Senior Data Engineer - Periscope McKinsey & Co IncSenior Data Engineer - PeriscopeNew Jersey, NJYou will be leading and executing data engineering projects from inception to completion, ensuring timely delivery and high quality while you continuously monitor, troubleshoot, and improve data pipelines and workflows to ensure optimal performance and cost-effectiveness. You will collaborate with cross-functional teams to understand data needs and deliver solutions that meet business requirements, mentor, and educate junior engineers on best practices, emerging technologies, and efficient data engineering techniques.
Director - Data Analytics & Engineering MSIG HoldingsDirector - Data Analytics & EngineeringWarren, New JerseyRemoteThis is a senior leadership role responsible for building, managing, and scaling a high-performing team of data engineers, analytics engineers, and BI developers — delivering the data infrastructure, pipelines, and insights that power our P&C insurance business. Reporting directly to the CDAO, you will own the end-to-end delivery of MSIG USA's data engineering platform and analytics capabilities — from raw data ingestion and pipeline orchestration through curated data products, semantic models, and executive-facing dashboards.
Lead Data Engineer TodayTix, Inc.Lead Data EngineerNew York, NY$195,000–$215,000 / yearAbout the Role: We're looking for a Lead Data Engineer to join TodayTix Group and own how we scale our data platform - the backbone connecting product, growth, finance, and CX to a single source of truth, plus increasingly the substrate AI tooling across the company queries directly. About TodayTix Group: TodayTix Group (TTG) is the global e-commerce leader for cultural experiences, designing frictionless discovery and purchase journeys through innovative product design and industry-leading technology.
Staff / Principal Data Engineer AppGate Cybersecurity, Inc.Staff / Principal Data EngineerNew York, NY$180–$270Build low-latency batch and streaming pipelines that ingest signals from internal and external sources, normalize them to a common schema, enrich them with context and serve model-ready data to the layers above. Extensive experience building and operating large-scale data platforms and data lakes, with comfort working at high data volumes.
Senior Data Engineer Mitchell MartinSenior Data EngineerNew York, NY$130,000–$170,000 / 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. SQL | Python | Data Processing Frameworks | Orchestration Tools | Cloud Services | Data Transformation Tools | Version-controlled Analytics Workflows.
Software Engineer - Reference Data (Java/Sql) Virtu Financial Inc.Software Engineer - Reference Data (Java/Sql)New York, NY$175,000–$200,000 / yearWe are looking for a seasoned engineer to build and maintain the system that produces essential reference data that is critical for most systems throughout Virtu: trading systems, quantitative research systems, and back office systems. Our market structure expertise, broad diversification, and execution technology enables us to provide competitive bids and offers in over 19,000 securities, at over 235 venues, in 36 countries worldwide.
Data Engineer - AWS JSR Tech ConsultingData Engineer - AWSNewark, NJ$60–$70 / hourSolid experience with AWS services: CloudFormation, S3, Athena, Glue, EMR/Spark, RDS, Redshift, DynamoDB, Lambda, Step Functions, IAM, KMS, Secrets Manager. Build robust data ingestion pipelines (from on-prem to AWS and within AWS) using AWS services such as Glue, Redshift, S3, Lambda, EMR/Spark, Kinesis, and SQS.
Lead Data Engineer TodayTixLead Data EngineerNew York, NY$195,000–$215,000 / yearAbout the Role: We're looking for a Lead Data Engineer to join TodayTix Group and own how we scale our data platform - the backbone connecting product, growth, finance, and CX to a single source of truth, plus increasingly the substrate AI tooling across the company queries directly. About TodayTix Group: TodayTix Group (TTG) is the global e-commerce leader for cultural experiences, designing frictionless discovery and purchase journeys through innovative product design and industry-leading technology.
Senior Data Engineer - Analytics Platform TruMid Financial LLCSenior Data Engineer - Analytics PlatformNew York, NY$200,000–$250,000 / yearFounded in 2014 by a team of fixed income market experts, Trumid has quickly become one of the top three corporate bond e-trading platforms in the U.S. Today, over 1,300 traders from an extensive and expanding client network of 890+ buy-and sell-side institutions transact on Trumid monthly. In this role, you will use dbt to design and implement scalable data models in BigQuery aimed at making complex data digestible for internal and external stakeholders via reports and BI tools as well as agentic AI products within our tech stack.
NewData Engineer Phaxis LLCData EngineerEdison, NJ$70,000–$100,000 / yearOur client, a growing financial firm in Edison, NJ is looking for a Data Engineer to join the team and grow. Databricks, Spark, and cloud technology experience a plus.
Data Engineer Ascot Group LtdData EngineerISELIN, NJ$95,000–$110,000 / yearCompany Benefits: The Company provides a competitive benefits package that includes the following (eligibility requirements apply): Health and Welfare Benefits: Medical (including prescription coverage), Dental, Vision, Health Savings Account, Commuter Account, Health Care and Dependent Care Flexible Spending Accounts, Life Insurance, AD&D, Work/Life Resources (including Employee Assistance Program), and more. Leave Benefits: Paid holidays, annual Paid Time Off (includes paid state /local paid leave where required), Short-term Disability, Long-term Disability, Other leaves (e.g., Bereavement, FMLA, Adoption, Maternity, Military, Primary & Non-Primary Caregiver).
Data Engineer, Finance Ascot Group LtdData Engineer, FinanceISELIN, NJ$95,000–$110,000 / yearCompany Benefits: The Company provides a competitive benefits package that includes the following (eligibility requirements apply): Health and Welfare Benefits: Medical (including prescription coverage), Dental, Vision, Health Savings Account, Commuter Account, Health Care and Dependent Care Flexible Spending Accounts, Life Insurance, AD&D, Work/Life Resources (including Employee Assistance Program), and more. Leave Benefits: Paid holidays, annual Paid Time Off (includes paid state /local paid leave where required), Short-term Disability, Long-term Disability, Other leaves (e.g., Bereavement, FMLA, Adoption, Maternity, Military, Primary & Non-Primary Caregiver).
Data Engineer Kforce Inc.Data EngineerNew York, NY$55–$65Employee pay is based on factors like relevant education, qualifications, certifications, experience, skills, seniority, location, performance, union contract and business needs. By clicking “Apply Today” you agree to receive calls, AI-generated calls, text messages or emails from Kforce and its affiliates, and service providers.
Senior Data Engineer Capital Rx, Inc.Senior Data EngineerNew York, NY$139,600–$174,500 / yearBy delivering true price transparency, eliminating unnecessary middleman fees, and leveraging advanced AI-powered care delivery, Judi Health helps clients achieve unprecedented operational efficiency and service levels. Judi Health is a full-service pharmacy benefit manager (PBM) and pharmacy benefit administrator (PBA), advancing our nation's electronic healthcare infrastructure to improve drug price visibility and patient outcomes.
Data Engineer II Capital Rx, Inc.Data Engineer IINew York, NY$108,800–$136,000 / yearBy delivering true price transparency, eliminating unnecessary middleman fees, and leveraging advanced AI-powered care delivery, Judi Health helps clients achieve unprecedented operational efficiency and service levels. Capital Rx is a full-service pharmacy benefit manager (PBM) and pharmacy benefit administrator (PBA), advancing our nation's electronic healthcare infrastructure to improve drug price visibility and patient outcomes.
Sr Data Engineer with Python & Databricks Phaxis LLCSr Data Engineer with Python & DatabricksEdison, NJ$140,000–$170,000 / yearDesign, develop, and implement complex data integrations across Databricks, cloud platforms (AWS, Azure, or GCP), enterprise applications, APIs, and modern data ecosystems to enable reliable, scalable data exchange and processing. Demonstrated experience designing and implementing enterprise-scale data integrations across Databricks, cloud platforms (AWS, Azure, or GCP), enterprise applications, APIs, and modern data ecosystems.
Data Engineer (Market Data) RAPS Consulting IncData Engineer (Market Data)Newark, NJThe role focuses on building scalable data pipelines, integrating external market data sources like Bloomberg and Reuters, and ensuring high-quality data for trading, risk, and analytics systems. Data Engineering & Pipeline Development Design, build, and maintain scalable data pipelines and ETL processes for market and reference data.
DataBricks Data Engineer AxelonDataBricks Data EngineerNew York, NY$75–$85 / hourStay up to date with Databricks features and enhancements (Unity Catalog, Delta Live Tables, Photon, etc.), and proactively identify opportunities to leverage them to improve data quality, performance, and analytics capabilities. Maintain and optimize all current Databricks workspaces and pipelines; capture and deliver requirements for new or improved functionality to achieve further automation and integration of data and processes.
2027 Technology, Data, AI & Ventures Summer Internship Program - Platform Engineer Intern New York Life Insurance Co2027 Technology, Data, AI & Ventures Summer Internship Program - Platform Engineer InternNew York, NY$30–$35 / hourAcross technology, data, AI, cyber, product, digital experience, architecture and infrastructure, TDAV combines the scale and investment of an industry leader with the opportunity to work with leading-edge technologies and help shape how a world-class financial services company competes in the AI era - all backed by the stability and purpose of a mutual company built to last. As part of the Technology, Data & Analytics Ventures (TDAV) Internship Program, this posting represents one of seven specialized internship opportunities: AI Engineer (MLOps), Software Engineer, Data Engineer, Platform Engineer, Security Engineer, Data Scientist, and Analyst.
2027 Technology, Data, AI & Ventures Summer Internship Program - AI Engineer (MLOps) Intern New York Life Insurance Co2027 Technology, Data, AI & Ventures Summer Internship Program - AI Engineer (MLOps) InternNew York, NY$30–$35 / hourAcross technology, data, AI, cyber, product, digital experience, architecture and infrastructure, TDAV combines the scale and investment of an industry leader with the opportunity to work with leading-edge technologies and help shape how a world-class financial services company competes in the AI era - all backed by the stability and purpose of a mutual company built to last. Example projects include designing and testing new patterns for model deployment using Python APIs, improving MLOps and DevOps platforms through dashboards and monitoring tools like New Relic, and contributing to automation frameworks that ensure model reliability and performance at scale.
Senior Data Engineer I - QuantumBlack, AI by McKinsey McKinsey & Co IncSenior Data Engineer I - QuantumBlack, AI by McKinseyNew Jersey, NJStrong experience building Agentic AI, Generative AI, Machine Learning, and Business Intelligence systems, including prompt design, retrieval-augmented generation (RAG), embeddings, vector databases, context construction, and output handling in production workflows using modern frameworks (Spark, LangChain, Databricks, Dask, Airflow, Dagster, Kedro, etc.). Youll lead the integration of machine learning, Generative AI capabilities and agentic frameworks into client solutions, designing MLOps/LLMOps-focused architectures for model management, observability, and automated retraining.
Senior Data Engineer I - QuantumBlack, AI by McKinsey (Critical Industries) McKinsey & Co IncSenior Data Engineer I - QuantumBlack, AI by McKinsey (Critical Industries)New Jersey, NJStrong experience building Agentic AI, Generative AI, Machine Learning, and Business Intelligence systems, including prompt design, retrieval-augmented generation (RAG), embeddings, vector databases, context construction, and output handling in production workflows using modern frameworks (Spark, LangChain, Databricks, Dask, Airflow, Dagster, Kedro, etc.). Youll lead the integration of machine learning, Generative AI capabilities and agentic frameworks into client solutions, designing MLOps/LLMOps-focused architectures for model management, observability, and automated retraining.
Data Engineer II - Zelle Early Warning Services LLCData Engineer II - ZelleNew York City, NY$97,000–$124,000 / yearEarly Warning Services takes into consideration a variety of factors when determining a competitive salary offer, including, but not limited to, the job scope, market rates and geographic location of a position, candidate's education, experience, training, and specialized skills or certification(s) in relation to the job requirements and compared with internal equity (peers). Healthcare Coverage - Competitive medical (PPO/HDHP), dental, and vision plans as well as company contributions to your Health Savings Account (HSA) or pre-tax savings through flexible spending accounts (FSA) for commuting, health & dependent care expenses.
Senior Developer I - Data Engineer Neuberger Berman Group LLCSenior Developer I - Data EngineerNew York, NY$110,000–$150,000 / yearAn employee's pay position within the salary range will be based on several factors including, but limited to, relevant education, qualifications, certifications, experience, skills, seniority, geographic location, business sector, performance, shift, travel requirements, sales or revenue-based metrics, market benchmarking data, any collective bargaining agreements, and business or organizational needs. Design, build, and maintain scalable ETL/ELT data pipelines that ingest and normalize large volumes of structured and unstructured data from multiple fund administrators with inconsistent booking conventions across diverse fund structures and jurisdictions.
Senior Data Engineer - PGIM Technology (Hybrid - Newark, NJ) Prudential Financial IncSenior Data Engineer - PGIM Technology (Hybrid - Newark, NJ)Newark, NJ$115,000–$155,000 / yearWork/Life Resources to help support topics such as parenting, housing, senior care, finances, pets, legal matters, education, emotional and mental health, and career development. This role will focus on hands-on engineering, including data ingestion, transformation, and enabling AI use cases such as semantic search and Retrieval-Augmented Generation (RAG).
Data Engineer I-Pathology Molecular and Cell Based Medicine Mount Sinai Health SystemData Engineer I-Pathology Molecular and Cell Based MedicineNew York, NY$85,280.03–$109,200.06 / yearWe are consistently ranked by U.S. News & World Report's Best Hospitals, receiving high "Honor Roll" status, and are highly ranked: No. 1 in Geriatrics, top 5 in Cardiology/Heart Surgery, and top 20 in Diabetes/Endocrinology, Gastroenterology/GI Surgery, Neurology/Neurosurgery, Orthopedics, Pulmonology/Lung Surgery, Rehabilitation, and Urology. Mount Sinai advances health for all people, everywhere, by taking on the most complex health care challenges of our time - discovering and applying new scientific learning and knowledge; developing safer, more effective treatments; educating the next generation of medical leaders and innovators; and supporting local communities by delivering high-quality care to all who need it.
Senior Associate - Data Engineer New York Life Insurance CoSenior Associate - Data EngineerNew York, NY$124,000–$177,000 / yearAs a key member of Enterprise Data Platform team, you will work with talented engineers, architects, data scientists and end users to reimagine, design and build the next generation of Insurance solutions in the cloud leveraging nascent and modern technologies and platforms including AWS and Azure cloud, APIs, and AI. What You'll Do: Engages in collaborative relationships across architecture, product management, data and product delivery teams to design, implement solutions based on defined business challenges and outcomes.
Senior Data Engineer BdiplusSenior Data EngineerNew York, NY$140,000–$200,000Our engineers are AI-native , leveraging tools like Claude Code from day one to deliver faster, higher-quality solutions than traditional consulting teams. BDIPlus is a data and AI consulting firm with deep experience delivering for Fortune 500 clients, including American Express and Morgan Stanley.
Snowflake Data Engineer Kasmo IncSnowflake Data EngineerJersey City, NJRemoteDay to day, the engineer will build and optimize medallion-architecture data models across bronze, silver, and gold layers; develop semantic views and business-friendly abstractions on curated Snowflake data; partner with product, analytics, and engineering teams to translate requirements into reusable data products; and help operationalize Snowflake Cortex capabilities for semantic intelligence and agent-driven analytics use cases. The resource will also help establish engineering patterns for semantic layer implementation, data quality validation, performance tuning, lineage-aware transformations, and governed access patterns so that agentic and analytical workloads can scale reliably on Snowflake.
Data Engineer Newsela Inc.Data EngineerNYRemote$100,000–$120,800 / yearGrounded in learning science research, Newsela's solutions integrate content, assessment, and analytics to help educators track progress, understand student outcomes, and deliver high-impact instruction that supports every learner. Professional Development: Newsela offers an annual learning and development allowance to employees to attend external training sessions, classes, workshops, conferences, and educational materials to foster professional growth within their current role and career aspirations at Newsela.
Lead – Azure Data Engineer PamTen IncLead – Azure Data EngineerJersey City, NJExposure to DevOps methodologies with practical experience in Azure DevOps (ADO), including configuration of CI/CD pipelines, managing build releases, and automating deployments across development and production environments. We are seeking an experienced Data Engineer with strong expertise in Azure cloud services, Data Engineering practices, and DevOps automation, combined with a solid understanding of the Property & Casualty (P&C) Insurance domain.
Senior Software Engineer, Data Engineering Rockstar GamesSenior Software Engineer, Data EngineeringManhattan, NY$121,400–$161,800 / yearRockstar Games is seeking a Senior Software Engineer in Data Engineering to join a team focused on building a cutting-edge game analytics platform and tools to better understand our players and enhance their experience in our games. In collaboration with Data Engineers, Machine Learning Engineers, and other Software Engineers, the candidate will empower the team of Analysts and Data Scientists to deliver data driven insights and applications to company stakeholders.
Data QA / ETL Test Engineer PamTen IncData QA / ETL Test EngineerJersey City, NJThis role requires strong hands-on experience in ETL testing, data validation, and automation, along with the ability to work closely with onsite stakeholders and offshore teams. Perform root cause analysis (RCA) for data defects and ETL issues, and work with data engineering teams to drive resolution.
Senior Data Integration Engineer Phaxis LLCSenior Data Integration EngineerIselin, NJ$170,000 / year5+ years of data integrations / operations engineering experience. -strong Python understanding/experience, SQL database experience.
NewSr. Principal Data Center Electrical Product Development Engineer Oracle CorpSr. Principal Data Center Electrical Product Development EngineerNY$146,300–$306,400 / yearDefine equipment qualification processes including Factory Acceptance Testing (FAT), Site Acceptance Testing (SAT), reliability testing, environmental testing, and long-term performance validation. Oracle maintains broad salary ranges for its roles in order to account for variations in knowledge, skills, experience, market conditions and locations, as well as reflect Oracle''s differing products, industries and lines of business.
NewPrincipal Data Center Electrical Product Development Engineer Oracle CorpPrincipal Data Center Electrical Product Development EngineerNY$114,600–$234,600 / yearDefine equipment qualification processes including Factory Acceptance Testing (FAT), Site Acceptance Testing (SAT), reliability testing, environmental testing, and long-term performance validation. Oracle maintains broad salary ranges for its roles in order to account for variations in knowledge, skills, experience, market conditions and locations, as well as reflect Oracle''s differing products, industries and lines of business.
Data Operations Engineer Gerson Lehrman Group IncData Operations EngineerNew York, NY$101,500–$122,000 / yearWe connect global decision-makers-from hedge fund managers and private equity partners to strategy leaders at Fortune 500s-with the specific, authoritative voices required to answer their most critical questions. Our Product Engineering group is responsible for GLG's technology platforms that connect GLG's clients with the insights needed to make important business decisions.
NewMicrosoft Data, AI and Azure Sales Specialist SoftwareONE Holding LtdMicrosoft Data, AI and Azure Sales SpecialistNY$130,000–$150,000 / yearPartnering with Account Managers and Customer Executives, this role identifies, shapes, and advances Data & AI opportunities across Azure, Microsoft Fabric, and AI workloads - turning customer ambition into funded, measurable initiatives. Working familiarity with Microsoft's modern data stack - Azure Data Factory, Azure Synapse Analytics, Microsoft Fabric, Azure OpenAI Service, and Power BI - sufficient to lead value conversations without deep engineering support.
Lead Principal Data Systems Software Engineer Oracle CorpLead Principal Data Systems Software EngineerNY$122,800–$306,400 / yearPlanning & Execution: Manages and provides direction on timelines, deliverables, and budgets when applicable for critical high-impact projects or initiatives that impact the line of business, ensuring timely completion and adherence to requirements. Issue/Defect Collaboration - Software Products Support: Collaborates with stakeholders internally and externally to lead efforts to understand customer issues, root causes, and mitigation to align and explain rationale behind solutions.
NewSenior BI / Data Platform Engineer BC ForwardSenior BI / Data Platform EngineerJersey City, NJ$68–$68.25 / hourFull timeWith delivery centers and offices across North America and India, we take pride in building long-term relationships and delivering excellence through innovation, collaboration, and integrity. BCforward is a leading global IT consulting and workforce solutions firm providing services and support to Fortune 500 and government clients.
Principal Data Center Facilities Engineer Oracle CorpPrincipal Data Center Facilities EngineerNY$126,200–$264,100 / yearData Center Operations Management: Serve as principal SME for complex and novel scenarios in operations of mission-critical systems (power, cooling, BAS, fire/life safety); leads CAB process for change management and operational readiness for upgrades and expansion. Incident Management and Operation Improvement: Lead high-severity incident response across regions; coordinate rapid stabilization, stakeholder communications, and executive updates; ensure durable corrective and preventive actions are implemented at scale.
Senior Associate - Data Protection Engineer New York Life Insurance CoSenior Associate - Data Protection EngineerNew York, NY$124,000–$177,000 / yearWorking closely with data governance analysts, product managers, and technology teams, the data governance engineer enhances data discoverability, quality, and compliance across the enterprise; supporting New York Life's Data Strategy and enabling timely, data-driven decisions built on trusted information. By embracing a broad range of perspectives and experiences, we achieve greater success and fulfill our promise of providing financial security and peace of mind to families across all communities.
Senior Software Engineer - MDM, Master Data Management Prudential FinancialSenior Software Engineer - MDM, Master Data ManagementNewark, New JerseyAs a Senior Software Engineer (MDM) in the Chief Data Office (CDO), you will partner closely with architects, product owners, tech leads, designers, engineers, and delivery professionals to enhance our Master Data Management (MDM) platform. In this role, you will bring strong problem-solving abilities, clear communication, and effective teamwork, along with agile ways of working, solid business insight, an inclusive leadership mindset, and a continuous learning focus to everything you do.
Data Center Engineer Cboe Global Markets, IncData Center EngineerSecaucus, NJ$93,500–$121,000 / yearThis role is ideal for someone who is detail oriented, organized, comfortable in datacenter settings, and eager to grow within a highly reliable, mission critical environment and experienced performing largescale MAC (Moves, Adds, Changes) activities. We are hiring a Datacenter Engineer to support the mission critical infrastructure that powers our markets, market data services and member connectivity responsible from all aspects of Cboe's datacenter physical footprint.
Senior Data Center Design Mechanical Engineer Oracle CorpSenior Data Center Design Mechanical EngineerNY$120,100–$251,600 / yearWith extensive experience designing and delivering mission critical facilities and professional qualifications in mechanical engineering the role is responsible for all design decisions related to assigned datacenter projects: site selection, new construction, phased expansion, retrofits and upgrades and acquisition conversions. Oracle maintains broad salary ranges for its roles in order to account for variations in knowledge, skills, experience, market conditions and locations, as well as reflect Oracle''s differing products, industries and lines of business.
NewLead Data Engineer BdiplusLead Data EngineerNew York, NY$120,000–$140,000Our engineers are AI-native , leveraging tools like Claude Code from day one to deliver faster, higher-quality solutions than traditional consulting teams. BDIPlus is a data and AI consulting firm with deep experience delivering for Fortune 500 clients, including American Express and Morgan Stanley.
Senior/Staff Software Engineer, Data Infrastructure Group Voleon Capital Management LpSenior/Staff Software Engineer, Data Infrastructure GroupNew York City, NYBuild scalable data infrastructure and shape the developer experience, tackling projects such as owning data cataloging, versioning, and lineage to support seamless research and production workflows. Experience building data platforms with a developer experience lens - designing APIs, access patterns, or tooling that abstracts infrastructure complexity from end users.
Senior/Staff Software Engineer, Data Engineering Team Voleon Capital Management LpSenior/Staff Software Engineer, Data Engineering TeamNew York City, NYThis includes procurement and ingestion of new datasets, enabling the use of data in research and production environments, building data-related systems and tooling, and collaborating closely with various teams to facilitate data consumption. Lead complex projects from start to finish, including gathering requirements, creating a robust software design, reasoning about supporting or dependent technologies, and communicating effectively with stakeholders, collaborators, and teammates.
Software Engineer - Reference Data Java/SQL Virtu Financial IncSoftware Engineer - Reference Data Java/SQLNew York, NY$175,000–$200,000 / yearWe are looking for a seasoned engineer to build and maintain the system that produces essential reference data that is critical for most systems throughout Virtu: trading systems, quantitative research systems, and back office systems. Our market structure expertise, broad diversification, and execution technology enables us to provide competitive bids and offers in over 19,000 securities, at over 235 venues, in 36 countries worldwide.
Sr. Reverse Engineer dv01 IncSr. Reverse EngineerNY$130,000–$140,000 / yearA Senior Reverse Engineer marries quantitative skills with a deep understanding of ABS, RMBS, Private Credit, Structured Finance, and Mortgage markets to ensure that users, across all of the asset classes dv01 serves, receive accurate deal data and cashflows. Because securitization cashflows are dependent on loan level data and impact various products, Reverse Engineers partner closely with our Integration, QA and Data Engineering teams in ensuring valid cashflow projections.