Data engineer jobs in Ohio - 1,720 jobs

Contract-to-Hire Columbus, OH (Hybrid) Our healthcare services client is looking for an entry-level Data Engineer to join their team. You will play a pivotal role in maintaining and improving inventory and logistics management programs. Your day-to-day work will include leveraging machine learning and open-source technologies to drive improvements in data processes. Job Responsibilities Automate key processes and enhance data quality Improve injection processes and enhance machine learning capabilities Manage substitutions and allocations to streamline product ordering Work on logistics-related data engineering tasks Build and maintain ML models for predictive analytics Interface with various customer systems Collaborate on integrating AI models into customer service Qualifications Bachelor's degree in related field 0-2 years of relevant experience Proficiency in SQL and Python Understanding of GCP/BigQuery (or any cloud experience, basic certifications a plus). Knowledge of data science concepts. Business acumen and understanding (corporate experience or internship preferred). Familiarity with Tableau Strong analytical skills Attitude for collaboration and knowledge sharing Ability to present confidently in front of leaders Why Should You Apply? You will be part of custom technical training and professional development through our Elevate Program! Start your career with a Fortune 15 company! Access to cutting-edge technologies Opportunity for career growth Eight Eleven Group provides equal employment opportunities (EEO) to all employees and applicants for employment without regard to race, color, religion, national origin, age, sex, citizenship, disability, genetic information, gender, sexual orientation, gender identity, marital status, amnesty or status as a covered veteran in accordance with applicable federal, state, and local laws.

THIS IS A W2 (NOT C2C OR REFERRAL BASED) CONTRACT OPPORTUNITY REMOTE MOSTLY WITH 1 DAY/MO ONSITE IN CINCINNATI-LOCAL CANDIDATES TAKE PREFERENCE RATE: $75-85/HR WITH BENEFITS We are seeking a highly skilled Data Architect to function in a consulting capacity to analyze, redesign, and optimize a Medical Payments client's environment. The ideal candidate will have deep expertise in SQL, Azure cloud services, and modern data architecture principles. Responsibilities Design and maintain scalable, secure, and high-performing data architectures. Lead migration and modernization projects in heavy use production systems. Develop and optimize data models, schemas, and integration strategies. Implement data governance, security, and compliance standards. Collaborate with business stakeholders to translate requirements into technical solutions. Ensure data quality, consistency, and accessibility across systems. Required Qualifications Bachelor's degree in Computer Science, Information Systems, or related field. Proven experience as a Data Architect or similar role. Strong proficiency in SQL (query optimization, stored procedures, indexing). Hands-on experience with Azure cloud services for data management and analytics. Knowledge of data modeling, ETL processes, and data warehousing concepts. Familiarity with security best practices and compliance frameworks. Preferred Skills Understanding of Electronic Health Records systems. Understanding of Big Data technologies and modern data platforms outside the scope of this project.

Role: Lead DevOps Engineer Duration: Direct Hire The Lead DevOps Engineer will be responsible for growing, contributing and supporting the Infrastructure for all Safeguard Properties platforms and applications. The DevOps Engineer will ensure that all platforms are healthy and reliable and that alerting and monitoring are in place for all systems. The DevOps Engineer will also manage production deployments across all platforms, ensuring deployments are a “non-event.” The DevOps engineer will work closely with other IT team members, including the development team, to troubleshoot and resolve all hardware and software issues in addition to being part of a 24/7 on-call rotation. Responsibilities and Expectations Responsible for the planning, implementation, and growth of the AWS cloud infrastructure. Windows OS EC2 AutoScaleGroup management SQL Server on RDS EC2 Image Builder Hybrid Patch Management with SSM Build, release, and manage the configuration of all production AWS systems. Stay current with new AWS technology options and vendor products, continually evaluate which ones would be a good fit for the company. Terraform Design and build infrastructure using code Automate infrastructure provisioning and configuration Maintain and enhance the existing Terraform codebase Develop and implement best practices for infrastructure as code IAM Integration - Okta Application Integration Security policy configuration Workflow automation Troubleshooting Building and maintaining technical relationships with influential technical decision makers. Building, working, maintaining production applications in multiple areas of the business pipeline. Design, implement, and manage CI/CD pipelines to support rapid development and deployment and work with the Development Teams Ensure that SLA for our production and supporting environments is maintained. Continually seek opportunities to improve SLA/Uptime and minimize customer impacts. Performing administration to include installs, upgrades, configurations, tuning and monitoring of Safeguard applications and third-party platforms. Use judgment to develop and clarify expectations, scope, and scale to achieve shared objectives and minimize redundancy. Manage several concurrent projects involving multiple stakeholders. Provide Proof of Concept and prototyping as needed. May be required to work irregular of non-standard hours Employees will be expected to attend regular Zoom collaboration throughout the day All other duties as assigned. Competencies Adheres to Safeguard's core values and competencies Customer Service = Resolution; Team Work Integrity Adaptability Leadership Employee Management Project Management Qualifications and Requirements 7+ years SYSADMIN experience with Windows/Linux/Unix operating systems or cloud platforms: system administration, networking concepts and protocols & programming skills. Demonstrated ability to adapt to new technologies and learn quickly. Comfortable working in a production environment requiring 24x7 support and being part of an on-call rotation. Strong experience with deploying, configuring, scaling, monitoring, and securing AWS EC2, ELB, RDS, S3, ECS, Fargate,EKS, Lambda, and SSM. Experience with AWS CloudFormation, Terraform, or similar Infrastructure-as-Code (IaC) platforms, familiarity with IaC principles. Experience with Container solutions. Docker, DC/OS, Kubernetes, Tectonic, OpenShift or similar. Strong experience using DevOps tooling in the AWS environment including Ansible, GitHub, Jenkins, or similar. Develop and maintain CI/CD pipelines in GitHub Actions to automate testing, building, and deployment. Experience designing AWS solutions inside the AWS Well-Architected Framework. Strong experience monitoring and alerting solutions, and used tools such as CloudWatch, Nagios, Graphite, SolarWinds, PagerDuty, etc. Strong experience with web application technology: IIS, Tomcat, Apache, Elasticsearch, NGINX, haproxy, etc. Exceptional customer service orientation. Ability to deliver high quality documentation paying attention to detail. Scripting and automation experience: AWS API, GO, Bash, Python, Shell, PowerShell, Azure REST, or similar. Experience with source control tooling, CI/CD tooling, and team management tooling. Familiarity with ITIL/ITSM security management concepts and best practices.

Software Engineer - Internal Product Team Division: Impower Solutions (Agility Partners) About Impower Impower is the technology consulting division of Agility Partners, specializing in automation & AI, data engineering & analytics, software engineering, and digital transformation. We deliver high-impact solutions with a focus on innovation, efficiency, and client satisfaction. Role Overview We're building a high-performing internal product team to scale our proprietary tech stack. As a Software Engineer, you'll contribute to the development of internal platforms using modern technologies. You'll collaborate with product and engineering peers to deliver scalable, maintainable solutions that drive Impower's consulting capabilities. Key Responsibilities Development & Implementation Build scalable APIs using TypeScript and Bun for high-performance backend services. Develop intelligent workflows and AI agents leveraging Temporal, enabling robust orchestration and automation. Move and transform data using Python and DBT, supporting analytics and operational pipelines. Contribute to full-stack development of internal websites using Next.js (frontend), Elysia (API layer), and Azure SQL Server (database). Implement CI/CD pipelines using GitHub Actions, with a focus on automated testing, secure deployments, and environment consistency. Deploy and manage solutions in Azure, including provisioning and maintaining infrastructure components such as App Services, Azure Functions, Storage Accounts, and SQL databases. Monitor and troubleshoot production systems using SigNoz, ensuring observability across services with metrics, traces, and logs to maintain performance and reliability. Write clean, testable code and contribute to unit, integration, and end-to-end test suites. Collaborate in code reviews, sprint planning, and backlog grooming to ensure alignment and quality across the team. Innovation & Strategy Stay current with emerging technologies and frameworks, especially in the areas of agentic AI, orchestration, and scalable infrastructure. Propose improvements to internal platforms based on performance metrics, developer experience, and business needs. Contribute to technical discussions around design patterns, tooling, and long-term platform evolution. Help evaluate open-source tools and third-party services that could accelerate development or improve reliability. Delivery & Collaboration Participate in agile ceremonies including sprint planning, standups, and retrospectives. Collaborate closely with product managers, designers, and other engineers to translate requirements into working solutions. Communicate progress, blockers, and technical decisions clearly and proactively. Take ownership of assigned features and enhancements from ideation through deployment and support. Leadership Demonstrate ownership and accountability in your work, contributing to a culture of reliability and continuous improvement. Share knowledge through documentation, pairing, and informal mentoring of junior team members. Engage in code reviews to uphold quality standards and foster team learning. Actively participate in team discussions and help shape a collaborative, inclusive engineering culture. Qualifications 2-4 years of experience in software engineering, ideally in a product-focused or platform engineering environment. Proficiency in TypeScript and Python, with hands-on experience in full-stack development. Experience building APIs and backend services using Bun, Elysia, or similar high-performance frameworks (e.g., Fastify, Express, Flask). Familiarity with Next.js for frontend development and Azure SQL Server for relational data storage. Experience with workflow orchestration tools such as Temporal, Airflow, or Prefect, especially for building intelligent agents or automation pipelines. Proficiency in data transformation using DBT, with a solid understanding of analytics engineering principles. Strong understanding of CI/CD pipelines using GitHub Actions, including automated testing, environment management, and secure deployments. Exposure to observability platforms such as SigNoz, Grafana, Prometheus, or OpenTelemetry, with a focus on metrics, tracing, and log aggregation. Solid grasp of software testing practices and version control (Git). Excellent communication skills, a collaborative mindset, and a willingness to learn and grow within a team. Why Join Us? Build impactful internal products that shape the future of Impower's consulting capabilities. Work with cutting-edge technologies in a collaborative, innovation-driven environment. Enjoy autonomy, growth opportunities, and a culture that values excellence and people.

E*Pro Consulting service offerings include contingent Staff Augmentation of IT professionals, Permanent Recruiting and Temp-to-Hire. In addition, our industry expertise and knowledge within financial services, Insurance, Telecom, Manufacturing, Technology, Media and Entertainment, Pharmaceutical, Health Care and service industries ensures our services are customized to meet specific needs. For more details please visit our website ****************** Job Description Title : ETL Architect Location : Columbus, OH Type : Fulltime Permanent Work Status : US Citizen / GC / EAD (GC) Required Skills: • Responsible for Architecture, Design and Implementation of Data Integration/ETL, Data Quality, Metadata Management and Data Migration solutions using Informatica tools • Execute engagements as Data Integration-ETL Architect and define Solution Strategy, Architecture, Design and Implementation approach • Expertise in implementing Data Integration-ETL solutions which include components such as ETL, Data Migration, Replication, Consolidation, Data Quality, Metadata Management etc. using Informatica products (e.g. Power Center, Power Exchange, IDQ, Metadata Manager) • Responsible for Detailed ETL design, Data Mapping, Transformation Rules, Interfaces, Database schema, Scheduling, Performance Tuning, etc • Lead a team of designers/developers and guide them throughout the implementation life cycle and perform Code review • Engage client Architects, SMEs and other stakeholders throughout Architecture, Design and implementation lifecycle and recommend effective solutions • experience in multiple Databases such as Oracle, DB2, SQL Server, Mainframe, etc • Experience in Industry models such as IIW, IAA, ACORD, HL7, etc. and Insurance products (e.g. Guidewire) will be plus Additional Information All your information will be kept confidential according to EEO guidelines.

Would you like to take ownership in a dynamic, high-growth business that truly walks the talk? Oswald Companies seeks goal-driven professionals ready to take their career to the next level. Responsible for performing and presenting data analysis for assigned accounts and complete special project deliverables in the Group Benefits Business Unit; conducts complex analysis and customized models on multi-national accounts across many lines of coverage and varying funding mechanisms. Supports sales growth and retention objectives. A Day in The Life: Manages large projects from inception and design through post-implementation assessment, working closely with internal departments and clients. Attends client meetings as lead data consultant; presents to key business leaders to explain analytical findings and financial recommendations; demonstrates strong client-facing skills and engenders client's confidence in the data recommendations / findings. Provides insight on various funding methodologies to include fully insured projections, carrier rating methodologies, self-insured stop-loss risk levels, and other alternative funding programs. Analyzes data to identify plan utilization, financial trends, and comparative industry benchmarks as the basis for preparing financial projections, utilizing benchmarking resources and tools, developing COBRA rates, and making recommendations for plan design modification. Ability to assess reasonableness of results of own work and establish strong peer review strategies; provides mentorship and coaching for Analysts and Senior Analysts. Interfaces with colleagues from other practices and markets on assignments that reflect the client's broader business issues. Collaborates with Client Executive to drive strategic direction with data-driven analysis; works closely to identify and develop solutions to minimize risk and maximize cost effectiveness. Accesses the data of existing clients to conduct a financial analysis of relevant information to aid in the evaluation of plan performance, both current and projected experience. Assist in RFP process for new business and participates in finalist meetings as the Analytics SME. Takes ownership of an assigned book of business. Provides internal teams with accurate deliverables in a timely fashion to meet client expectations; maintains a concise and consistent level of communication within the team. Collaborates with other Data Analytics team members to share knowledge and contribute to the design and utilization of client deliverables; remains current on compliance regulations and incorporates that knowledge into existing data analytics tools; builds team synergy for department effectiveness. Prioritizes and manages workload effectively, thinks through issues and determines alternative solutions to meet deadlines and improve personal productivity. What You'll Need: Bachelor's degree in actuarial science, Finance, Mathematics, Economics, Statistics, or related field from a four-year college or university Ten or more years of related experience or the equivalent combination of education and experience. Prior Experience Specifically Required Prior experience gathering, manipulating, and deciphering data required. Prior experience in delivering analytical findings and recommendations required. Prior experience working in a group benefits environment required. Prior analytical and research experience required. Who You Are: The specific personal traits required to accomplish the essential duties of this job successfully include: Strong attention to detail particularly with mathematical information Strong organizational skills with the ability to prioritize accordingly. Ability to focus on work-at-hand; not easily distracted. Exceptional written and verbal communication skills Demonstrated resourcefulness; works well independently and on a team. Manages stress well. Self-confident with capable interpersonal skills Strong client-facing and presentation abilities Who is Oswald? Oswald is a 129-year-old company that creates a world of protection around the lives and businesses of our clients. We are an independent, employee-owned company. So, essentially, you own your own success in a personally and financially rewarding opportunity. Inclusivity is a priority. We foster an environment of collaboration and belonging where our Employee-Owners thrive on their unique path. Our diverse talent reflects the communities and clients we serve, while driving unmatched risk and insurance innovations. Our people-first culture and client service excellence have built our reputation of integrity, resourcefulness, and a relentless care for our clients and employees. Don't believe us? Ask your friends, colleagues, and mentors about Oswald. There's a reason Oswald has been named a Top Workplace for nine consecutive years. What you'll get... At Oswald, you will have the opportunity to build a long-term career with unlimited growth potential. Aim high, work hard and we'll help you achieve your goals. At Oswald, you will experience our caring work environment. We care about our Employee-Owners, we care about our customers, and we care about the world around us. Our caring personality comes to life in the form of volunteering in the community. We even give employees paid time off to volunteer with an organization of their choice. At Oswald, you will achieve a work-life balance. We care about your physical and emotional well-being, so work-life balance is encouraged and practiced. We understand you have a life outside of work, and we want you to live it. At Oswald, you will have access to a world-class Total Rewards package. We truly value our people, which shows in our compensation, benefits, and perks. In addition to competitive pay, we have designed a performance-based annual incentive program. All employees are eligible to earn a bonus by meeting performance objectives. Comprehensive medical, dental and vision plans and numerous supplemental benefit offerings. Paid time off annually and a sabbatical at every 10-year service anniversary. Ownership in the company in the form of company stock (discretionary profit-sharing and 401(k) match contribution) Assistance with parking expenses, discount programs for area services/experiences, and financial support for professional development and licensure/designations Access to specialized leadership development programming designed to take your career to the next level. And so much more! To learn more about Oswald, our culture and everything we have to offer, visit us on LinkedIn. Oswald, a Unison Risk Advisors company is an equal opportunity employer and will consider all applications without regard to race, sex, age, color, religion, national origin, veteran status, disability, sexual orientation, gender identity, genetic information or any characteristic.

Job title: ETL Architect DURATION 18 months YEARS OF EXPERIENCE 7-10 INTERVIEW TYPE Phone Screen to Hire REQUIRED SKILLS • Experience with Data Stage and ETL design Technical • Requirement gathering , converting business requirements to technical specs to profile • Worked hands on in minimum 2 projects with data stage • Understand the process of developing an etl design that support multiple datastage developers • Be able to create an etl design framework and related specifications for use by etl developers • Define standards and best practices of Data Stage etl to be followed by all data stage developers • Understanding of Data Warehouse, Data marts concepts and implementation experience • Be able to look at code produced to insure conformance with developed ETL framework and design for reuse • Preferable experienced user level comptency in IBM's metadata product, datastage and Infosphere product line • Be able to design etl for oracle or sql server or any db • Good analytical skills and process design • Insuring compliance to quality standards, and delivery timelines. Qualifications Bachelors Additional Information Required Skills: Job Description: Performs highly complex application programming/systems development and support Performs highly complex configuration of business rules and technical parameters of software products Review business requirements and develop application design documentation Build technical components (Maximo objects, TRM Rules, Java extensions, etc) based on detailed design. Performs unit testing of components along with completing necessary documentation. Supports product test, user acceptance test, etc as a member of the fix-it team. Employs consistent measurement techniques Include testing in project plans and establish controls to require adherence to test plans Manages the interrelationships among various projects or work objectives

Would you like to take ownership in a dynamic, high-growth business that truly walks the talk? Oswald Companies seeks goal-driven professionals ready to take their career to the next level. Responsible for performing and presenting data analysis for assigned accounts and complete special project deliverables in the Group Benefits Business Unit; conducts complex analysis and customized models on multi-national accounts across many lines of coverage and varying funding mechanisms. Supports sales growth and retention objectives. A Day in The Life: Manages large projects from inception and design through post-implementation assessment, working closely with internal departments and clients. Attends client meetings as lead data consultant; presents to key business leaders to explain analytical findings and financial recommendations; demonstrates strong client-facing skills and engenders client's confidence in the data recommendations / findings. Provides insight on various funding methodologies to include fully insured projections, carrier rating methodologies, self-insured stop-loss risk levels, and other alternative funding programs. Analyzes data to identify plan utilization, financial trends, and comparative industry benchmarks as the basis for preparing financial projections, utilizing benchmarking resources and tools, developing COBRA rates, and making recommendations for plan design modification. Ability to assess reasonableness of results of own work and establish strong peer review strategies; provides mentorship and coaching for Analysts and Senior Analysts. Interfaces with colleagues from other practices and markets on assignments that reflect the client's broader business issues. Collaborates with Client Executive to drive strategic direction with data-driven analysis; works closely to identify and develop solutions to minimize risk and maximize cost effectiveness. Accesses the data of existing clients to conduct a financial analysis of relevant information to aid in the evaluation of plan performance, both current and projected experience. Assist in RFP process for new business and participates in finalist meetings as the Analytics SME. Takes ownership of an assigned book of business. Provides internal teams with accurate deliverables in a timely fashion to meet client expectations; maintains a concise and consistent level of communication within the team. Collaborates with other Data Analytics team members to share knowledge and contribute to the design and utilization of client deliverables; remains current on compliance regulations and incorporates that knowledge into existing data analytics tools; builds team synergy for department effectiveness. Prioritizes and manages workload effectively, thinks through issues and determines alternative solutions to meet deadlines and improve personal productivity. What You'll Need: Bachelor's degree in actuarial science, Finance, Mathematics, Economics, Statistics, or related field from a four-year college or university Ten or more years of related experience or the equivalent combination of education and experience. Prior Experience Specifically Required Prior experience gathering, manipulating, and deciphering data required. Prior experience in delivering analytical findings and recommendations required. Prior experience working in a group benefits environment required. Prior analytical and research experience required. Who You Are: The specific personal traits required to accomplish the essential duties of this job successfully include: Strong attention to detail particularly with mathematical information Strong organizational skills with the ability to prioritize accordingly. Ability to focus on work-at-hand; not easily distracted. Exceptional written and verbal communication skills Demonstrated resourcefulness; works well independently and on a team. Manages stress well. Self-confident with capable interpersonal skills Strong client-facing and presentation abilities Who is Oswald? Oswald is a 129-year-old company that creates a world of protection around the lives and businesses of our clients. We are an independent, employee-owned company. So, essentially, you own your own success in a personally and financially rewarding opportunity. Inclusivity is a priority. We foster an environment of collaboration and belonging where our Employee-Owners thrive on their unique path. Our diverse talent reflects the communities and clients we serve, while driving unmatched risk and insurance innovations. Our people-first culture and client service excellence have built our reputation of integrity, resourcefulness, and a relentless care for our clients and employees. Don't believe us? Ask your friends, colleagues, and mentors about Oswald. There's a reason Oswald has been named a Top Workplace for nine consecutive years. What you'll get... At Oswald, you will have the opportunity to build a long-term career with unlimited growth potential. Aim high, work hard and we'll help you achieve your goals. At Oswald, you will experience our caring work environment. We care about our Employee-Owners, we care about our customers, and we care about the world around us. Our caring personality comes to life in the form of volunteering in the community. We even give employees paid time off to volunteer with an organization of their choice. At Oswald, you will achieve a work-life balance. We care about your physical and emotional well-being, so work-life balance is encouraged and practiced. We understand you have a life outside of work, and we want you to live it. At Oswald, you will have access to a world-class Total Rewards package. We truly value our people, which shows in our compensation, benefits, and perks. In addition to competitive pay, we have designed a performance-based annual incentive program. All employees are eligible to earn a bonus by meeting performance objectives. Comprehensive medical, dental and vision plans and numerous supplemental benefit offerings. Paid time off annually and a sabbatical at every 10-year service anniversary. Ownership in the company in the form of company stock (discretionary profit-sharing and 401(k) match contribution) Assistance with parking expenses, discount programs for area services/experiences, and financial support for professional development and licensure/designations Access to specialized leadership development programming designed to take your career to the next level. And so much more! To learn more about Oswald, our culture and everything we have to offer, visit us on LinkedIn. Oswald, a Unison Risk Advisors company is an equal opportunity employer and will consider all applications without regard to race, sex, age, color, religion, national origin, veteran status, disability, sexual orientation, gender identity, genetic information or any characteristic.

About Gap Inc. Our brands bridge the gaps we see in the world. Old Navy democratizes style to ensure everyone has access to quality fashion at every price point. Athleta unleashes the potential of every woman, regardless of body size, age or ethnicity. Banana Republic believes in sustainable luxury for all. And Gap inspires the world to bring individuality to modern, responsibly made essentials. This simple idea-that we all deserve to belong, and on our own terms-is core to who we are as a company and how we make decisions. Our team is made up of thousands of people across the globe who take risks, think big, and do good for our customers, communities, and the planet. Ready to learn fast, create with audacity and lead boldly? Join our team. About the Role Gap Inc. is seeking a Principal Data Scientist with deep expertise in operations research and machine learning to lead the design and deployment of advanced analytics solutions across the Product-to-Market (P2M) space. This role focuses on driving enterprise-scale impact through optimization and data science initiatives spanning pricing, inventory, and assortment optimization. The Principal Data Scientist serves as a senior technical and strategic thought partner, defining solution architectures, influencing product and business decisions, and ensuring that analytical solutions are both technically rigorous and operationally viable. The ideal candidate can lead end-to-end solutioning independently, manage ambiguity and complex stakeholder dynamics, and communicate technical and business risk effectively across teams and leadership levels. What You'll Do * Lead the framing, design, and delivery of advanced optimization and machine learning solutions for high-impact retail supply chain challenges. * Partner with product, engineering, and business leaders to define analytics roadmaps, influence strategic priorities, and align technical investments with business goals. * Provide technical leadership to other data scientists through mentorship, design reviews, and shared best practices in solution design and production deployment. * Evaluate and communicate solution risks proactively, grounding recommendations in realistic assessments of data, system readiness, and operational feasibility. * Evaluate, quantify, and communicate the business impact of deployed solutions using statistical and causal inference methods, ensuring benefit realization is measured rigorously and credibly. * Serve as a trusted advisor by effectively managing stakeholder expectations, influencing decision-making, and translating analytical outcomes into actionable business insights. * Drive cross-functional collaboration by working closely with engineering, product management, and business partners to ensure model deployment and adoption success. * Quantify business benefits from deployed solutions using rigorous statistical and causal inference methods, ensuring that model outcomes translate into measurable value * Design and implement robust, scalable solutions using Python, SQL, and PySpark on enterprise data platforms such as Databricks and GCP. * Contribute to the development of enterprise standards for reproducible research, model governance, and analytics quality. Who You Are * Master's or Ph.D. in Operations Research, Operations Management, Industrial Engineering, Applied Mathematics, or a closely related quantitative discipline. * 10+ years of experience developing, deploying, and scaling optimization and data science solutions in retail, supply chain, or similar complex domains. * Proven track record of delivering production-grade analytical solutions that have influenced business strategy and delivered measurable outcomes. * Strong expertise in operations research methods, including linear, nonlinear, and mixed-integer programming, stochastic modeling, and simulation. * Deep technical proficiency in Python, SQL, and PySpark, with experience in optimization and ML libraries such as Pyomo, Gurobi, OR-Tools, scikit-learn, and MLlib. * Hands-on experience with enterprise platforms such as Databricks and cloud environments * Demonstrated ability to assess, communicate, and mitigate risk across analytical, technical, and business dimensions. * Excellent communication and storytelling skills, with a proven ability to convey complex analytical concepts to technical and non-technical audiences. * Strong collaboration and influence skills, with experience leading cross-functional teams in matrixed organizations. * Experience managing code quality, CI/CD pipelines, and GitHub-based workflows. Preferred Qualifications * Experience shaping and executing multi-year analytics strategies in retail or supply chain domains. * Proven ability to balance long-term innovation with short-term deliverables. * Background in agile product development and stakeholder alignment for enterprise-scale initiatives. Benefits at Gap Inc. * Merchandise discount for our brands: 50% off regular-priced merchandise at Old Navy, Gap, Banana Republic and Athleta, and 30% off at Outlet for all employees. * One of the most competitive Paid Time Off plans in the industry.* * Employees can take up to five "on the clock" hours each month to volunteer at a charity of their choice.* * Extensive 401(k) plan with company matching for contributions up to four percent of an employee's base pay.* * Employee stock purchase plan.* * Medical, dental, vision and life insurance.* * See more of the benefits we offer. * For eligible employees Gap Inc. is an equal-opportunity employer and is committed to providing a workplace free from harassment and discrimination. We are committed to recruiting, hiring, training and promoting qualified people of all backgrounds, and make all employment decisions without regard to any protected status. We have received numerous awards for our long-held commitment to equality and will continue to foster a diverse and inclusive environment of belonging. In 2022, we were recognized by Forbes as one of the World's Best Employers and one of the Best Employers for Diversity.

The Data Scientist will be responsible to create product reliability models and advanced analytics that drive strategic decisions about product improvements. This role will collaborate closely with cross-functional teams, including Engineering, Product Management, Quality, Services, and IT, to develop and deploy data-driven solutions that address complex customer challenges. You should understand the impacts of environmental and other field conditions as they relate to product reliability. In this role, you should be able to apply mathematical and statistical methods to predict future field performance by building product reliability models using software tools. PRINCIPAL DUTIES & RESPONSIBILITIES: * Analyze product reliability requirements * Create predictive models for field performance and product reliability * Assist in design of experiments and analysis to understand impacts of different design decisions and test results * Correlate predictive models with test results and field data REQUIREMENTS: * Bachelor's Degree in Math, Statistics, Data Science, Computer Science, Reliability Engineering, or equivalent experience * 1-5 years of experience * Basic knowledge in power/electrical engineering; AC and DC power * Basic knowledge in large- and small-scale cooling systems * LabVIEW, Python, or other coding and modeling language * Minitab or other statistical software tools * Power BI or other data visualization tools * Travel 15%

Responsible for performing and presenting data analysis for assigned accounts and complete special project deliverables in the Group Benefits Business Unit; conducts complex analysis and customized models on multi-national accounts across many lines of coverage and varying funding mechanisms. Supports sales growth and retention objectives. A Day in The Life: Manages large projects from inception and design through post-implementation assessment, working closely with internal departments and clients. Attends client meetings as lead data consultant; presents to key business leaders to explain analytical findings and financial recommendations; demonstrates strong client-facing skills and engenders client's confidence in the data recommendations / findings. Provides insight on various funding methodologies to include fully insured projections, carrier rating methodologies, self-insured stop-loss risk levels, and other alternative funding programs. Analyzes data to identify plan utilization, financial trends, and comparative industry benchmarks as the basis for preparing financial projections, utilizing benchmarking resources and tools, developing COBRA rates, and making recommendations for plan design modification. Ability to assess reasonableness of results of own work and establish strong peer review strategies; provides mentorship and coaching for Analysts and Senior Analysts. Interfaces with colleagues from other practices and markets on assignments that reflect the client's broader business issues. Collaborates with Client Executive to drive strategic direction with data-driven analysis; works closely to identify and develop solutions to minimize risk and maximize cost effectiveness. Accesses the data of existing clients to conduct a financial analysis of relevant information to aid in the evaluation of plan performance, both current and projected experience. Assist in RFP process for new business and participates in finalist meetings as the Analytics SME. Takes ownership of an assigned book of business. Provides internal teams with accurate deliverables in a timely fashion to meet client expectations; maintains a concise and consistent level of communication within the team. Collaborates with other Data Analytics team members to share knowledge and contribute to the design and utilization of client deliverables; remains current on compliance regulations and incorporates that knowledge into existing data analytics tools; builds team synergy for department effectiveness. Prioritizes and manages workload effectively, thinks through issues and determines alternative solutions to meet deadlines and improve personal productivity. What You'll Need: Bachelor's degree in actuarial science, Finance, Mathematics, Economics, Statistics, or related field from a four-year college or university Ten or more years of related experience or the equivalent combination of education and experience. Prior Experience Specifically Required Prior experience gathering, manipulating, and deciphering data required. Prior experience in delivering analytical findings and recommendations required. Prior experience working in a group benefits environment required. Prior analytical and research experience required. Who You Are: The specific personal traits required to accomplish the essential duties of this job successfully include: Strong attention to detail particularly with mathematical information Strong organizational skills with the ability to prioritize accordingly. Ability to focus on work-at-hand; not easily distracted. Exceptional written and verbal communication skills Demonstrated resourcefulness; works well independently and on a team. Manages stress well. Self-confident with capable interpersonal skills Strong client-facing and presentation abilities

We are currently seeking an experienced data scientist to join our AI team who will support and lead data flow, advanced analytical needs and AI tools across Medpace. The AI team utilizes analytical principles and techniques to identify, collate and analyze many data sources and works with teams across Medpace to support efficiency and business gains for pharmaceutical development. The AI Data Scientist will support various projects across the company to bring data sources together in a consistent manner, work with the business to identify the value of AI, identify appropriate solutions and work with IT to ensure they are developed and built into the relevant systems. The team is seeking an experienced candidate to contribute new skills to our team, support team growth and foster AI development. The AI Team is a highly collaborative team with members in both the Cincinnati and London offices. This team supports many teams across the business including clinical operations, medical, labs, business development and business operations. The AI Team also works side-by-side with data engineering, business analytics and software engineering to architecture innovative data storage and access solutions for optimal data utilization strategies. If you are an individual with experience in informatics, data science, or computer science, please review the following career opportunity. Responsibilities * Explore and work with different data sources to collate into knowledge; * Work with different business teams across the company with a variety of different business needs to identify potential areas that AI can support; * Manage the process of working through AI potentials from discovery research to PoC to production with the business teams and supporting tasks for IT developers; * Try out different AI tools to substantiate the potential of its use with the business team; * Translate results into compelling visualizations which illustrate the overall benefits of the use of AI and identify with the business team the overall value of its use; * Develop and map database architecture of methodological and clinical data systems; * Convert business tasks into meaningful developer Jira tasks for sprints; * Support departmental process improvement initiatives that can include AI; and * Participate in training and development of more junior team members. Qualifications * Master's degree or higher in informatics, computer science/engineering, health information, statistics, or related field required; * 2 or more years of experience as a Data Scientist or closely related; * Experience applying machine learning to pharmaceutical or clinical data (or translatable artificial intelligence [ai] techniques from other industries); * Advanced computer programming skills (preferred language: Python); * Analytical thinker with great attention to detail; * Ability to prioritize multiple projects and tasks within tight timelines; and * Excellent written and verbal communication skills. Medpace Overview Medpace is a full-service clinical contract research organization (CRO). We provide Phase I-IV clinical development services to the biotechnology, pharmaceutical and medical device industries. Our mission is to accelerate the global development of safe and effective medical therapeutics through its scientific and disciplined approach. We leverage local regulatory and therapeutic expertise across all major areas including oncology, cardiology, metabolic disease, endocrinology, central nervous system, anti-viral and anti-infective. Headquartered in Cincinnati, Ohio, employing more than 5,000 people across 40+ countries. Why Medpace? People. Purpose. Passion. Make a Difference Tomorrow. Join Us Today. The work we've done over the past 30+ years has positively impacted the lives of countless patients and families who face hundreds of diseases across all key therapeutic areas. The work we do today will improve the lives of people living with illness and disease in the future. Cincinnati Perks * Cincinnati Campus Overview * Flexible work environment * Competitive PTO packages, starting at 20+ days * Competitive compensation and benefits package * Company-sponsored employee appreciation events * Employee health and wellness initiatives * Community involvement with local nonprofit organizations * Discounts on local sports games, fitness gyms and attractions * Modern, ecofriendly campus with an on-site fitness center * Structured career paths with opportunities for professional growth * Discounted tuition for UC online programs Awards * Named a Top Workplace in 2024 by The Cincinnati Enquirer * Recognized by Forbes as one of America's Most Successful Midsize Companies in 2021, 2022, 2023 and 2024 * Continually recognized with CRO Leadership Awards from Life Science Leader magazine based on expertise, quality, capabilities, reliability, and compatibility What to Expect Next A Medpace team member will review your qualifications and, if interested, you will be contacted with details for next steps.

Join the team that provides expertise in data science and analytics for JP Morgan Private Client! As a Data Scientist Lead, within the JPM Private Client Data and Analytics team, you will be responsible for supporting partner relationships within the Private Client Sales Strategy team through analytical data exploration and reporting on outcomes, ad-hoc deep dives, test design building and reading, and overall portfolio performance analysis. Job responsibilities: Collaborate with stakeholders to solve quantitative problems and optimize business processes using analytic methods such as predictive modeling, clustering, text mining, machine learning, statistical forecasting, optimization, and simulations. Lead the analytical optimization of the sales funnel and act as a subject matter expert to identify opportunities that impact sales. Work with business partners and Technology to set quantifiable goals, advise on strategies, and experiment to achieve business objectives. Deliver marketing, sales, finance, and business insights through analytics, reporting, and advanced visualization techniques. Communicate complex analytical results effectively and develop insights from data analysis to make recommendations to management. Prepare, write, and transform data from diverse sources to support analytical efforts using languages such as Python, SAS, or Scala. Stay updated on industry trends and test new tools and techniques to address business challenges. Required qualifications, capabilities, and skills: Masters or PhD in a related field, or bachelor's with 5+ years' experience in a related discipline; 6+ years of related Marketing Analytics experience Hands-on experience in delivering analytics and insights to multiple levels of management (Including Test Design, Financials, Conversion/Response Reporting, Response Analysis, Incremental Analysis, Response Profiling and Target/Segmentation Analysis) Advanced knowledge of complex statistical and data science techniques, ML algorithms: linear/logistic regression, Clustering, Decision Trees, Random Forest, Neural Networks, Gradient Boosting, text mining using Machine learning toolkits (Python, R) Experience working with various databases (Teradata, Oracle), Snowflake, AWS and advanced level database querying languages (SQL, HQL, SparkSQL) with modern cloud-based data architectures. Technical understanding of data extraction, transformation, and load processing and proficiency in web analytics (Adobe Insight/Adobe Site Catalyst) Tangible experience with business strategy and tactical implementation, with the ability to define business KPIs and establish measurement frameworks Strong written and oral presentation / communication skills - the ability to convey complex information simply and clearly to senior business leaders and business partners and influence internal and external partners

Requirements Mandatory Qualifications: • Bachelor's degree in a quantitative field (e.g., Computer Science, Applied Math). • 3+ years of experience in predictive analytics. • Proficiency in Python, NumPy, Pandas, Matplotlib, and Scikit-learn. • Ability to explain and implement ML algorithms from scratch. • Signed NDA and HIPAA training required upon start. Desired Qualifications: • Experience with dashboard development and pretrained language models. • Experience with dimensionality reduction and deep learning libraries (TensorFlow, PyTorch). • Familiarity with human biology and performance. Key Tasks and Responsibilities: • Develop and tune unsupervised tree-based clustering models. • Implement decision trees, k-NN, and optimized list sorting algorithms. • Generate and minimize distance matrices using vectorized code. • Collaborate with software engineers and maintain HIPAA compliance.

We are looking for a data scientist that will help us discover the information hidden in vast amounts of data, and help us make smarter decisions to deliver even better products. Your primary focus will be in applying data mining techniques, doing statistical analysis, and building high quality prediction systems integrated with our products. Responsibilities Selecting features, building and optimizing classifiers using machine learning techniques Data mining using state-of-the-art methods Extending company's data with third party sources of information when needed Enhancing data collection procedures to include information that is relevant for building analytic systems Processing, cleansing, and verifying the integrity of data used for analysis Doing ad-hoc analysis and presenting results in a clear manner Creating automated anomaly detection systems and constant tracking of its performance

Here at Lower, we believe homeownership is the key to building wealth, and we're making it easier and more accessible than ever. As a mission-driven fintech, we simplify the home-buying process through cutting-edge technology and a seamless customer experience. With tens of billions in funded home loans and top ratings on Trustpilot (4.8), Google (4.9), and Zillow (4.9), we're a leader in the industry. But what truly sets us apart? Our people. Join us and be part of something bigger. Job Description: We are seeking a Senior Data Engineer to play a key role in building and optimizing our data infrastructure to support business insights and decision-making. In this role, you will design and enhance denormalized analytics tables in Snowflake, build scalable ETL pipelines, and ensure data from diverse sources is transformed into accurate, reliable, and accessible formats. You will collaborate with business and sales stakeholders to gather requirements, partner with developers to ensure critical data is captured at the application level, and optimize existing frameworks for performance and integrity. This role also includes creating robust testing frameworks and documentation to ensure quality and consistency across data pipelines. What you'll do: Data Pipeline Engineering: Design, develop, and optimize high-performance ETL/ELT pipelines using Python, dbt, and Snowflake. Build and manage real-time ingestion pipelines leveraging AWS Lambda and CDC systems. Cloud & Infrastructure: Develop scalable serverless solutions with AWS, adopting event-driven architecture patterns. Manage containerized applications using Docker and infrastructure as code via GitHub Actions. Advanced Data Management: Create sophisticated, multi-layered Snowflake data models optimized for scalability, flexibility, and performance. Integrate and manage APIs for Salesforce, Braze, and various financial systems, emphasizing robust error handling and reliability. Quality Assurance & Operations: Implement robust testing frameworks, data lineage tracking, monitoring, and alerting. Enhance and manage CI/CD pipelines, drive migration to modern orchestration tools (e.g., Dagster, Airflow), and manage multi-environment deployments. Who you are: 5+ years of data engineering experience, ideally with cloud-native architectures. Expert-level Python skills, particularly with pandas, SQLAlchemy, and asynchronous processing. Advanced SQL and Snowflake expertise, including stored procedures, external stages, performance tuning, and complex query optimization. Strong proficiency with dbt, including macro development, testing, and automated deployments. Production-grade Pipeline Experience specifically with Lambda, S3, API Gateway, and IAM. Proven experience with REST APIs, authentication patterns, and handling complex data integrations. Preferred Experience Background in financial services or fintech, particularly loan processing, customer onboarding, or compliance. Experience with real-time streaming platforms like Kafka or Kinesis. Familiarity with Infrastructure as Code tools (Terraform, CloudFormation). Knowledge of BI and data visualization tools (Tableau, Looker, Domo). Container orchestration experience (ECS, Kubernetes). Understanding of data lake architectures and Delta Lake. Technical Skills Programming: Python (expert), SQL (expert), Bash scripting. Cloud: AWS (Lambda, S3, API Gateway, CloudWatch, IAM). Data Warehouse: Snowflake, dimensional modeling, query optimization. ETL/ELT: dbt, pandas, custom Python workflows. DevOps: GitHub Actions, Docker, automated testing. APIs: REST integration, authentication, error handling. Data Formats: JSON, CSV, Parquet, Avro. Version Control: Git, GitHub workflows. What Sets You Apart Systems Thinking: You see the big picture, designing data flows that scale and adapt with the business. Problem Solver: You quickly diagnose and resolve complex data issues across diverse systems and APIs. Quality Advocate: You write comprehensive tests, enforce data quality standards, and proactively prevent data issues. Collaborative: You thrive working alongside analysts, developers, and product teams, ensuring seamless integration and teamwork. Continuous Learner: You actively seek emerging data technologies and best practices to drive innovation. Business Impact: You understand how your data engineering decisions directly influence and drive business outcomes. Benefits & Perks Competitive salary and comprehensive benefits (healthcare, dental, vision, 401k match) Hybrid work environment (primarily remote, with two days a week in downtown Columbus Ohio Professional growth opportunities and internal promotion pathways Collaborative, mission-driven culture recognized as a local and national "best place to work" If you don't think you meet all of the criteria below but still are interested in the job, please apply. Nobody checks every box, and we're looking for someone excited to join the team. Lower provides equal employment opportunities to all employees and applicants for employment and prohibits discrimination and harassment of any type without regard to race, color, religion, age, sex, national origin, disability status, genetics, protected veteran status, sexual orientation, gender identity or expression, or any other characteristic protected by federal, state or local laws. 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JobID: 210686904 JobSchedule: Full time JobShift: Day : Join a powerhouse team at the forefront of Home Lending Data & Analytics, where we partner with Product, Marketing, and Sales to solve the most urgent and complex business challenges. Our team thrives in a fast-paced, matrixed environment, driving transformative impact through bold analytics and innovative data science solutions. We are relentless in our pursuit of actionable insights, seamlessly engaging with stakeholders and redefining what's possible through strategic collaboration and visionary problem solving. If you're ready to shape the future of home lending with breakthrough ideas and data-driven leadership, this is the team for you. We are seeking a senior Data Scientist Lead to join our Home Lending Data & Analytics team, supporting Originations Product Team. This strategic role requires a visionary leader with a consulting background who excels at translating complex data into actionable business insights. The ideal candidate will be a recognized thought leader, demonstrating exceptional critical thinking and problem-solving skills, and a proven ability to craft and deliver compelling data-driven stories that influence decision-making at all levels. Success in this role requires not only technical expertise, but also the ability to inspire others, drive innovation, and communicate insights in a way that resonates with both technical and non-technical audiences. Key Responsibilities: * Identify, quantify, and solve obstacles to business goals using advanced business analysis and data science skillsets. * Recognize and communicate meaningful trends and patterns in data, delivering clear, compelling narratives to drive business decisions. * Serve as a data expert and consultant to the predictive modeling team, identifying and validating data sources. * Advise business and technology partners on data-driven opportunities to increase efficiency and improve customer experience. * Proactively interface with, and gather information from, other areas of the business (Operations, Technology, Finance, Marketing). * Extract and analyze data from various sources and technologies using complex SQL queries. * Summarize discoveries with solid data support and quick turnaround, tailoring messages for technical and non-technical audiences. * Influence upward and downward-mentor junior team members and interface with business leaders to drive strategic initiatives. * Foster a culture of innovation, attention to detail, and results within the team. Qualifications: * 6+ years of experience in business strategy, analytics, or data science. * 2+ years of experience in business management consulting. * Strong experience with SQL (query/procedure writing). * Proficiency in at least one versatile, cross-technology tool/language: Python, SAS, R, or Alteryx. * Demonstrated ability to craft compelling stories from data and present insights that influence decision-making. * Clear and succinct written and verbal communication skills, able to frame and present messages for different audiences. * Critical and analytical thinking, with the ability to maintain detail focus and retain big picture perspective. * Strong Microsoft Excel skills. * Ability to work independently, manage shifting priorities and projects, and thrive in a fast-paced, competitive environment. * Excellent interpersonal skills to work effectively with a variety of individuals, departments, and organizations. * Experience mentoring or leading teams is highly desirable. Preferred Background: * Experience in Mortgage Banking or Financial Services industry preferred. * Previous experience in consulting, with exposure to a variety of industries and business challenges. * Track record of successful stakeholder engagement and change management. * Recognized as a thought leader, with experience driving strategic initiatives and innovation.

General Electric Credit Union is a not-for-profit, member-owned full service financial institution headquartered in Cincinnati with branches in Ohio and Kentucky. At GECU, we pride ourselves on maintaining quality service, being an employee-friendly workplace, and developing our team members while teaching you the skills to lead you to career advancement opportunities. Overview: The Senior Data Engineer will play a key role in developing and optimizing GECU's data infrastructure to support the organization's data-driven initiatives. The Senior Data Engineer will be designing, building, and maintaining scalable data pipelines and systems, working with the data and development team Essential Responsibilities: Design, implement, and maintain robust, scalable, and high-performance data pipelines and ETL processes to collect, process, and store large volumes of structured and unstructured data. Collaborate with cross-functional teams to understand data requirements and translate them into technical solutions. Develop and maintain data warehouse and data lake solutions, ensuring data quality, integrity, and reliability. Optimize data pipelines and ETL processes for performance, efficiency, and cost-effectiveness, utilizing best practices and technologies. Implement data governance and security measures to ensure compliance with regulatory requirements and data privacy standards. Troubleshoot and resolve issues related to data processing, data quality, and system performance in a timely manner. Evaluate and recommend new technologies, tools, and frameworks to enhance the organization's data infrastructure and capabilities. Document technical specifications, data lineage, and system architecture to facilitate knowledge sharing and collaboration. Collaborate with other key data employees to maintain and publish data definitions and data catalogue. Stay up to date with industry trends and emerging technologies in data engineering and analytics. Education and Experience: High school diploma, or GED required; Bachelor's degree in Computer Science, Engineering, or related field; Master's degree is a plus. Minimum 6 years' experience in Data Engineering; working with data warehousing concepts, database technologies (e.g., SQL, NoSQL), and distributed computing architectures. Experience with Snowflake Data Warehouse preferred Knowledge, Skills, and Abilities: Strong programming skills in languages such as Python, Java, Scala, or SQL, with experience in data manipulation, transformation, and analysis. Knowledge of cloud platforms such as AWS, Azure, or Google Cloud Platform. Extensive knowledge of data modeling, schema design, and optimization techniques for relational and non-relational databases. Excellent problem-solving and troubleshooting skills, with the ability to diagnose and resolve complex technical issues. Strong communication and collaboration skills, with the ability to work effectively in a team environment and interact with stakeholders at all levels. Ability to perform independently and competently to accomplish necessary deliverables accurately and on time. Ability to assist and mentor Junior Data Engineers At GECU, we want to support your wellbeing by offering a wide range of benefits: Health, Dental and Vision insurance Life and Disability insurance options Paid Time Off starts accruing once hired and take your birthday off -paid 401k Retirement plan with up to a 10% match of your base gross compensation Tuition reimbursement opportunities & professional development Volunteer opportunities -and earn additional PTO hours! On-site clinics for Vaccines and Mammograms And many more! Come join GECU as we are a curated culture of respect, understanding, and mutual recognition. We believe forming bonds and connecting with each other only stands to strengthen the service we provide to our members in our mission of improving the Quality of Financial lives! General Electric Credit Union is an Equal Opportunity Employer

E*Pro Consulting service offerings include contingent Staff Augmentation of IT professionals, Permanent Recruiting and Temp-to-Hire. In addition, our industry expertise and knowledge within financial services, Insurance, Telecom, Manufacturing, Technology, Media and Entertainment, Pharmaceutical, Health Care and service industries ensures our services are customized to meet specific needs. For more details please visit our website ****************** Job Description Title : ETL Architect Location : Columbus, OH Type : Fulltime Permanent Work Status : US Citizen / GC / EAD (GC) Required Skills: • Responsible for Architecture, Design and Implementation of Data Integration/ETL, Data Quality, Metadata Management and Data Migration solutions using Informatica tools • Execute engagements as Data Integration-ETL Architect and define Solution Strategy, Architecture, Design and Implementation approach • Expertise in implementing Data Integration-ETL solutions which include components such as ETL, Data Migration, Replication, Consolidation, Data Quality, Metadata Management etc. using Informatica products (e.g. Power Center, Power Exchange, IDQ, Metadata Manager) • Responsible for Detailed ETL design, Data Mapping, Transformation Rules, Interfaces, Database schema, Scheduling, Performance Tuning, etc • Lead a team of designers/developers and guide them throughout the implementation life cycle and perform Code review • Engage client Architects, SMEs and other stakeholders throughout Architecture, Design and implementation lifecycle and recommend effective solutions • experience in multiple Databases such as Oracle, DB2, SQL Server, Mainframe, etc • Experience in Industry models such as IIW, IAA, ACORD, HL7, etc. and Insurance products (e.g. Guidewire) will be plus Additional Information All your information will be kept confidential according to EEO guidelines.