal Audit – US Credit VPNew York, NYTo be successful as a Barclays Internal Audit –US Credit VP, you should have: Strong experience in Investment Bank Credit or Securitized products and front‑office risk, gained through internal audit, risk management, or closely aligned business roles. They may also lead a number of specialists to influence the operations of a department, in alignment with strategic as well as tactical priorities, while balancing short and long term goals and ensuring that budgets and schedules meet corporate requirements.
Komodo HealthNewSenior Sales Engineer (HealthTech) Komodo HealthSenior Sales Engineer (HealthTech)New York, NYRemote$151,000–$208,000 / yearAcross the healthcare ecosystem, we’re helping our clients unlock critical insights to track detailed patient behaviors and treatment patterns, identify gaps in care, address unmet patient needs, and reduce the global burden of disease. We carefully consider multiple business-related factors when determining compensation, including job-related skills, work experience, geographic work location, relevant training and certifications, business needs and market demands.
ApplecartNewSenior Data Engineer ApplecartSenior Data EngineerNew York, NY$160,000–$200,000 / yearOur senior leadership team includes two members of the Forbes 30 under 30 list for Marketing and Advertising, the former Head of Product at Moat, Oracle’s online ad measurement platform, a former senior White House advisor, early sales and talent leaders from Google and Twitter, two of the Democratic Party’s most successful pollsters and strategists, and alums of top-tier organizations like Bain & Company, Amazon and Simpson Thacher. The company’s other investors include Bain & Company, global sports, entertainment and marketing giant Endeavor, KKR Co-Founder Henry Kravis, entrepreneur Chris Burch, a founder of Palantir, senior engineering leaders at Twitter and Yelp, former Fortune 50 and advertising agency CEOs, and a number of well-known venture capitalists.
Fti ConsultingNewDirector, Data and Technology Transformation Fti ConsultingDirector, Data and Technology TransformationNew York, NYOur Data and Technology Transformation specialists work with clients to understand the impact of rapidly evolving digital paradigms and emerging technologies on the future of their business, translating that into an executable strategy and blueprint that combines business model innovation, customer experience strategy, modern technology and data architectures with a rigorous focus on planning and execution. In FTI Consulting’s Corporate Finance & Restructuring segment we focus on our clients’ strategic, operational, financial, and capital needs by addressing the full spectrum of financial and transactional challenges faced by corporations, boards, private equity sponsors, creditor constituencies and other stakeholders.
DataikuNewVP, Reasoning Systems DataikuVP, Reasoning SystemsNew York, NY$270,000–$320,000 / yearThis creates a new category above agents: Reasoning Systems — domain-specific, end-to-end decision processes that orchestrate data, models, rules, agents, and human judgment around explicit business workflows. Lead key customer executives conversations to drive opportunities and high impact transformation delivery Engage with market events to forge awareness and thought leadership on reasoning systems.
Fti ConsultingDirector, Transactions - Data and Technology Transformation Fti ConsultingDirector, Transactions - Data and Technology TransformationNew York, NYOur transactions advisory works with clients to understand the impact of rapidly-evolving digital paradigms and emerging technologies on the future of their business, translating that into an executable strategy and blueprint that combines business model innovation, customer experience strategy, modern technology and data architectures with a rigorous focus on planning and execution. Work closely with our M&A clients to plan for and execute any one of several projects, including M&A Transaction related technology due diligence, merger integration, buy-side carve-outs, sell-side carve-outs, and technology transformations (re-platforming, outsourcing, modernization, optimization, automation, digitization, etc.).
BarclaysNewVulnerability Management SME – VP BarclaysVulnerability Management SME – VPWhippany, NJThey may also lead a number of specialists to influence the operations of a department, in alignment with strategic as well as tactical priorities, while balancing short and long term goals and ensuring that budgets and schedules meet corporate requirements. You may be assessed on the key critical skills relevant for success in this role, such as risk and controls, change and transformation, business acumen, strategic thinking, digital and technology, as well as job-specific technical skills.
Dassault SystèmesNewAdvanced Analytics Marketing Director Dassault SystèmesAdvanced Analytics Marketing DirectorNew York, NY$135,000–$180,000 / yearStay current with industry trends and emerging technologies, including AI and machine learning applications in marketing analytics, to identify opportunities for innovation and efficiency; develop AI-driven insights and automation, not just dashboards; foster data and AI-driven culture by upskilling teams and promoting literacy across Marketing. Lead in-depth analysis of marketing campaign performance across various channels (e.g., paid media, email, web, social) to identify trends, patterns, and opportunities for optimization; drive budget allocation decisions through modeling (ROI, MMM, MMA), directly influencing marketing spend.
Spring HealthNewUS Mental Health Therapist (Contractor) - Remote Spring HealthUS Mental Health Therapist (Contractor) - RemoteNew York, NYRemote$70–$150 / hourProvide psychotherapy to clients with benefits ranging from short-term goal-focused EAP, to employer health plans allowing many sessions as medically necessary. Our clinically validated technology, Precision Mental Healthcare, empowers us to deliver the right care at the right time—whether it’s therapy, coaching, medication, or beyond—tailored to each individual’s needs.
Fti ConsultingNewDirector, Finance Transformation | Office of CFO Advisory Fti ConsultingDirector, Finance Transformation | Office of CFO AdvisoryNew York, NYLead end-to-end Finance Transformation projects across key areas including: Finance function assessments, finance function capability stand-up and optimization, operating model design, service delivery model program design and implementation (i.e. shared services, centers of excellence, outsourcing, and global business services), cost reduction programs, process optimization and automation, and working capital optimization. In FTI Consulting’s Corporate Finance & Restructuring organization, we focus on our clients’ strategic, operational, financial and capital needs by addressing the full spectrum of financial and transactional challenges faced by corporations, boards, private equity sponsors, creditor constituencies and other stakeholders.
AxelonNewSenior Salesforce Developer AxelonSenior Salesforce DeveloperIselin, NJLeverage agentic frameworks to create self-directed systems capable of reasoning, planning, and automating complex business processes. Implement AI-powered features within Salesforce, including Einstein AI, Einstein GPT, predictive analytics, and machine learning models.
DataikuNewStrategic Account Executive - Remote DataikuStrategic Account Executive - RemoteNew York, NYRemote$150,000–$165,000 / yearSitting above data platforms, cloud infrastructure, and AI services, Dataiku connects the full enterprise AI stack — empowering organizations to run AI across multi-vendor environments with centralized governance. The final compensation package for this role will be determined during the interview process and is based on a variety of factors, including, but not limited to, geographic location, internal equity, education, skill set, experience and training.