NewData Analyst/Engineer - Entry Level SynergisticITData Analyst/Engineer - Entry LevelNew York, NY$91,000–$136,000 / yearFull timeSince 2010, Synergisticit has helped thousands of candidates land full-time jobs at tech leaders like Google, Apple, PayPal, Visa, Western Union, Wells Fargo, Intel, Paypal, JPMC, Wayfair, BOA, CITI and hundreds more with Job offers of $95k to $154k. Currently, We are looking for entry-level software programmers, Java Full stack developers, Python/Java developers, Data analysts/Data Engineers/ Data Scientists, Machine Learning engineers for full time positions with clients.
Senior Data Engineer, BI United Nations Federal Credit UnionSenior Data Engineer, BINew York, NY$115,000 / yearFull timeDesign, develop, and optimize complex T-SQL stored procedures, functions, and database objects for high-volume OLTP and Data Warehouse environments, with expertise in transaction isolation levels, table hints, deadlocks, linked servers, OPENQUERY, triggers, and column-level encryption. Develop and implement solutions in Microsoft PowerBI and Microsoft Fabric, including Lakehouse/Warehouse modeling, Dataflows Gen2, Pipelines, and Semantic Models; support the modernization of existing ETL and reporting assets into Fabric and Azure cloud-based frameworks.
Senior Third Party Risk Management Analyst United Nations Federal Credit UnionSenior Third Party Risk Management AnalystNew York, NY$105,000 / yearSupport the TPRM framework to ensure alignment with organizational objectives and regulatory requirements, with primary responsibility for tracking of end to end third party risk assessment process, which includes risk reviews, documenting findings in the risk register, coordinating follow-ups with the third parties and the business unit owners, and facilitating the collaboration and documentation of the related risk acceptance with the business unit owner.• • Collaborate with business unit owners to communicate findings, develop risk mitigation strategies, and provide insights that support the TPRM Framework.• Support ongoing monitoring and risk-remediation activities by assisting in tracking vendor exceptions and issues, updating risk profiles, and documenting remediation steps.•
Real Estate Paralegal - (Analyst) JobotReal Estate Paralegal - (Analyst)New York, NY$90,000–$130,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. Must be comfortable working directly with title companies, zoning consultants, surveyors, and various agencies to assist closing attorneys.
Sales/Financial Analyst JobotSales/Financial AnalystEdison, NJ$100,000–$140,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. If you are a driven individual with a passion for sales analysis and a desire to make a significant impact in the healthcare industry, we would love to hear from you.
Senior Tax Analyst - Partnerships Kforce Inc.Senior Tax Analyst - PartnershipsPriceton, NJ$100,000–$115,000Summary: The candidate will be responsible for supporting the Senior Manager for all tax planning activities, including US federal and state income tax, transaction tax return support, cash tax optimization, credits and incentives, and transaction diligence. 3+ years of federal and state tax compliance or planning for partnerships with a public accounting firm or large corporate tax department; Experience with private equity or real estate tax is a plus.
NewData Engineer ECLAROData EngineerRutherford, NJPosition Overview: Will be responsible for Development and Testing of Data Integration Workflows (ETL Packages, Stored Procedures, UDF, Ad Hoc-Queries), Test Plans and Test Cases using Microsoft Technologies such as SSIS, SSAS and SQL Server Database, as well as company-wide Document Management. Leadership (if applicable): Motivates employees to exercise their talents to the fullest and holds them accountable for their best efforts; provides support to develop potential skills for improved individual growth and trains and empowers subordinates effectively.
NewJapanese -Bilingual Global Incident Response (GIR) Analyst Corporate Solutions TechJapanese -Bilingual Global Incident Response (GIR) AnalystJersey City, NJ$50–$55 / hourContractorCandidates with strong analytical skills, technical aptitude, and bilingual communication abilities are encouraged to apply, even if they have limited hands-on cybersecurity experience, as relevant technical knowledge and the willingness to learn are valued. This role involves analyzing security alerts, identifying potential threats, supporting incident response activities, and helping protect critical systems and data.
NewAccounts Receivable Analyst - Hybrid Kforce Inc.Accounts Receivable Analyst - HybridDayton, NJRemote$60,000–$65,000By clicking “Apply Today” you agree to receive calls, AI-generated calls, text messages or emails from Kforce and its affiliates, and service providers. Employee pay is based on factors like relevant education, qualifications, certifications, experience, skills, seniority, location, performance, union contract and business needs.
Marketing Analyst/Coordinator TeleWorld SolutionsMarketing Analyst/CoordinatorNJIn this role, you will play a key part in coordinating cross-functional initiatives, supporting sales and supply chain strategies, managing operational processes, and ensuring alignment across internal teams. You will help maintain the operational rhythm of the business by supporting presentation development, forecasting activities, vendor coordination, administrative functions, and day-to-day project management support.
Reinsurance Analyst - Ceded Treaty Focus - Hybrid Kforce Inc.Reinsurance Analyst - Ceded Treaty Focus - HybridNew York, NY$190,000–$250,000Work in partnership with Global Commercial Casualty Underwriting, Finance, Actuarial, and Claims to collect and analyze data, risk profiles, loss history, and submission information. Employee pay is based on factors like relevant education, qualifications, certifications, experience, skills, seniority, location, performance, union contract and business needs.
NewSenior Tax Analyst Kforce Inc.Senior Tax AnalystNew York, NY$125,000–$149,5005+ years of progressive tax experience with a Big 4 or a similar public accounting firm and/or private industry in-house tax (preferably with some exposure to real estate entities). Employee pay is based on factors like relevant education, qualifications, certifications, experience, skills, seniority, location, performance, union contract and business needs.
NewTax Analysts Kforce Inc.Tax AnalystsNew York, NY$85,000–$115,000Employee 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.
Vendor Management Analyst IconmaVendor Management AnalystHopewell, NJ$15.86–$24.82 / hourRequests and evaluates Corrective Action Plans for adequacy, works with vendor on required changes, communicates approval of CAP to the vendors, and monitors open Corrective Action Plans. Identifies and implements process improvements targeted to improve operational efficiencies and delivery of customer service.
NewBCBA Board Certified Behavior Analyst - Remote Lighthouse CHBCBA Board Certified Behavior Analyst - RemoteBrooklyn, NYRemote$65–$80 / hourLighthouse is a New York City-based specialized agency dedicated to providing top-quality Applied Behavior Analysis (ABA) therapy services for children with autism. We value compassion, dedication, and professional growth, placing a strong focus on fostering a supportive environment where our team members can grow and thrive.
NewSenior Software Engineer, Data CLEAR (clearme.com)Senior Software Engineer, DataNew York, NY$225,000–$300,000 / yearDelivery throughput & self-service enablement: Lead time from request to production for new data sources and models, adoption and effectiveness of self-service tooling, reduction in manual engineering support for common workflows, and on-time delivery of roadmap initiatives. 6+ years of data engineering experience with strong Python and SQL skills, including designing and operating scalable batch and/or streaming data pipelines and orchestration (e.g., Dagster, Airflow, Luigi, dbt, Snowflake, Spark, Kafka, Databricks, or similar technologies).
NewVice President / Director, Credit Analyst (Mortgage Sector) AxelonVice President / Director, Credit Analyst (Mortgage Sector)New York, NY$65–$72 / hourServe as a technical subject-matter expert on agency residential and commercial MBS, TBA, CMO, and DUS products for the Institutional Credit Analyst Team, Sales, and Trading teams. Collaborate with internal stakeholders, including coverage bankers, business lines, and risk teams, to provide credit expertise and support.
Data Warehouse Engineer Mitchell MartinData Warehouse EngineerNew York, NY$90,000–$115,000 / 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. We run a centralized data team that serves the entire organization, both delivering analytics and operating business-critical data and software pipelines that directly affect the lives of our consultants.
NewTechnical Analyst, Life Safety Princeton UniversityTechnical Analyst, Life SafetyPrinceton, NJThe technical analyst leads cross-functional projects, translates business needs into scalable system designs, and ensures the reliability, security, and usability of facilities applications. This role collaborates closely with Facilities, university departments, and external partners to deliver innovative technical solutions that enhance operational efficiency and service delivery.
NewAdministrative/Quality Assurance Analyst AxelonAdministrative/Quality Assurance AnalystNew York, NY$50–$70 / hour3+ years of project management experience; ability to plan and lead projects, facilitate project scope, develop project plans, manage timelines, and provide direction and support to project teams. Maintain a central repository of all hospital survey activity and provide key reports to leadership.
Corporate Vice President - Data Catalog Lead New York Life Insurance CompanyCorporate Vice President - Data Catalog LeadNew York, NY$147,500–$211,000 / yearThis position would lead a team of data governance analysts and engineers and collaborate with product managers, technology teams and data owners/steward from the business to deliver capabilities like enterprise data catalog, end to end data lineage, semantic layer for AI use cases and governance workflows using platforms such as Atlan and Unity Catalog. • Lead the engineering design and development of data governance platforms (ATLAN), including but not limited to: • Product engineering and bespoke solution development in partnership with infrastructure, data engineering & the vendor partners.
Senior Analyst, Portfolio Analytics ICONIQ CapitalSenior Analyst, Portfolio AnalyticsNew York, NY$120,000–$130,000 / yearWith over $100B assets under management, we seek to build resilient investment portfolios, partner with inspired entrepreneurs transforming industries, manage our clients’ lives and legacies, and create uncommon opportunities across sectors and society. As a Senior Analyst, Portfolio Analytics, you will play a key role in scaling and enhancing our portfolio data infrastructure, supporting strategic initiatives, and helping drive operational excellence through analytics, automation, and emerging technologies.
BI Developer United Nations Federal Credit UnionBI DeveloperNew York, NY$105,000 / yearRegardless of seniority or role, uphold UNFCU’s mission, core values, and guiding principles by providing an exceptional service experience to colleagues and members alike through consistent demonstration of our service excellence behaviors. Demonstrate some working knowledge with data warehouse and display excellent communication skills to be comfortable enough to interact with business areas to gather requirements and deliver BI solutions.
Lead Support Analyst STAND 8Lead Support AnalystNew York, NY$1–$60 / hourFull timeThe Lead Support Analyst plays a critical leadership role within the Scheduling Platforms group, overseeing the support, stability, and performance of mission-critical scheduling applications used across global media operations. STAND 8 provides end to end IT solutions to enterprise partners across the United States and with offices in Los Angeles, New York, New Jersey, Atlanta, and more including internationally in Mexico and India.
NewMedicaid Senior Analyst System OneMedicaid Senior AnalystEast Windsor, NJ$75,000–$90,000 / yearIdeal candidates bring 3–6 years of pharma Medicaid rebate experience, strong Excel and large-dataset skills, and hands-on experience with Medicaid rebate platforms (such as iContracts or Model N) plus an ERP (such as Oracle or NetSuite). You’ll lead dispute management and analytics, build dashboards and KPIs for leadership, and partner closely with Government Pricing and Finance on URA changes, restatements, accruals, and gross-to-net impacts.
Senior Analyst, Talent Management ICONIQ CapitalSenior Analyst, Talent ManagementNew York, NY$100,000–$115,000 / yearAs a Senior Analyst on the Employee Engagement & Development team, you’ll play a key role in driving the efficiency and effectiveness of our Learning & Development initiatives—ensuring smooth operations, managing systems, coordinating logistics, and bringing learning programs to life. With over $100B assets under management, we seek to build resilient investment portfolios, partner with inspired entrepreneurs transforming industries, manage our clients’ lives and legacies, and create uncommon opportunities across sectors and society.
Senior Analyst, People Operations ICONIQ CapitalSenior Analyst, People OperationsNew York, NY$105,000–$120,000 / yearWith over $100B assets under management, we seek to build resilient investment portfolios, partner with inspired entrepreneurs transforming industries, manage our clients’ lives and legacies, and create uncommon opportunities across sectors and society. ICONIQ is seeking a Senior Analyst to join the Compensation & People Operations team within Human Capital, playing a critical role in advancing the firm’s people strategy through project management, process optimization, and operational excellence.
NewPEOPLESOFT INTEGRATOR / ANALYST (HCM) NeotecraPEOPLESOFT INTEGRATOR / ANALYST (HCM)Bowling Green, NYFull timeThis consultant will be responsible for implementing new PeopleSoft modules, functionality, or enhancements and supporting existing modules currently in production. Participate in testing of new functionalities, including end-to-end testing and system integration testing.
NewEnvironmental Quality Analyst 1 Pace Analytical ServicesEnvironmental Quality Analyst 1Fairfield, NJ$22 / hourProvide analysis, interpretation, and guidance to staff, management, and functional leaders regarding quality policies, programs, and practices, including support for operational improvements and change initiatives. See Pace Analytical Privacy Policy at https://www.pacelabs.com/privacy-policy/ and SonicJobs Privacy Policy at https://www.sonicjobs.com/us/privacy-policy and Terms of Use at https://www.sonicjobs.com/us/terms-conditions.
Analyst, Financial Advisory ICONIQ CapitalAnalyst, Financial AdvisoryNew York, NY$90,000–$105,000 / yearWith over $100B assets under management, we seek to build resilient investment portfolios, partner with inspired entrepreneurs transforming industries, manage our clients’ lives and legacies, and create uncommon opportunities across sectors and society. Personal information collected by the Greenhouse portal is subject to the Greenhouses privacy policy, available here [ https://www.greenhouse.com/privacy-policy ] and ICONIQ’s Privacy Policies available here [ https://www.iconiqcapital.com/privacy-policies ].
Entry Level Data Scientist/Analyst/Java full stack developer SynergisticITEntry Level Data Scientist/Analyst/Java full stack developerNew York, NY$79,000–$145,000 / yearFull timeA typical market demand pattern is clear: organizations still need entry-level software programmers, Java full stack developers, Python/Java developers, DevOps-focused engineers, and on the data side data analysts, BI analysts, data engineers, data scientists, and machine learning engineers. SynergisticIT since 2010, has helped candidates land full-time roles at major organizations ( including Google, Apple, PayPal, Visa, Western Union, Wells Fargo, Intel, JPMC, Wayfair, Bank of America, Citi, and more) with offers commonly in the $95k–$154k range depending on role and skill depth.
NewSupply Planning Analyst Page GroupSupply Planning AnalystNew York, NY$25–$35 / hourFull timeYou will support new product launches, tracking products and supply activities across the end-to-end supply chain, as well as proactively working with vendors to expedite production. A well-recognized cosmetics and personal care brand is looking to hire a Supply Planning Analyst on an initial 6 month contract with the possibility of longer-term opportunities.
New(BCBA) Behavior Analyst Spectrum 360 A NJ Non Profit Corp(BCBA) Behavior AnalystVerona, NJRequirements: Must hold a Master’s degree in Applied Behavior Analysis, Education, Psychology or related field and have current certification as a BCBA Teacher of Students with Disabilities, CE, CEAS preferred Experience with conducting Functional Behavior Assessments (FBA) and developing Behavior Intervention Plans and Positive Behavior Supports Proficient in Behavior Skills Training Demonstrates ability to analyze data and make data based decisions Effective and professional communication and interpersonal skills Required criminal history background checks and proof of US citizenship or legal resident alien status Job Features: Competitive Salary (step system based upon education, certification, and years of relevant experience). Small caseloads Positive working environment Health benefits included Tuition Reimbursement Benefits: Full-time staff health benefits begin the first day Medical Coverage Dental Coverage Vision Plan Coverage Tuition Reimbursement Paid Time off Paid Personal & Sick Time off Employee Wellness Programs and Incentives Professional Development 403 B Plans Pension plan (after 12-months of service in good standing) Compensation details: 64000-93000 Yearly Salary PIde5828fbdbba-25448-404521175c143e31-5e48-4549-b638-05792d185386
Junior Financial Analyst - Temp to Hire Page GroupJunior Financial Analyst - Temp to HireNew York, NY$28–$33 / hourp>Corporate Financial Analyst is needed to support enterprise-wide financial reporting, analytics, and planning activities, partnering closely with senior leadership. This role focuses on financial modelling, variance analysis, and business insights to support strategic decision-making across multiple business units.
NewBusiness Analyst (Post-Trade Transformation) Page GroupBusiness Analyst (Post-Trade Transformation)New York, NY$80–$95 / hourFull timeThe Business Analyst will leads end to end business analysis for a large-scale post-trade platform implementation, driving requirements, process design, and delivery readiness. Key responsibilities: Document end-to-end post-trade workflows and identify control gaps.
NewBI Engineer Kforce Inc.BI EngineerNew York, NYRemote$58.06Drive reduction of high-volume manual work (dataset refreshes, extract modifications, report distribution) through automation and self-service enablement. Duties: Lead the design, development, and governance of enterprise Tableau dashboards and workbooks, including the overall lifecycle management of dashboards and Tableau workbooks.
Data Analyst/Python Programmer - Remote SynergisticITData Analyst/Python Programmer - RemoteNew York, NYRemote$79,000–$127,000 / yearFull timeSince 2010, Synergisticit has helped thousands of candidates land full-time jobs at tech leaders like Google, Apple, PayPal, Visa, Western Union, Wells Fargo, Intel, Paypal, JPMC, Wayfair, BOA, CITI and hundreds more with Job offers of $95k to $154k. Currently, We are looking for entry-level software programmers, Java Full stack developers, Python/Java developers, Data analysts/Data Engineers/ Data Scientists, Machine Learning engineers for full time positions with clients.
PM/Business /Data Analyst (Energy, Utility Experience Required) Trigyn Technologies IncPM/Business /Data Analyst (Energy, Utility Experience Required)New York City, NY$60–$64 / hourTemporaryContractorFull timeSpecifically understanding of key partners NY Power Authority, Con Edison, National Grid, Department of Environmental Protection (DEP; NYC Water), etc. • Understanding on functions of Utility Management firm (AvidXchange™ (Utility Billing Software)) and/or have experience working with consulting firm.
Senior Business/Data Analyst Dexter Technologies IncSenior Business/Data AnalystParsippany, NJContractorWe are seeking a Senior Business/Data Analyst Contractor that has SAP and Cloud-Data experience that will have the responsibility for eliciting business needs, performing detailed analysis and documentation, modeling processes, evaluating impacts, prioritizing business requests, and partnering with the project teams to ensure the successful delivery of new Cloud-Data Lake capabilities in support of various applications. SUMMARY.
Junior java developer spring boot /Data engineer SynergisticITJunior java developer spring boot /Data engineerJersey City, NJ$82,000–$127,000 / yearFull timeSince 2010, Synergisticit has helped thousands of candidates land full-time jobs at tech leaders like Google, Apple, PayPal, Visa, Western Union, Wells Fargo, Intel, Paypal, JPMC, Wayfair, BOA, CITI and hundreds more with Job offers of $95k to $154k. Currently, We are looking for entry-level software programmers, Java Full stack developers, Python/Java developers, Data analysts/Data Engineers/ Data Scientists, Machine Learning engineers for full time positions with clients.
Alpha Data Services - Senior Data Analyst (Investment trading data: security master, reference data, transaction lifecycle) AVP State Street CorpAlpha Data Services - Senior Data Analyst (Investment trading data: security master, reference data, transaction lifecycle) AVPClifton, NJ$90,000–$157,500 / yearProven experience across the full data science lifecycle: • Stakeholder engagement • Data wrangling • Modelling • Delivering insights and visualisations • Confident ability to tell compelling stories with data, tailoring messages to senior leaders and client stakeholders. Responsibilities • Data Quality & Governance: • Lead the design and execution of data insight and analytics capabilities across Alpha client datasets to support testing efficiency, accelerate insights, and enhance data-driven decision making.
Alpha Data Services – Senior Data Analyst (Investment trading data: security master, reference data, transaction lifecycle) AVP State StreetAlpha Data Services – Senior Data Analyst (Investment trading data: security master, reference data, transaction lifecycle) AVPClifton, New JerseyData Quality & Governance: • Lead the design and execution of data insight and analytics capabilities across Alpha client datasets to support testing efficiency, accelerate insights, and enhance data driven decision making. A strong understanding of financial data structures—particularly account reference data classifications not currently well-supported through RDP or ACM—and hands‑on analytics development experience is essential.
Human Resources Power BI Data Analyst Schindler Holding LtdHuman Resources Power BI Data AnalystMorristown, NJ$101,300–$120,600 / yearCreate automated data visualizations for areas such as HR analytics, headcount, attrition, talent acquisition, performance, compensation, succession, learning, development, contractors that address strategic challenges, delivering actionable insights and scalable reporting to support the HR function. The HR Power BI Data Analyst is responsible for designing, developing, and maintaining data dashboards, reports, and analytics solutions that support strategic and operational HR decisionmaking.
Data Analyst RWJ Barnabas Health Medical IncData AnalystWest Orange, NJ$71,158–$88,948 / yearSpecifically, the Data Analyst must organize electronic data for use by the Department; update, maintain and manage the relevant database(s) that store the permanent record of certain processes and activities, including but not limited to eg: non-employed physician payment process by coordinating with various departments (eg, Accounts Payable, Vendor Maintenance, Purchasing, Physician Contracting), and exclusion checks. In addition, the Data Analyst will support the Manager, Compliance Data Analytics in various tasks, including but not limited to the following: generate reports for the Department, System and Audit and Compliance Committee of the Board; compile, collect and manage data for analytical purposes eg, audits, trending reports, and assist and support system-wide projects.
Data Analyst StratAcuity Staffing Partners IncData AnalystNYRemote$60–$65 / hourIn terms of professional development, Everforth Apex hosts an on-demand training program, provides access to certification prep and a library of technical and leadership courses/books/seminars once you have 6+ months of tenure, and certification discounts and other perks to associations that include CompTIA and IIBA. Write highly complex SQL queries across Databricks and legacy Oracle systems, utilizing advanced constructs like multi-table JOINs, nested subqueries, CTEs, and window functions.
AFC Systems Data Analyst Apple BankAFC Systems Data AnalystNew York, New YorkAssist in the oversight of AFC systems and other related functions to include system upgrades and patches, validation/testing of customer and transaction data feeds into the appropriate AFC systems, and testing of systemic transaction monitoring rule parameters and risk models, at the direction of the Head of AFC Systems. Design custom structured query language (SQL) queries to ensure proper feed validation, including the identification of invalid values, referential integrity of key attributes and other specific logical requirements.
Data Analyst - NPS StratAcuity Staffing Partners IncData Analyst - NPSNYRemote$60–$65 / hourIn terms of professional development, Everforth Apex hosts an on-demand training program, provides access to certification prep and a library of technical and leadership courses/books/seminars once you have 6+ months of tenure, and certification discounts and other perks to associations that include CompTIA and IIBA. This role is responsible for working across data transformation and consumption layers, primarily performing source-to-target mappings, data validations, and quality checks.
Data Scientist / Data Analyst Dale Workforce SolutionsData Scientist / Data AnalystPrinceton, NJRemoteThis individual will operate in a hands-on, multi-functional role supporting operational reporting, data modeling, and emerging AI platform initiatives within a highly regulated healthcare environment. This is an ideal opportunity for someone who thrives in smaller, fast-moving environments where flexibility, ownership, and the ability to wear multiple hats are essential.
Data Analyst eTeam Inc.Data AnalystNew York, NY$50–$56 / hourThey will also work with the other Data Analysts and Business Analysts from the Cyber Data team to define KPIs and KRIs for reporting for the EIP program. This individual needs to be adept at analyzing data sources, creating technical requirements and overall scrubbing data from upstream source systems.
Data Analyst HealthixData AnalystNew York, New York$90,000–$125,000Typical tasks performed include working with the data architect on data warehouse design, ensuring data loads quickly, is easily accessible and rapidly comprehensible for analysts/users; extract, transform, and load (ETL) processing; performing thorough testing and validation in order to support the accuracy of data transformations and data verification to ensure correctness and that data is generally reliable for downstream consumption; data bounds checking and database tuning. The Data Analyst works with team members to define and build data pipelines to orchestrate the movement, transformation, validation, and loading of data from the source to the final destination – data stores defined and implemented based on system requirements and data consumer requirements.