GIS Analyst Wolverine Technical StaffingGIS AnalystDetroit, MI$70,000–$93,500 / yearFull timeIn this role, the ideal candidate will demonstrate a solid understanding of GIS theory and applications; possess clear understanding of ArcGIS Enterprise architecture, applications, and functionality; identify, understand, and articulate solutions for business objectives through knowledge in ArcGIS Enterprise, ArcGIS Online, ArcGIS Pro, ArcGIS Experience Builder, Survey123, and other related ArcGIS technologies. Technology Services is seeking qualified candidates to utilize their knowledge, skills, and abilities to serve as an onsite GIS Analyst.
Board Certified Assistant Behavior Analyst (BCaBA) Hope Network Behavioral HealthBoard Certified Assistant Behavior Analyst (BCaBA)Laingsburg, MIHope Network’s Center for Autism is expanding our East Lansing team and seeking a Board-Certified Assistant Behavior Analyst (BCaBA) with strong clinical expertise, exceptional professionalism, and a commitment to improving outcomes for children with autism spectrum disorder (ASD). Collaborating with the Associate Clinical Director and Scheduler to maintain staffing plans and ensure quality service delivery.
NewGIS Analyst IntellibeeGIS AnalystDetroit, MIFull timeIn this role, the ideal candidate will demonstrate a solid understanding of GIS theory and applications; possess clear understanding of ArcGIS Enterprise architecture, applications, and functionality; identify, understand, and articulate solutions for business objectives through knowledge in ArcGIS Enterprise, ArcGIS Online, ArcGIS Pro, ArcGIS Experience Builder, Survey123, and other related ArcGIS technologies. The Technology Services department of the Wayne County Airport Authority is responsible for providing and managing the technology systems, solutions, and services for both Detroit Metro (DTW) and Willow Run (YIP) airports.
Behavior Analyst Hope Network Behavioral HealthBehavior AnalystEast Lansing, MIDeveloping and retaining staff through performance reviews, discipline, development activities and formal and informal training in accordance with Hope Network’s Employee Handbook and BACB guidelines. The Behavior Analyst develops comprehensive and focused treatment plans for children based on medical necessity for the remediation of the deficits of the child’s autism diagnosis.
ABA Behavior Analyst Hope Network Behavioral HealthABA Behavior AnalystEaton Rapids, MIDeveloping and retaining staff through performance reviews, discipline, development activities and formal and informal training in accordance with Hope Network’s Employee Handbook and BACB guidelines. The Behavior Analyst develops comprehensive and focused treatment plans for children based on medical necessity for the remediation of the deficits of the child’s autism diagnosis.
Treasury Analyst Elite StaffingTreasury AnalystNorthville, Michigan$55 / hourTemporaryBy submitting your application, you authorize Elite Staffing, Inc. to contact you using the contact information you have provided for employment-related activities via any method, including SMS, email, and phone calls, including through the use of automated technology, AI generative voice, and pre-recorded and/or artificial voice messages. For accommodations or to opt out of AI-assisted communication, you may unsubscribe from any SMS message and/or inform the AI technology of your request to opt out of AI-assisted communications.
NewPlatform Analyst DCS CorporationPlatform AnalystSterling Heights, MIDevelops integrated logistics support plans which address all the principal elements of total life-cycle planning for assigned program, including maintenance plans, manpower and personnel, training and training devices, support equipment and TMDE, supply support, technical data, computer resources support, packaging, handling and storage, transportation and transportability. Serves as a monitor of contractor ILS performance under the terms of contracts; monitors the implementation of the modification work order program by the appropriate Materiel Readiness Commands as set forth in AMC, Army, Marine Corps regulations; directs development of logistics support data for input to materiel release reviews; is the point of contact for Level I or Level II system assessment program and monitors operational readiness trends.
Network Business Analyst Digital Technology SolutionsNetwork Business AnalystLansing, MIContractorFull timeConsult SMEs (Subject Matter Experts) on tasks required to complete integrated projects for all Telecommunication services, such as, WAN, WLAN, MLAN, Security, Contact/Call Centers, Telephony, and Video. Complete Description: • Facilitate meetings with clients to gather requirements for all IT solutions and to identify impacted business processes and determine best process and IT solution integration.
HR Business Analyst Vaco LLCHR Business AnalystGrand Rapids, MI$45–$48 / hourDetermining compensation for this role (and others) at Vaco by Highspring depends upon a wide array of factors including but not limited to: the individual’s skill sets, experience and training; licensure and certification requirements; office location and other geographic considerations; other business and organizational needs. Determining compensation for this role (and others) at Vaco/Highspring depends upon a wide array of factors including but not limited to the individual’s skill sets, experience and training, licensure and certifications, office location and other geographic considerations, as well as other business and organizational needs.
Sr. Indirect Tax Analyst Vaco LLCSr. Indirect Tax AnalystNorthville, MI$43–$50 / hourDetermining compensation for this role (and others) at Vaco by Highspring depends upon a wide array of factors including but not limited to: the individual’s skill sets, experience and training; licensure and certification requirements; office location and other geographic considerations; other business and organizational needs. With that said, as required by local law, Vaco by Highspring believes that the following salary range referenced above reasonably estimates the base compensation for an individual hired into this position in geographies that require salary range disclosure.
Planning and Supply Chain Analyst Amphenol Borisch TechnologiesPlanning and Supply Chain AnalystGrand Rapids, MIMinimum 2 years procurement or supply chain experience Excellent verbal, written communication and presentation skills to communication effectively with internal and external customers and vendors. Amphenol Borisch Technologies (ABT), a division of Amphenol Corporation, is an industry leader in providing high-reliability electronic systems for Aerospace and Defense companies across the globe.
NewIT Business Analyst Alliance Sourcing Network,Inc.IT Business AnalystRomeo, MI$120,000–$130,000 / yearFull timePreferred experience in Oracle R12.2 upgrade and at least two full lifecycle Oracle Implementation hands on experience and production support in Oracle R12.2.x (Financials -AP, AR, PO, GL, CM, FA, iProcurement, iSupplier and/or Supply Chain – OM, INV, PLM, BOM, WIP, SCP, ASCP, PA, QA, QP, WSH, MWA, RLM). Subject matter expertise on end-to-end business process flows per industry best practices in the domain area of order-to-cash, procure-to-pay, demand-to-build, financials and planning.
NewNow Hiring: Entry-Level & Junior Data Analysts (W2) MidWestern ITNow Hiring: Entry-Level & Junior Data Analysts (W2)Michigan Ctr, MIFull timeWe are actively hiring Junior Data Analysts for multiple client projects across the U.S. If you're looking to start or grow your career in data analytics, we'd love to hear from you! Location: United States (Michigan / Remote, Hybrid and onsite opportunities based on client requirements).
NewJunior Data Analyst/Python Programmer - Remote SynergisticITJunior Data Analyst/Python Programmer - RemoteAnn Arbor, MIRemote$82,000–$136,000 / yearFull timeSince 2010, SynergisticIT has helped candidates land full-time roles at organizations such as Google, Apple, PayPal, Visa, Western Union, Wells Fargo, Intel, Walmart Labs, Citi, JPMC, Bank of America, Deloitte, and hundreds more. They’re filtered by ATS systems, keyword screening, and recruiters looking for job-ready signals—specific stacks, strong project depth, relevant certifications, and clear experience narratives.
Information Technology Programmer/Analyst 12 -Senior Application Developer State of MichiganInformation Technology Programmer/Analyst 12 -Senior Application DeveloperLansing, MIRemote$33.45–$48.09 / hourGreat Lakes and Great Times: Michigan boasts four Great Lakes, 11,000 inland lakes, 36,000 miles of rivers and streams, 20 million acres of forests, 100 state and national parks and recreation areas, 1,300 miles of bike trails, 6,500 miles of snowmobile trails, the second-most ski areas in the nation, 650 public golf courses, 600 campgrounds, and an international dark-sky park-just for starters. Possession of an associates degree with 16 semester (24 term) credits in computer science, information assurance, data processing, computer information, data communications, networking, systems analysis, computer programming, IT project management, or mathematics and two years of experience as an application programmer, computer operator, or information technology technician; or two years (4,160 hours) of experience as an Information Technology Student Assistant may be substituted for the education requirement.
Information Security Analyst Rocket Companies IncInformation Security AnalystDetroit, MIProficiency in operating systems (Windows, Mac, Linux/Unix, mobile), network theory/design, penetration testing, endpoint security monitoring, coding and scripting, reverse engineering of malware, enterprise risk methodologies and/or the mortgage/financial industry. Monitor events, investigate potential issues, analyze the risk of identified issues, and work with appropriate teams to develop solutions to correct critical issues.
Information Security Analyst Sylvan GroupInformation Security AnalystSouthfield, MIThe successful candidate will play a key role in designing, assessing, and documenting information security controls, with a strong focus on IT General Controls (ITGC), SOX compliance, internal and external audit support, and process improvement. Design and document end-to-end security and compliance processes, including control narratives, process flow diagrams, and risk and control matrices (RCMs).
Information Security GRC – Risk & Compliance Senior Analyst (Contract) AlixPartnersInformation Security GRC – Risk & Compliance Senior Analyst (Contract)Detroit, MichiganAt AlixPartners, we solve the most complex and critical challenges by moving quickly from analysis to action when it really matters; creating value that has a lasting impact on companies, their people, and the communities they serve. Highly organized with excellent organizational skills with experience operating in time-sensitive, ambiguous environments, balancing competing priorities with sound judgment and discretion.
Information Security GRC - Risk & Compliance Senior Analyst Contract AlixPartners LLPInformation Security GRC - Risk & Compliance Senior Analyst ContractDetroit, MIAt AlixPartners, we solve the most complex and critical challenges by moving quickly from analysis to action when it really matters; creating value that has a lasting impact on companies, their people, and the communities they serve. Security Risk Management: Support the CISO in the completion of the annual risk assessment required to support client and compliance audits, as well as periodic risk assessments as determined.
Sunquest Information System (LIS) Analyst 6116803 Accenture PlcSunquest Information System (LIS) Analyst 6116803Detroit, MIIn addition to delivering innovative solutions for Accenture's clients, you will work with a highly skilled, diverse network of people across Accenture businesses who are using the latest emerging technologies to address today's biggest business challenges. Job Description: Sunquest Information System (LIS) Analyst will bring experience managing applications, with a strong background in managing day-to-day operations, client stakeholder relationships, and collaboration with offshore teams.
Computer Support Analyst / Information Technologist I Michigan State UniversityComputer Support Analyst / Information Technologist IEast Lansing, MIRemote$67,000–$72,750 / yearExcellent Customer Service skills; organizational skills; experience in computer desktop and laptop hardware and software troubleshooting, Windows 10 administration, Windows Server Administration, Microsoft Endpoint Configuration Manager experience, Active Directory OU Administration, Perceptive Content or other document imaging platform experience. Knowledge equivalent to that which normally would be acquired by completing a four-year college degree program in Information Systems or a related technical field; one to three years of related and progressively more responsible or expansive work experience in an information technology area related to the duties to be performed; or an equivalent combination of education and experience.
Investment Risk, Reporting and Data Analyst Helping Communities ThriveInvestment Risk, Reporting and Data AnalystSt LouisThe Analyst will work closely with Money Market Portfolio Managers, SMA Portfolio Managers, Portfolio Management Analysts, the Director of Risk and Middle Office, the CIO, cross-functional partners, and Bloomberg representatives to maintain reliable data, improve workflows, and support informed portfolio management and trading decisions. Support workflow improvement initiatives across trading, reporting, and portfolio analytics by coordinating across Money Market Portfolio Managers, SMA Portfolio Managers, Portfolio Management Analysts, Sales, Fund Accounting, SMA Accounting, Information Technology/Development, Product, and Compliance.
Sr. Data Analyst - HEDIS Quality Measures UnitedHealth Group IncSr. Data Analyst - HEDIS Quality MeasuresDetroit, MI$91,700–$163,700 / yearThe fraudulent LinkedIn messages and emails, which do not originate from any Executives LinkedIn account or of UnitedHealth Group's email domains, or those of any of its operating divisions, supposedly conducts an interview via a Zoom meeting, offers a work from home job at Optum, emails an application, sends a fake check by next day delivery through USPS and asks recipients to pay a vendor a large dollar amount. Provide consultative expertise related to the dual Medicaid/Medicare programs, including familiarity with how these programs run, and the data generated and utilized by these programs.
College Data Analyst, Accreditation & Learning Assessment - GameAbove Eastern Michigan UniversityCollege Data Analyst, Accreditation & Learning Assessment - GameAboveYpsilanti, MIMinimum Qualifications: Knowledge of statistical analysis, quantitative and analytical processes, data collection/management, and excellent organizational communication skills acquired through the completion of a bachelor''s degree in business administration, technology, engineering, education or a related field, is necessary. Coordinate and implement the development and maintenance of databases, including analyzing and reporting data needed to support accreditation procedures and processes as well as student learning assessment, planning, and improvement activities within the assigned college.
Data Analyst KIRTLAND COMMUNITY COLLEGEData AnalystMI$51,000–$64,000 / yearA Data Analyst at Kirtland Community College is responsible for collecting, analyzing, and interpreting student and college program data to support the program's continuous improvement efforts, accreditation requirements, and evidence-based decision-making. Facilitate the development and use of interactive data dashboards and customizable reports that enable faculty, staff, and administrators to analyze and improve student support, learning and success, and that foster a culture of inquiry, improvement, and data-informed decision-making.
Senior Data Analyst, Growth Marketing Truebill, Inc.Senior Data Analyst, Growth MarketingMIAnalysts work within a semi-embedded organizational structure to independently build data analytics tooling, drive strategy with data, and assess experiments within cross-functional product vertical aligned teams. You'll leverage a full suite of analytical tools to measure performance across online channels, enhance our modern martech infrastructure, and develop scalable frameworks and tooling.
Senior Data Analyst - Product Rocket MortgageSenior Data Analyst - ProductDetroit, MichiganWe assembled a top-notch team of individuals combining new, passionate team members with some of the best veterans from Rocket Mortgage to create the most user-friendly lending platform in the world. You'll work closely with our Senior Data Analyst leadership to support our product reporting needs ultimately enabling our team leaders to make data-driven decisions that enhance efficiency and performance.
Product Data Analyst Dover CorpProduct Data AnalystGrand Rapids, MI$75,000–$90,000 / yearPSG offers a unique combination of the both small company atmosphere: with an ownership mindset that allows you to make close-to-the-customer decisions; an innovative approach in seeing beyond what is possible today and entrepreneurial spirit in the pursuit of new opportunities; combined with benefits of a large company's scale, tools, expertise, and financial strength with Dover. Fraudulent Recruiting Disclaimer: Dover Corporation and our affiliated operating companies want to alert applicants to internet job posting fraud, where parties posing as Dover employees, recruiters, or other agents, try to engage with online candidates in an attempt to steal personal and/or financial information.
Senior Data Analyst Marketing Associates LLCSenior Data AnalystMIWe are looking for Data Analysts with deep experience translating business requirements into technical data specifications, manipulating large datasets, and supporting various data initiatives for our client. We help complex organizations drive measurable business outcomes by building smarter customer experiences and delivering highly integrated solutions across digital, media, and technology.
Senior Data Analyst NiowaveSenior Data AnalystLansing, MichiganThe Senior Data Analyst develops Power BI dashboards, performs advanced analysis, improves data accessibility, and builds repeatable workflows using Power Apps, Power Automate, and SQL. Understands how to integrate into a new team/organization – appreciates the history of current state, know how and when to make suggestions, as well as using just the right pace to reach the improved future state.
NewData Analyst GMData AnalystWarren, MichiganPartner cross-functionally with GPSC Purchasing, PFEP Packaging & Data Management, packaging engineers, container teams, logistics teams, and plants to align data with operational needs. The Data Analyst will turn complex operational and packaging data into actionable insights that improve cost, pack density, trailer utilization, sourcing visibility, packaging cost capture, and overall inbound execution.
NewData Analyst General Motors CoData AnalystWarren, MIPartner cross-functionally with GPSC Purchasing, PFEP Packaging & Data Management, packaging engineers, container teams, logistics teams, and plants to align data with operational needs. The Data Analyst will turn complex operational and packaging data into actionable insights that improve cost, pack density, trailer utilization, sourcing visibility, packaging cost capture, and overall inbound execution.
Senior Data Analyst - Product Rocket Companies IncSenior Data Analyst - ProductDetroit, MIWe assembled a top-notch team of individuals combining new, passionate team members with some of the best veterans from Rocket Mortgage to create the most user-friendly lending platform in the world. You'll work closely with our Senior Data Analyst leadership to support our product reporting needs ultimately enabling our team leaders to make data-driven decisions that enhance efficiency and performance.
Senior Data Analyst CanopySenior Data AnalystDetroit, MIAs a Senior Data Analyst reporting to the Team Manager of Core AI and Data, you will spearhead the design, development, and implementation of cutting-edge machine learning models and algorithms to address intricate business challenges. Your role will involve analyzing large datasets to identify meaningful patterns, trends, and relationships, using a combination of statistical methods, machine learning techniques, and data visualization tools.
Data Analyst Marketing Associates LLCData AnalystDearborn, MIStrong Qlik Sense and expertise and Big Query/Alteryx expertise (ability to execute multiple analytic roles -visualization, analysis, ad hoc and recurring deliverables) Attend weekly internal team mtgs and client status meetings to share project updates. OneMagnify partners with clients to design, implement and manage marketing and brand strategies using analytical and predictive data models that provide valuable customer insights to drive higher levels of sales conversion.
Automotive Data Analyst BelcanAutomotive Data AnalystDearborn, MI$30–$35 / hourJob Title: Supplier Consultant - Automotive Data Analyst Location: Dearborn, MI 48126 (hybrid schedule) Area Code: 313 Pay Rate: $30.00-35.00 per hour Shift: 1st Shift Employment Type: Direct/W2 Belcan is adding to our team supporting upcoming and anticipated customer programs. Responsibilities: * Safety Monitoring: Proactively monitor and analyze daily reports from customers and dealerships to identify and address potential safety concerns.
Financial Data Analyst - Power Platform Specialist #2967 Wade TrimFinancial Data Analyst - Power Platform Specialist #2967Taylor, MichiganStakeholder Collaboration: Partner with Finance and Operations leadership to define key performance indicators, evaluate financial performance, and translate complex financial data into strategic insights that support business planning and decision-making. Employee Resource Groups and Programs offered include the Young Professionals Group, Women at Wade Trim, Diversity, Equity and Inclusion, Professional Development, Leadership Development, Mentor Program, Sustainability Program, and Wellness Program.
Data Analyst- Pharma Industry Mandatory Capgemini SEData Analyst- Pharma Industry MandatorySouthfield, MI$65,000–$169,000 / yearImportant Notice: Compensation (including bonuses, commissions, or other forms of incentive pay) is not considered earned, vested, or payable until it becomes due under the terms of applicable plans or agreements and is subject to Capgemini's discretion, consistent with applicable laws. It delivers end-to-end services and solutions leveraging strengths from strategy and design to engineering, all fueled by its market leading capabilities in AI, generative AI, cloud and data, combined with its deep industry expertise and partner ecosystem.
Senior People Analytics Data Analyst Blue OriginSenior People Analytics Data AnalystSouthgate, Washingtonand/or transports placardable amounts of hazardous materials by ground in any vehicle on a public road while in commerce, may be subject to additional Federal Motor Carrier Safety Regulations including: Driver Qualification Files, Medical Certification (obtained before onboarding), Road Test, Hours of Service, Drug and Alcohol Testing (CDL drivers only), vehicle inspection requirements, CDL requirements (if applicable) and hazardous materials transportation/shipping training. Required for Certain Job Profiles: Drivers who operate Commercial Motor Vehicles with a Gross Vehicle Weight (GVW), Gross Vehicle Weight Rating (GVWR) or combination of power unit and trailer that meets or exceeds 10,001 lbs.
Purchasing Data Analyst Magna International, IncPurchasing Data AnalystNovi, MichiganBuild tools for quote comparison, cost tracking, and reporting automation - Develop dashboards (Power BI or similar) to drive visibility and decision-making - Partner with Purchasing, Engineering, Finance, and IT teams. Magna Seating of America is seeking a data-driven Data Scientist / Data Analyst to modernize automotive purchasing by transforming legacy, manual processes into AI-enabled, scalable workflows.
Advisor Auto - Data Analyst (Dearborn, Ford) The Kemtah Group, Inc.Advisor Auto - Data Analyst (Dearborn, Ford)Dearborn, MI$40–$60 / hourJob Title: Supplier Consultant - Automotive Data Analyst Location: Dearborn, MI 48126 (hybrid schedule) Area Code: 313 Pay Rate: $40.00-60.00/hour Responsibilities: Safety Monitoring: Proactively monitor and analyze daily reports from customers and dealerships to identify and address potential safety concerns.
Product Data Analyst Steelcase IncProduct Data AnalystMIAlong with our expansive community of brands, we design and manufacture innovative furnishings and solutions to help people do their best work in the many places where work happens. Desired Skills and Experience: Experience working with SAP ERP software, ideally within Material Master, Variant Configuration, or SAP PLM environments.
Data Analyst II, Core Ops Alma Spring Care IncData Analyst II, Core Ops AlmaAlma, MI$101,200–$115,000 / yearAlma has raised $220.5M in funding from Insight Partners, Optum Ventures, Tusk Venture Partners, Primary Venture Partners, First Round Capital, Sound Ventures, BoxGroup, Cigna Ventures, and Rainfall Ventures. With outcomes independently validated by JAMA Network Open and the Validation Institute, Spring Health reaches more than 170 million people worldwide through leading employers, health plans, and partners.
NewData Analyst Coordinator I Michigan State UniversityData Analyst Coordinator IEast Lansing, MIKnowledge equivalent to that which normally would be acquired by completing a four-year college degree in Business, Communications, Math, Liberal Arts or related field; one to three years of related and progressively more responsible or expansive work experience in administrative record-keeping and ability to understand, apply and interpret federal, state, institutional regulations; or an equivalent combination of education and experience. Maintains ongoing proficiency in admissions/enrollment/student success data, reporting cycles, data governance, FERPA-sensitive data handling, and reproducible dataset preparation.
NewAftermarket Business Data Analyst KLA CorpAftermarket Business Data AnalystAnn Arbor, MI$77,800–$132,300 / yearOur comprehensive services include: proactive management of tools to identify and improve performance; expertise in optics, image processing and motion control with worldwide service engineers, 24/7 technical support teams and knowledge management systems; and an extensive parts network to ensure worldwide availability of parts. You will partner closely with Demand Planning, Supply Chain, Operations, Finance, and IT teams to develop data-driven solutions that improve key business outcomes and support strategic initiatives.
Graduate Student Events and Data Analyst University of MichiganGraduate Student Events and Data AnalystDearborn, MIThis role contributes to data initiatives across the office, including student outcomes, program and event data, student engagement, service utilization, and other projects that support data-informed decision-making and continuous improvement. Assist in planning, promoting, coordinating, and executing Career Services events and initiatives, including career fairs, workshops, tabling events, campaigns, and collaborative programs.
Business Data Analyst - SaaS Motorola Solutions IncBusiness Data Analyst - SaaSMichigan, MIRemote$80,000–$90,000 / yearThis role focuses on translating business functions into system requirements, generating key data-driven reports, and developing integrated business analyses to inform strategic decision-making across the organization. Data Analysis & Reporting: Generate ad hoc reports and regular datasets for end-users utilizing system tools, database, and data warehouse queries and scripts.
Quality - Warranty Data Analyst LancesoftQuality - Warranty Data AnalystAuburn Hills, MI$50This role focuses on identifying high-impact warranty issues, enabling rapid root cause investigation, and supporting cross-functional teams to reduce 3MIS and improve overall supplier quality performance. Position Summary: The SQ Warranty Analyst is responsible for supporting warranty performance analysis and driving corrective actions aligned with the organization’s Time to Fix (TTF) GIMS initiative.
Data Analyst IV Healthcare Analytics, Medical Economics Centene Corporation GroupData Analyst IV Healthcare Analytics, Medical EconomicsMIThis Data Analyst IV's work focuses on analyzing and running complex reports, understanding financial drivers and cost trends, and applying insights to optimize medical spend while maintaining quality of care. Work collaboratively with key business stakeholders to identify areas of value, develop solutions, and deliver insights to reduce overall cost of care for members and improve their clinical outcomes.
Senior Data Analyst I, Marketing Alma Spring Care IncSenior Data Analyst I, Marketing AlmaAlma, MI$125,000–$145,000 / yearThis is a high-impact individual contributor role defined by architectural ownership, strategic autonomy, and cross-functional leadership: End-to-End Domain Ownership: Take full ownership of the Marketing data reporting layer, mapping out and executing a multi-quarter technical roadmap that aligns cleanly with Alma''s growth OKRs. Domain Expertise: You have deep expertise in the nuances of digital marketing data ecosystems (e.g., ad platforms, event tracking, lifecycle platforms) and understand how to stitch anonymous top-of-funnel cookies to known downstream user IDs.