Senior Mechanical Engineer Prestige Development GroupSenior Mechanical EngineerPlymouth, MN$95,000–$130,000 / yearFull timeThe team is seeking a hands-on Senior Mechanical Design Engineer who will be responsible for the entire product design and production lifecycle of fluid handling products — from research, prototyping, design, testing, validation, sourcing, production tooling and lifecycle support of existing products. Prestige Development Group (PDG) specializes in providing innovative human capital management solutions tailored to meet the needs of both private and public sector organizations.
Senior Electrical Design Engineer – Embedded Systems & Motor Control Prestige Development GroupSenior Electrical Design Engineer – Embedded Systems & Motor ControlPlymouth, MN$95,000–$130,000 / yearFull timeWe are seeking a hands-on Electrical Design Engineer to support the complete product development lifecycle—from concept, research, and prototyping through design, testing,validation, production, and ongoing product support. Prestige Development Group (PDG) specializes in providing innovative human capital management solutions tailored to meet the needs of both private and public sector organizations.
NewSoftware Development Engineer JobotSoftware Development EngineerAfton, MN$65–$80 / hourDevelopers at this level are building greater independence, taking ownership of small to medium-sized work items, and strengthening their core engineering skills across multiple application layers, including user interfaces, services, APIs, and data. Our teams include professionals across software engineering, product development, clinical informatics, research, and healthcare technology who share a commitment to reducing complexity and improving outcomes for patients and providers.
Senior Test Engineer Distinctive Staffing SolutionsSenior Test EngineerMinneapolis, MNLead the design, programming, and documentation of control and acquisition projects using National Instruments software and hardware, including PXI, RIO, and FPGA architectures. Proficiency in operating mechanical and electrical test equipment such as multimeters, oscilloscopes, and tensile testing machines.
Sr Test Engineer I - Ops Starkey Hearing Technologies IncSr Test Engineer I - OpsEden Prairie, MN$93,940–$120,750 / yearIf you have a BS in Electrical Engineering, Computer Engineering, or related field with 5 + years of experience in test engineering or automated test development and are proficient in test systems architecture and integration, this could be your next career opportunity. Founded in 1967 by Bill Austin, Starkey is known for our cutting-edge hearing health innovations, industry-leading research and development, and not being afraid to push the edge of what's possible.
Sr. Test Engineer - Electrical Engineer Marotta Controls, Inc.Sr. Test Engineer - Electrical EngineerChaska, MN$110,000–$130,000 / yearThe applicant should have a strong background in Electrical Engineering with demonstrated skills in test methodology, data collection, test systems, data analysis, and thermal/stress analyses. Essential or Primary / Key Responsibilities: Design, author, implement, and maintain acceptance test procedures for motor components and motor assemblies using internal and external specifications.
Senior Test Engineer General Dynamics CorpSenior Test EngineerBloomington, MN$89,505–$99,295 / yearGeneral Dynamics Mission Systems (GDMS) engineers a diverse portfolio of high technology solutions, products and services that enable customers to successfully execute missions across all domains of operation. What you bring to the table: A Bachelors degree in Engineering, a related specialized area or field (or equivalent experience) plus a minimum of 2 years of relevant experience; or Master's degree.
Test Engineering - Senior Electrical & Electronics Engineer - Onsite RTX CorpTest Engineering - Senior Electrical & Electronics Engineer - OnsiteBurnsville, MNWhat You Will Do: You will lead researching, designing, developing, and testing electrical components, equipment, systems, and networks as well as resolving day-to-day technical problems by troubleshooting electrical devices problems on the production line. Qualifications You Will Have: Typically requires a degree in Science, Technology, Engineering or Mathematics (STEM) minimum 5 years prior relevant experience or an Advanced Degree in a related field and minimum 3 years of experience or in absence of a degree, 12 years of relevant experience.
Senior Test Engineer General Dynamics Mission Systems, IncSenior Test EngineerBloomington, MN$89,505–$99,295 / yearp>General Dynamics Mission Systems (GDMS) engineers a diverse portfolio of high technology solutions, products and services that enable customers to successfully execute missions across all domains of operation. Bachelor's degree in Engineering, or a related Science or Mathematics field, plus a minimum of 2 years of relevant work experience; or Master's degree, plus 6 months of relevant experience. Responsibilities for this Position.
HPC & AI Senior Systems Engineer for Integrated Systems Test Hewlett Packard Enterprise CoHPC & AI Senior Systems Engineer for Integrated Systems TestBloomington, MN$106,000–$243,000 / yearImplement software solutions for multiple test programs/projects with internal and outsourced development partners responsible for all stages of design and development for complex products and platforms, including solution design, analysis, validation, certification and integration. Work with product development teams to understand new product features required for test programs/projects, work with technical leads and testers to design and develop appropriate test plans.
Senior Software Engineer in Test Accurant InternationalSenior Software Engineer in TestMinneapolis, MinnesotaOur investments in fields ranging from renewable energy, smart grid systems, electric vehicles, optimizing energy usage in buildings, and other areas has allowed our alliance to lead the way in transforming various fields. Lead & Collaborate: Work closely with cross-functional teams, including company leadership, product management, and other developers, to turn requirements into repeatable business driven testing.
Senior Test Engineer Phillips & Temro Industries IncSenior Test EngineerEden Prairie, MN$80,000–$109,450 / yearRESPONSIBILITIES AND DUTIES: Maintains Engineering lab area and ensures test equipment is in good functional order including calibration when necessary. If you have any questions about the salary range, the compensation structure, or benefits offered feel free to reach out to HR@phillipsandtemro.com.
Senior Firmware Test Engineer Emerson Electric CoSenior Firmware Test EngineerShakopee, MN$115,000–$145,000 / yearIn collaboration with engineers from multiple global locations, the role involves analyzing diverse requirement sources like software requirement specifications, interface specs, data dictionaries, and command specs to develop structured test designs, automate implementations, and conduct test campaigns using our Azure DevOps infrastructure. Through our deep domain expertise and legacy of flawless execution, Emerson helps customers in critical industries like life sciences, energy, power and renewables, chemical and advanced factory automation operate more sustainably while improving productivity, energy security and reliability.
Senior Engineer, Mechanical Test Engineering Entegris IncSenior Engineer, Mechanical Test EngineeringChaska, MN3+ years of experience in an engineering or R&D environment; Experience in any of the following areas a plus: data acquisition programming, motion control, instrumentation, semiconductor industry, cleanroom, particle technology, thermal and fluid science, polymer science, general lab practices/safety, statistical data analysis, shock and vibration data acquisition and analysis, shipping simulation testing; Creative thinker to problem solve and to develop new test protocols; High degree of mechanical aptitude; Strong data analysis skills with Excel and Minitab or JMP; Creo and/or SOLIDWORKS user a plus; Ability to work in a fast-paced, dynamic, customer-oriented working environment; Excellent communication/presentation skills and ability to effectively communicate with all levels of management and across all functional areas; Your success will be measured by: People and Teamwork: Work in a collaborative environment to align and execute on goals. Job Description: The Role: Entegris is seeking a Senior Mechanical Test Engineer to support our product engineers, scientists, product management, and sales teams by providing test data and data analysis of our wafer and reticle handling products, including technology development, test method development, and specialized test equipment utilization, design, and fabrication.
Sr Test Engineer - Exempt LancesoftSr Test Engineer - ExemptMounds View, MN$60Experience should include automating functional, regression, and system-level test cases;working with test frameworks and reusable test libraries;analyzing logs and test results;debugging failures;and integrating automated tests into the broader verification workflow. Preferred Qualifications Expert knowledge of Medical Product verification, IEC-62304, and FDA guidance in a technical discipline, preferably software related (Computer Science, Computer Engineering, Electrical Engineering).
Sr Test Automation Engineer I Starkey Hearing Technologies IncSr Test Automation Engineer IEden Prairie, MN$93,940–$125,000 / yearTest Automation Engineer 1 will understand wireless physical layer and MAC protocol layer to design and create SW/HW tools that will interact with the product to ensure that algorithms and protocols perform well on real-world traffic and real-world channel variations. Proficiency in using the following equipment: oscilloscope, signal generator, spectrum analyzer, Network analyzer, Vector Signal Analyzers, Antenna Measurements and RF Anechoic Chambers.
Senior Principal II Production Support Electrical Test Engineer BAE Systems PlcSenior Principal II Production Support Electrical Test EngineerMaple Grove, MNfor description visit the url https://jobs.baesystems.com/global/en/job/BAE1US123621BREXTERNAL/Senior-Principal-II-Production-Support-Electrical-Test-Engineer .
NewSr Electromechanical Test Engineer (Med Device) Actalent IncSr Electromechanical Test Engineer (Med Device)Plymouth, MN$45–$48 / hourThe position involves regular use of electrical and mechanical test equipment, including oscilloscopes, digital multimeters, power supplies, force and pressure gauges, calipers, thermometers, flow meters, and scales. Proficiency using electrical and mechanical lab equipment such as oscilloscopes, digital multimeters (DMM), power supplies, force and pressure gauges, calipers, thermometers, flow meters, and scales.
NewSr Principal Engineer Test - AHT (GBAD) Northrop Grumman CorpSr Principal Engineer Test - AHT (GBAD)Plymouth, MN$123,400–$185,000 / yearAdditional tasks will be to perform as a Control Account Manager (CAM) in leading the engineering and design verification testing activities in coordination with other NGDS IPTs to help ensure budgets are maintained and met while meeting milestones and deliveries. GBAD integrates sensors, battle management command and control, and effectors leveraging battle-proven cannons and a suite of advanced ammunition, ready to defend against subsonic cruise missiles and Unmanned Aircraft Systems (UAS) from conflict start to finish.
Senior Test Technician Butler America Aerospace LLCSenior Test TechnicianBurnsville, MN$30–$36 / hourWHAT YOU WILL DO: You will be responsible for building and assembling test hardware (cables, valve boxes, control boxes, interface boxes, etc.) and test solutions per engineering drawings, as well as resolving day-to-day technical problems by troubleshooting electrical equipment and device problems on the production line. A successful candidate will be a fast learner with the ability to respond to requests efficiently, have a strong background in both electrical and mechanical test system build and assembly, and a curiosity to troubleshoot and solve test equipment problems.
Senior Software Engineer Apollo Professional SolutionsSenior Software EngineerMaple Grove, MNCoordinate with Safety Engineering organization to ensure that software requirements development and software safety efforts are completed and recorded accurately and in a timely manner to correctly drive software level of rigor requirements for software architecture, design, implementation, integration, and verification work products associated with safety related or safety critical software requirements. In this role, you will: Senior Software Engineer Oversee the associated software engineering efforts, including estimating, planning, requirements analysis, architecture, design, implementation, unit testing, hardware/software integration, integration testing, simulated flyout testing, and testing at the range.
Sr. Development Engineer - Screw Compressor Daikin Applied Americas Inc.Sr. Development Engineer - Screw CompressorPlymouth, MNIn this role, you will collaborate with cross-functional team members to drive the release of innovative HVAC products and provide technical guidance to junior team members. Develop test plans and perform testing of components, sub-systems, and total systems, supporting performance, reliability, and industry certification.
Senior Electrical Engineer Anno.aiSenior Electrical EngineerMinneapolis, MNWe specialize in building and operating advanced test ranges for low Technology Readiness Level (TRL) single- or dual- use autonomous platforms, providing a critical bridge between early-stage innovation and real-world mission requirements. Our ranges are designed to replicate complex, contested, and dynamic environments—giving innovators, researchers, and defense partners the ability to validate, stress-test, and mature their systems with speed and rigor.
NewSenior Software Engineer IPG PhotonicsSenior Software EngineerMinneapolis, MinnesotaIn addition to software development responsibilities, the Senior Software Engineer will work closely with manufacturing, applications, service, and project teams to support machine builds, system integration, commissioning activities, and project execution on the production floor. The successful candidate will leverage extensive experience in industrial automation, machine control, and software engineering to develop new machine capabilities, improve existing platforms, and support customer-driven enhancements.
Senior Electrical Engineer Imricor Medical Systems IncSenior Electrical EngineerMN$100,000–$140,000 / yearThe successful candidate will play a critical technical leadership role across the full product lifecycle for capital equipment and supporting subsystems - from concept and architecture through verification, validation, and deployment. Develops optimized product solutions from concept to manufacturing through risk analysis (DFMEA), prototyping, and design iterations using engineering principles, human factors/usability, and design for manufacturability practices.
Sr. Development Engineer - Heat Exchangers Daikin Applied Americas Inc.Sr. Development Engineer - Heat ExchangersPlymouth, MNDevelop test plans and perform testing of components, sub-systems, and total systems, supporting performance, reliability, and industry certification. Work cross-functionally with groups such as design, test, manufacturing, sales, and supply chain to ensure product design meets business needs.
Senior DevOps Engineer Wolters Kluwer N.V.Senior DevOps EngineerMN$92,700–$161,850 / yearDesign, engineer, and automate secure, scalable cloud infrastructure in Azure and AWS using Infrastructure as Code (IaC) tools such as Terraform, Ansible, and Jenkins, applying software engineering best practices including modular design, version control, and automated testing. You will work closely with Wolters Kluwer Product Teams to embed DevOps best practices into agile workflows, enabling continuous integration, automated testing, and reliable deployment across environments.
Sr. Software Engineer - Fullstack Cargill IncSr. Software Engineer - FullstackMN$115,000–$155,000 / yearWith minimal supervision, this job collaborates with cross functional teams to define, design and implement new software features to meet user needs and business goals, and upgrade existing software to improve performance and functionality through writing clean, efficient and scalable code and troubleshooting and debugging complex issues. COLLABORATION: Partners with cross functional team of product managers, designers and different engineers to gather complex requirements and deliver solutions that meet business needs.
Senior Electrical Engineer, Battery & Power Boston Scientific CorpSenior Electrical Engineer, Battery & PowerArden Hills, MNThe anticipated compensation listed above and the value of core and optional employee benefits offered by Boston Scientific (BSC) - see www.bscbenefitsconnect.com-will vary based on actual location of the position and other pertinent factors considered in determining actual compensation for the role. This role sits within a multidisciplinary R&D team and is responsible for translating system-level needs into robust electrical and battery specifications, while driving root cause analysis and continuous improvement of power-related performance.
Sr. Product Engineer HistoSonics IncSr. Product EngineerPlymouth, MNIn addition to its current liver tumor indication, HistoSonics is pursuing future indications across multiple applications including kidney, pancreas, prostate, neuro, women's health, and other significant underserved human health areas, to realize the broader potential histotripsy across multiple disease states and medical specialties. Preferred Qualifications and Skills: Diagnostic ultrasound system design and development experience, including hands-on work with ultrasound beamforming architectures, transducer characterization, image formation pipelines (B-mode, Doppler, harmonic imaging), and integration of ultrasound subsystems into complex, multi-modal medical devices.
Senior Software Engineer - IRIS Platform & Claims Systems HealthPartners InstituteSenior Software Engineer - IRIS Platform & Claims SystemsBloomington, MNIn addition to serving as a technical anchor, this position helps define and scale the use of AI across the development lifecycle, including prompt engineering, guardrails, and human‑in‑the‑loop validation, to ensure responsible and effective adoption. The ideal candidate is curious, methodical, and comfortable working in complex, high volume transactional systems, and will grow into a technical leadership and ownership role for major areas of the platform.
Senior Software Engineer Imricor Medical Systems IncSenior Software EngineerBurnsville, MN$110,000–$140,000 / yearThis position's work will directly support real-time navigation, device control, and electrophysiology workflows inside the MRI environment, enabling safer, radiation free cardiac interventions. Strong analytical and problem-solving skills, and comfortable working with and seeking optimum solutions with team members in adjacent disciplines of engineering.
Sr. Software Engineer - Ag & Trading Cargill IncSr. Software Engineer - Ag & TradingMN$115,000–$155,000 / yearCOLLABORATION: Collaborates with traders, analysts, and other cross functional teams to gather requirements and deliver needed solutions, ensuring technical solutions aligned with business goals, participates in agile practices like standups and sprint planning for effective communication, shares knowledge through code reviews to drive learning and best practices, and explains technical concepts clearly to nontechnical team members. Through collaboration with cross-functional teams, the role enhances software capabilities, integrates advanced data and analytics, and delivers reliable digital products that help anticipate market impacts, identify opportunities, improve operational performance, and strengthen Cargill's competitive advantage across global agricultural markets.
Senior Systems Engineer Leidos Holdings IncSenior Systems EngineerEagan, MN$107,900–$195,050 / yearIn this position, you will serve as the dedicated Systems Engineer for an Agile/SAFe development team, partnering closely with Product Owners, architects, software engineers, testers, DevSecOps engineers, and customer stakeholders to define, refine, and validate system capabilities. This work aligns with the FAA's broader initiative to modernize legacy flight service capabilities, replacing aging infrastructure with scalable, cloud-based platforms designed to improve safety and operational efficiency-particularly in remote and high-dependency aviation environments.
Sr. Software Engineer Julie HaganSr. Software EngineerBurnsville, Minnesota$115,000–$140,000Successful candidates see documentation as an essential part of delivering high-quality, reliable software-not as an afterthought-and are motivated to help raise the bar for consistency, traceability, and compliance across the engineering team. This role is ideal for an experienced engineer who enjoys building and troubleshooting complex software while also taking ownership of technical documentation and development processes in a regulated environment.
Senior Software Engineer NexternSenior Software EngineerMaple Grove, MN$120,000–$165,000Able to act as the software product owner on smaller projects and can be a technical subject matter expert and take ownership of components on larger, more complicated systems. Provide technical mentorship to software engineers including, but not limited to, software architectural design decisions, code review and approvals, software verification planning.
Senior QA Engineer LancesoftSenior QA EngineerRichfield, MN$50This role goes beyond execution, embedding quality engineering best practices into the development lifecycle, mentoring others, and driving scalable test automation solutions. Partner with product and engineering leaders to define quality strategy, assess risk, and influence scope/delivery.
Senior Firmware Engineer II Judge GroupSenior Firmware Engineer IIEden Prairie, MN$140,000–$160,000 / yearBy providing your phone number, you consent to: (1) receive automated text messages and calls from the Judge Group, Inc. and its affiliates (collectively "Judge") to such phone number regarding job opportunities, your job application, and for other related purposes. A Senior Wireless Firmware Engineer develops firmware for hearing aids, focusing on wireless communication protocols.
Senior Aeroacoustics Engineer Safran SASenior Aeroacoustics EngineerNew Brighton, MN$115,000–$125,000 / yearCompany: Safran Test Cells Job field: Architecture and systems engineering Location: New Brighton, Minnesota, United States Contract type: Permanent Contract duration: Full-time Required degree: Bachelors Degree Required experience: More than 5 years Professional status: Employees / Staff Salary range: $115,000-$125,000 ITAR: ITAR Controlled position. Holding leading positions worldwide, Safran Aero Boosters designs, develops and manufactures modules, equipment and test benches for aerospace and space propulsion systems.
Senior Staff Software Engineer - AI/ML - Veza ServiceNow IncSenior Staff Software Engineer - AI/ML - VezaMinneapolis, MN$171,900–$300,800 / yearThe combination brings together Veza''s AI-native Access Graph with ServiceNow''s AI Control Tower and agentic workflows, enabling organizations to enforce end-to-end identity security rooted in the principle of least privilege across applications, data, cloud environments, and AI agents. Veza''s Access Graph platform maps an organization''s entire identity ecosystem across users, groups, roles, policies, permissions, and resources providing deep visibility and control over human, non-human, and agentic identities across SaaS, cloud, on-prem, and custom applications.
NewLead Performance Test Engineer IV Western National InsuranceLead Performance Test Engineer IVMinneapolis, MN$130,000–$155,000 / yearPartners with engineering, product, architecture, and leadership stakeholders to ensure performance testing practices validate system reliability, responsiveness, scalability, and SLA adherence across the organization. Western National believes in supporting balance between work and life by providing a flexible work environment, which includes a variety of hybrid and remote work arrangements designed to balance individual, job, department, and company needs.
NewSenior Solution Engineer, HCLS Snowflake IncSenior Solution Engineer, HCLSMinneapolis, MN$220,000–$288,750 / yearBecause traditional on-premises and cloud solutions struggle with this, Snowflake developed an innovative product with a new built-for-the-cloud architecture that combines the power of data warehousing, the flexibility of big data platforms, and the elasticity of the cloud at a fraction of the cost of traditional solutions. In this role you will work directly with the sales team and channel partners to understand the needs of our customers, strategize on how to navigate winning sales cycles, provide compelling value-based demonstrations, support enterprise Proof of Concepts, and ultimately close business.
Senior DevOps Engineer EcolabSenior DevOps EngineerEagan, MinnesotaThe ideal candidate brings experience in DevOps, cloud platforms, automation, platform engineering, containerization, release engineering, observability, along with practical understanding of application architecture, full-stack delivery patterns, and production support expectations. As an Ecolab Senior DevOps Engineer, you will be involved in the design, execution and operation of the build, release, infrastructure, observability, and runtime engineering practices that enable product teams to ship and operate secure, scalable, and reliable digital solutions.
Sr. Data & Software Engineer Ovative GroupSr. Data & Software EngineerMinneapolis, MinnesotaLeveraging our deep industry expertise, we help brands like Best Buy, Domino's, American Eagle, The Home Depot, Post, Disney, Tumi, Michael Kors, Boost Mobile, and UnitedHealth Group transform their media and measurement programs. As a valuable team member, you will have the opportunity to mentor junior team members, contribute to innovative ideas, and drive the adoption of cutting-edge technologies within the team and foster your own professional growth.
Sr Engineer - US Target CorpSr Engineer - USBrooklyn Park, MN$98,000–$176,000 / yearA Hybrid/Flex for Your Day work arrangement means the team member's core role will need to be performed both onsite at the Target HQ MN location the role is assigned to and virtually, depending upon what your role, team and tasks require for that day. As part of Target Cybersecurity, the Identity and Access Management (IAM) Engineering team builds the platforms and capabilities that protect the entire organization and empower teams to operate securely at scale.
Senior Software Engineer UnitedHealth Group IncSenior Software EngineerEden Prairie, MN$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. At Optum Insight Technology, you"ll help us work on streamlining the flow of information between payers, healthcare providers and various other stakeholders to deliver the right insights to the right places at the right times, driving better outcomes for patients, reducing friction in the health system and lowering costs.
NewSenior AI ML Software Engineer - Data Platforms - Remote Nationwide or Hybrid in MN or DC UnitedHealth Group IncSenior AI ML Software Engineer - Data Platforms - Remote Nationwide or Hybrid in MN or DCEden Prairie, MNRemote$120,100–$214,500 / 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. Senior AI ML Software Engineer - Data Platforms - Remote Nationwide or Hybrid in MN or DC at UnitedHealth Group ","FormTypeId":null,"UrlLanguageCode":null,"PreviewType":0,"DateCreated":"2026-03-13T13:45:39.5319907","DateUpdated":"2026-07-13T17:56:15.0506395"}, "site"); Caring.
Senior Cyber Security Engineer (DevSecOps) Eze Castle Integration IncSenior Cyber Security Engineer (DevSecOps)Minneapolis, MNThis is a hands-on, implementation-focused role: you will write production Python, ship CI/CD and infrastructure-as-code, and build and operate detection and response workflows in the Elastic Stack (Elasticsearch, Logstash/Beats, Kibana). The Cyber Security Engineer (DevSecOps) builds and maintains the automation, pipelines, and integrations that keep ECI's flagship security platform running.
Sr Engineer - Workday Target CorpSr Engineer - WorkdayMinneapolis, MN$98,000–$176,000 / year3+ years of hands-on Workday development experience building, extending, integrating, and supporting technical solutions on the Workday platform, including experience with multiple Workday development or integration capabilities such as Workday Studio, Core Connectors, EIB, or Workday Web Services, and exposure to modern Workday platform capabilities such as Workday Extend or Workday Orchestrate. We anchor every facet of one of the world's best-loved retailers with a strong technology framework that relies on the latest tools and technologies-and the brightest people-to deliver incredible value to guests online and in stores.
Senior Data Engineer Sovos Compliance LLCSenior Data EngineerHopkins, MNWrite dbt YAML documentation - table descriptions, column definitions, and grain statements - as a first-class production deliverable, recognizing that documentation quality directly determines AI answer accuracy. Fluency in the revenue data chain (Billing ARR Deferred Revenue Rev Rec Close Pack) with the ability to engage finance stakeholders directly on data discrepancies.